From c52e4728924cbfeb6f67c88ad50630f018e13f93 Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 17:49:59 -0700 Subject: [PATCH 01/17] docs(plans): stage route (live-stage plan 2 of 3) Co-Authored-By: Claude Fable 5.1 --- .../plans/2026-09-05-stage-route.md | 1590 +++++++++++++++++ 1 file changed, 1590 insertions(+) create mode 100644 docs/superpowers/plans/2026-09-05-stage-route.md diff --git a/docs/superpowers/plans/2026-09-05-stage-route.md b/docs/superpowers/plans/2026-09-05-stage-route.md new file mode 100644 index 000000000..064391f17 --- /dev/null +++ b/docs/superpowers/plans/2026-09-05-stage-route.md @@ -0,0 +1,1590 @@ +# Stage Route Implementation Plan (live-stage plan 2 of 3) + +> **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking. + +**Goal:** A `/stage` route in the demo app that renders the real `` beside the real `` devtools and replays one committed live recording of four beats (Stream, Persist, Approve, Render) to any point in recorded time on demand, driven by a `?t=` query parameter or a parent window's `postMessage`, with a record mode that produces the recording and a recorder that produces the stills the website will use as fallbacks. + +**Architecture:** A `StageReplayTransport` implements the LangGraph `AgentTransport` with a gate: it yields a run's recorded events only up to the current target time `t` and waits otherwise. A framework-free `StageController` owns the timeline (runs laid end to end with an authored hold at the interrupt), performs each run's recorded action on the agent (submit, resume, reload, fork) as `t` crosses the run's start, and rewinds by resetting the agent and fast-forwarding. `StageMode` is the route component: it wires the controller to `?t=` and to the `tplane-stage` message protocol, and in `?record=1` mode swaps in a `StageRecordingTransport` around the real transport and runs the four-beat script against the live backend. Nothing in `libs/` changes. + +**Tech Stack:** Angular 20 signals, `@threadplane/langgraph` (`provideAgent`, `injectAgent`, `AgentTransport`), `@threadplane/chat` (`ChatComponent`, `ChatInterruptPanelComponent`), `@threadplane/chat/debug` (`ChatDebugComponent`), vitest + TestBed, Playwright recorders. + +**Spec:** `docs/superpowers/specs/2026-09-05-homepage-live-stage-design.md` §4.2–4.5, §5, §6, §8 (stills), §13 plan 2. + +--- + +## Conventions + +- Work in `examples/chat/angular`; unit tests: `cd examples/chat/angular && npx vitest run `; Nx: `npx nx test examples-chat-angular`. Lint: `npx nx lint examples-chat-angular 2>&1 | sed 's/\x1b\[[0-9;]*m//g' | grep -E "problems|error "` (zero errors). +- Never use `git stash`; the stash stack is shared with other sessions. +- Live recording needs the backend with the real key (`export OPENAI_API_KEY=$(grep -E '^OPENAI_API_KEY=' /Users/blove/repos/angular-agent-framework/.env | cut -d= -f2-)`; note the `.env` lives in the primary checkout, not the worktree) and the dev server on 4200; never run the aimock e2e while those hold the ports. +- Two hero traps that apply here (from memory): every stage agent config MUST set `transcriptNodeNames: ['generate']`, or the thread title's tokens land on a finished answer and trip the streaming-markdown contract; and the replay gap floor is 0 so a real stream plays at its own pace. +- Commit after every task, ending `Co-Authored-By: Claude Fable 5.1 `. Branch: `git fetch && git checkout -b blove/stage-route origin/main`. + +## File structure + +All new files live in `examples/chat/angular/src/app/stage/` unless stated. + +| File | Responsibility | +|---|---| +| `stage-recording.types.ts` (+spec) | The v2 recording shape: runs with beats and actions, history snapshots, thread id; `validateStageRecording`. | +| `stage-timeline.ts` (+spec) | Pure functions: lay runs end to end with the authored hold, `phaseAt(t)`, `runsToStartBy(t)`, beat boundaries for plan 3. | +| `stage-replay.transport.ts` (+spec) | Gated replay: `seek(t)` releases events with absolute time ≤ t; `getHistory` serves recorded snapshots by run index; `reset()`. | +| `stage-controller.ts` (+spec) | Drives the agent through recorded actions as t advances; rewinds by reset + fast-forward; reports `applied` and `phase`. | +| `stage-recording.transport.ts` (+spec) | Record mode: wraps the real transport, captures runs with their actions, history responses, and the thread id; publishes `window.__stageRecording`. | +| `stage-script.ts` (+spec) | Record mode: the four-beat script that drives the live agent and tells the recording transport which action each run is. | +| `stage-bridge.ts` (+spec) | The `tplane-stage` postMessage protocol, reusing the hero's origin allowlist. | +| `stage-mode.component.ts` (+spec) | The route component. | +| `src/app/app.routes.ts` (modify) | `stage` route. | +| `public/stage-replay.json` | The committed recording. `stage-replay.fixture.spec.ts` pins its shape. | +| `e2e/record-stage-fixture.record.ts`, `e2e/record-stage-live.config.ts` | Live recorder. | +| `e2e/record-stage-stills.record.ts`, `e2e/record-stage.config.ts` | Still recorder (aimock-backed boot, replay needs no model) writing `apps/website/public/screenshots/stage-*.webp`. | +| `e2e/stage.spec.ts` | Replay e2e on the committed recording. | + +--- + +### Task 1: Recording types + +**Files:** create `stage-recording.types.ts`, `stage-recording.types.spec.ts`. + +- [ ] **Step 1: Failing spec** + +```ts +// examples/chat/angular/src/app/stage/stage-recording.types.spec.ts +import { describe, expect, it } from 'vitest'; +import { validateStageRecording, type StageRecording } from './stage-recording.types'; + +const ev = (tMs: number) => ({ tMs, event: { type: 'values', messages: [] } as never }); + +export const MINIMAL: StageRecording = { + version: 2, + recordedAt: '2026-09-06T00:00:00.000Z', + threadId: 'thread-1', + runs: [ + { beat: 'stream', action: { kind: 'submit', message: 'Tell me about signals' }, events: [ev(0), ev(50)] }, + { beat: 'persist', action: { kind: 'reload' }, events: [] }, + { beat: 'persist', action: { kind: 'submit', message: 'Shorter, please.' }, events: [ev(0)] }, + { beat: 'persist', action: { kind: 'submit', message: 'As a haiku.', checkpointIndex: 1 }, events: [ev(0)] }, + { beat: 'approve', action: { kind: 'submit', message: 'Clean up backups.' }, events: [ev(0), ev(900)] }, + { beat: 'approve', action: { kind: 'resume', value: 'approved' }, events: [ev(0)] }, + { beat: 'render', action: { kind: 'submit', message: 'Show me a form.' }, events: [ev(0), ev(2000)] }, + ], + histories: [{ afterRun: 1, states: [] }], +}; + +describe('validateStageRecording', () => { + it('accepts a well-formed recording', () => { + expect(validateStageRecording(MINIMAL)).toBe(MINIMAL); + }); + it('requires version 2, a thread id, and all four beats in order', () => { + expect(() => validateStageRecording({ ...MINIMAL, version: 1 })).toThrow(/version/); + expect(() => validateStageRecording({ ...MINIMAL, threadId: '' })).toThrow(/threadId/); + const noRender = { ...MINIMAL, runs: MINIMAL.runs.filter((r) => r.beat !== 'render') }; + expect(() => validateStageRecording(noRender)).toThrow(/beats/); + const swapped = { ...MINIMAL, runs: [MINIMAL.runs[4], ...MINIMAL.runs.slice(0, 4), ...MINIMAL.runs.slice(5)] }; + expect(() => validateStageRecording(swapped)).toThrow(/order/); + }); + it('lets only a reload run have no events', () => { + const bad = { ...MINIMAL, runs: MINIMAL.runs.map((r, i) => (i === 0 ? { ...r, events: [] } : r)) }; + expect(() => validateStageRecording(bad)).toThrow(/run 0 has no events/); + }); + it('requires a resume run to follow the approve submit', () => { + const bad = { ...MINIMAL, runs: MINIMAL.runs.filter((r) => r.action.kind !== 'resume') }; + expect(() => validateStageRecording(bad)).toThrow(/resume/); + }); +}); +``` + +- [ ] **Step 2: Run to fail** — `cd examples/chat/angular && npx vitest run src/app/stage/stage-recording.types` → cannot resolve. + +- [ ] **Step 3: Implement** + +```ts +// examples/chat/angular/src/app/stage/stage-recording.types.ts +import type { StreamEvent } from '@threadplane/langgraph'; +import type { ThreadState } from '@langchain/langgraph-sdk'; + +/** One transport event with its offset from the start of its run. */ +export interface RecordedEvent { readonly tMs: number; readonly event: StreamEvent; } + +export const STAGE_BEATS = ['stream', 'persist', 'approve', 'render'] as const; +export type StageBeat = (typeof STAGE_BEATS)[number]; + +/** + * What the script did to the agent to produce a run. Replayed verbatim by the + * controller, so the replay performs the same calls the recording did. + */ +export type StageAction = + | { readonly kind: 'submit'; readonly message: string; /** Fork: index into the agent's history() at that moment. */ readonly checkpointIndex?: number } + | { readonly kind: 'resume'; readonly value: string } + /** Simulated page reload: reset, then re-adopt the thread so history restores it. Has no stream. */ + | { readonly kind: 'reload' }; + +export interface StageRun { + readonly beat: StageBeat; + readonly action: StageAction; + readonly events: readonly RecordedEvent[]; +} + +/** A `getHistory` response, keyed by how many runs had been recorded when it was answered. */ +export interface StageHistorySnapshot { readonly afterRun: number; readonly states: readonly ThreadState[]; } + +export interface StageRecording { + readonly version: 2; + readonly recordedAt: string; + readonly threadId: string; + readonly runs: readonly StageRun[]; + readonly histories: readonly StageHistorySnapshot[]; +} + +const KINDS = new Set(['submit', 'resume', 'reload']); + +/** Throws a readable error when the fixture is not a usable recording. */ +export function validateStageRecording(input: unknown): StageRecording { + if (typeof input !== 'object' || input === null) throw new Error('stage recording must be an object'); + const rec = input as Partial; + if (rec.version !== 2) throw new Error('stage recording version must be 2'); + if (typeof rec.threadId !== 'string' || !rec.threadId) throw new Error('stage recording needs a threadId'); + if (!Array.isArray(rec.runs) || rec.runs.length === 0) throw new Error('stage recording needs runs'); + if (!Array.isArray(rec.histories)) throw new Error('stage recording needs histories'); + const beatsSeen: StageBeat[] = []; + rec.runs.forEach((run: Partial, i) => { + if (!run.beat || !STAGE_BEATS.includes(run.beat)) throw new Error(`run ${i} has no beat`); + if (!run.action || !KINDS.has(run.action.kind)) throw new Error(`run ${i} has no action`); + if (!Array.isArray(run.events)) throw new Error(`run ${i} has no events`); + if (run.events.length === 0 && run.action.kind !== 'reload') throw new Error(`run ${i} has no events`); + (run.events as readonly Partial[]).forEach((e, j) => { + if (typeof e?.tMs !== 'number' || !Number.isFinite(e.tMs)) throw new Error(`run ${i} event ${j} has no numeric tMs`); + if (typeof e.event !== 'object' || e.event === null) throw new Error(`run ${i} event ${j} has no event`); + }); + if (beatsSeen[beatsSeen.length - 1] !== run.beat) beatsSeen.push(run.beat); + }); + if (beatsSeen.length !== STAGE_BEATS.length || beatsSeen.some((b, i) => b !== STAGE_BEATS[i])) { + const missing = STAGE_BEATS.filter((b) => !beatsSeen.includes(b)); + throw new Error(missing.length ? `stage recording is missing beats: ${missing.join(', ')}` : `stage recording beats are out of order: ${beatsSeen.join(' → ')}`); + } + const approveSubmit = rec.runs.findIndex((r: StageRun) => r.beat === 'approve' && r.action.kind === 'submit'); + const resume = rec.runs[approveSubmit + 1] as StageRun | undefined; + if (approveSubmit < 0 || resume?.action.kind !== 'resume') throw new Error('the approve beat needs a submit run followed by a resume run'); + return rec as StageRecording; +} +``` + +- [ ] **Step 4: Run to pass**, then commit `feat(examples/chat): stage recording types with beat, action and history validation`. + +--- + +### Task 2: Timeline + +**Files:** create `stage-timeline.ts`, `stage-timeline.spec.ts`. + +- [ ] **Step 1: Failing spec** + +```ts +// examples/chat/angular/src/app/stage/stage-timeline.spec.ts +import { describe, expect, it } from 'vitest'; +import { MINIMAL } from './stage-recording.types.spec'; +import { HOLD_MS, RELOAD_MS, buildTimeline, phaseAt, runsStartedBy } from './stage-timeline'; + +describe('buildTimeline', () => { + const tl = buildTimeline(MINIMAL); + it('lays runs end to end, gives a reload a fixed beat, and holds before the resume', () => { + // run0 spans 0..50, run1 (reload) 50..50+RELOAD_MS, run2 and run3 each 1ms (single event at 0 → duration max(last tMs,1)) + expect(tl.runs[0]).toMatchObject({ index: 0, startMs: 0, endMs: 50 }); + expect(tl.runs[1]).toMatchObject({ index: 1, startMs: 50, endMs: 50 + RELOAD_MS }); + const approve = tl.runs[4]; + const resume = tl.runs[5]; + expect(resume.startMs).toBe(approve.endMs + HOLD_MS); + expect(tl.hold).toEqual({ startMs: approve.endMs, endMs: resume.startMs }); + expect(tl.totalMs).toBe(tl.runs[6].endMs); + }); + it('derives beat boundaries from the runs', () => { + expect(tl.beats.map((b) => b.beat)).toEqual(['stream', 'persist', 'approve', 'render']); + expect(tl.beats[0]).toMatchObject({ startMs: 0, endMs: tl.runs[0].endMs }); + expect(tl.beats[2].endMs).toBe(tl.runs[5].endMs); + expect(tl.beats[3].endMs).toBe(tl.totalMs); + }); +}); + +describe('phaseAt', () => { + const tl = buildTimeline(MINIMAL); + it('names stream, persist, pause, resume, render', () => { + expect(phaseAt(tl, 0)).toBe('stream'); + expect(phaseAt(tl, tl.runs[1].startMs)).toBe('persist'); + expect(phaseAt(tl, tl.hold.startMs + 1)).toBe('pause'); + expect(phaseAt(tl, tl.runs[5].startMs)).toBe('resume'); + expect(phaseAt(tl, tl.totalMs)).toBe('render'); + }); +}); + +describe('runsStartedBy', () => { + const tl = buildTimeline(MINIMAL); + it('lists every run whose start is at or before t', () => { + expect(runsStartedBy(tl, 0).map((r) => r.index)).toEqual([0]); + expect(runsStartedBy(tl, tl.hold.startMs + 1).map((r) => r.index)).toEqual([0, 1, 2, 3, 4]); + expect(runsStartedBy(tl, tl.totalMs).length).toBe(7); + }); +}); +``` + +- [ ] **Step 2: Run to fail.** + +- [ ] **Step 3: Implement** + +```ts +// examples/chat/angular/src/app/stage/stage-timeline.ts +import type { StageBeat, StageRecording, StageRun } from './stage-recording.types'; + +/** Recorded-time room given to a reload run, which streams nothing: enough for the transcript to visibly blank and restore. */ +export const RELOAD_MS = 600; +/** + * The authored hold at the interrupt, in recorded milliseconds. Between the + * approve run's last event and the resume run's first, nothing advances; the + * parent maps a large share of scroll to this window (spec §6). + */ +export const HOLD_MS = 3000; + +export type StagePhase = 'stream' | 'persist' | 'pause' | 'resume' | 'render'; + +export interface TimelineRun { readonly index: number; readonly run: StageRun; readonly startMs: number; readonly endMs: number; } +export interface TimelineBeat { readonly beat: StageBeat; readonly startMs: number; readonly endMs: number; } +export interface StageTimeline { + readonly runs: readonly TimelineRun[]; + readonly beats: readonly TimelineBeat[]; + readonly hold: { readonly startMs: number; readonly endMs: number }; + readonly totalMs: number; +} + +function durationOf(run: StageRun): number { + if (run.action.kind === 'reload') return RELOAD_MS; + const last = run.events[run.events.length - 1]?.tMs ?? 0; + return Math.max(last, 1); +} + +export function buildTimeline(rec: StageRecording): StageTimeline { + const runs: TimelineRun[] = []; + let cursor = 0; + let hold = { startMs: 0, endMs: 0 }; + rec.runs.forEach((run, index) => { + if (run.action.kind === 'resume') { + hold = { startMs: cursor, endMs: cursor + HOLD_MS }; + cursor += HOLD_MS; + } + const startMs = cursor; + const endMs = startMs + durationOf(run); + runs.push({ index, run, startMs, endMs }); + cursor = endMs; + }); + const beats: TimelineBeat[] = []; + for (const r of runs) { + const last = beats[beats.length - 1]; + if (last && last.beat === r.run.beat) beats[beats.length - 1] = { ...last, endMs: r.endMs }; + else beats.push({ beat: r.run.beat, startMs: r.startMs, endMs: r.endMs }); + } + return { runs, beats, hold, totalMs: cursor }; +} + +export function phaseAt(tl: StageTimeline, t: number): StagePhase { + if (t >= tl.hold.startMs && t < tl.hold.endMs) return 'pause'; + const current = [...tl.runs].reverse().find((r) => r.startMs <= t) ?? tl.runs[0]; + if (current.run.action.kind === 'resume') return 'resume'; + return current.run.beat; +} + +/** Every run whose start is at or before t, in order. */ +export function runsStartedBy(tl: StageTimeline, t: number): readonly TimelineRun[] { + return tl.runs.filter((r) => r.startMs <= t); +} +``` + +- [ ] **Step 4: Run to pass**, commit `feat(examples/chat): stage timeline lays recorded runs end to end with an authored hold`. + +--- + +### Task 3: Seekable replay transport + +**Files:** create `stage-replay.transport.ts`, `stage-replay.transport.spec.ts`. + +- [ ] **Step 1: Failing spec** + +```ts +// examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts +import { describe, expect, it } from 'vitest'; +import type { StreamEvent } from '@threadplane/langgraph'; +import { MINIMAL } from './stage-recording.types.spec'; +import { buildTimeline } from './stage-timeline'; +import { StageReplayTransport } from './stage-replay.transport'; + +async function take(iter: AsyncIterable, n: number): Promise { + const out: StreamEvent[] = []; + for await (const e of iter) { out.push(e); if (out.length === n) break; } + return out; +} +function settle(): Promise { return new Promise((r) => setTimeout(r, 0)); } + +describe('StageReplayTransport', () => { + it('yields a run\'s events only up to the target time and waits for the rest', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + await t.ready(); + t.seek(0); + const iter = t.stream('chat', 'thread-1', {}, new AbortController().signal)[Symbol.asyncIterator](); + expect((await iter.next()).value).toEqual(MINIMAL.runs[0].events[0].event); + let second: unknown = 'pending'; + void iter.next().then((r) => (second = r.value)); + await settle(); + expect(second).toBe('pending'); + t.seek(50); + await settle(); + expect(second).toEqual(MINIMAL.runs[0].events[1].event); + expect((await iter.next()).done).toBe(true); + }); + it('advances through runs in order and skips reload runs (they have no stream)', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + await t.ready(); + const tl = buildTimeline(MINIMAL); + t.seek(tl.totalMs); + const sig = new AbortController().signal; + expect(await take(t.stream('chat', 'thread-1', {}, sig), 9)).toHaveLength(2); // run 0 + expect(await take(t.stream('chat', 'thread-1', {}, sig), 9)).toHaveLength(1); // run 2 (run 1 is the reload) + expect(t.runIndex).toBe(3); + }); + it('reports applied count and the run start it is on', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + await t.ready(); + t.seek(0); + const sig = new AbortController().signal; + await take(t.stream('chat', 'thread-1', {}, sig), 1); + expect(t.applied()).toBe(1); + }); + it('serves the latest history snapshot recorded at or before the current run', async () => { + const withHistory = { ...MINIMAL, histories: [{ afterRun: 1, states: [{ values: { messages: [] } } as never] }] }; + const t = new StageReplayTransport(async () => withHistory); + await t.ready(); + expect(await t.getHistory('thread-1', new AbortController().signal)).toEqual([]); + t.seek(buildTimeline(withHistory).totalMs); + const sig = new AbortController().signal; + await take(t.stream('chat', 'thread-1', {}, sig), 9); // run 0 done → next stream is run 2, runIndex passes 1 + await take(t.stream('chat', 'thread-1', {}, sig), 9); + expect(await t.getHistory('thread-1', sig)).toHaveLength(1); + }); + it('reset() rewinds to the first run and clears applied', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + await t.ready(); + t.seek(50); + const sig = new AbortController().signal; + await take(t.stream('chat', 'thread-1', {}, sig), 9); + t.reset(); + expect(t.runIndex).toBe(0); + expect(t.applied()).toBe(0); + }); + it('stops when the signal aborts', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + await t.ready(); + t.seek(0); + const ctl = new AbortController(); + const iter = t.stream('chat', 'thread-1', {}, ctl.signal)[Symbol.asyncIterator](); + await iter.next(); + const pending = iter.next(); + ctl.abort(); + expect((await pending).done).toBe(true); + }); +}); +``` + +- [ ] **Step 2: Run to fail.** + +- [ ] **Step 3: Implement** + +```ts +// examples/chat/angular/src/app/stage/stage-replay.transport.ts +import { signal } from '@angular/core'; +import type { AgentQueueEntry, AgentTransport, LangGraphSubmitOptions, StreamEvent } from '@threadplane/langgraph'; +import type { ThreadState } from '@langchain/langgraph-sdk'; +import { validateStageRecording, type StageRecording } from './stage-recording.types'; +import { buildTimeline, type StageTimeline } from './stage-timeline'; + +export const STAGE_RECORDING_URL = '/stage-replay.json'; + +async function fetchRecording(): Promise { + const res = await fetch(STAGE_RECORDING_URL); + if (!res.ok) throw new Error(`stage recording fetch failed: ${res.status}`); + return validateStageRecording(await res.json()); +} + +/** + * AgentTransport that replays the committed stage recording under a gate: + * each `stream()` call answers the next non-reload run, yielding events whose + * ABSOLUTE recorded time (run start + tMs) is at or before the current target + * `t`, and waiting for `seek()` to move `t` before yielding the rest. There is + * no clock: the parent's scroll is the clock. Backward seeks are the + * controller's job (reset + fast-forward); this transport only ever moves + * forward within a run. + */ +export class StageReplayTransport implements AgentTransport { + private recording: Promise | null = null; + private timeline: StageTimeline | null = null; + private t = 0; + private wakers = new Set<() => void>(); + /** Index of the next run `stream()` will answer. Reload runs are skipped. */ + runIndex = 0; + private readonly appliedCount = signal(0); + + constructor(private readonly load: () => Promise = fetchRecording) {} + + async ready(): Promise { + const rec = await this.getRecording(); + this.timeline ??= buildTimeline(rec); + return this.timeline; + } + /** Events yielded so far across all runs since the last reset. */ + applied(): number { return this.appliedCount(); } + readonly appliedSignal = this.appliedCount.asReadonly(); + + seek(t: number): void { + this.t = t; + for (const w of [...this.wakers]) w(); + } + reset(): void { + this.runIndex = 0; + this.appliedCount.set(0); + for (const w of [...this.wakers]) w(); + } + + async *stream(_a: string, _thread: string | null, _payload: unknown, signal: AbortSignal, _o?: LangGraphSubmitOptions): AsyncIterable { + const tl = await this.ready(); + while (tl.runs[this.runIndex]?.run.action.kind === 'reload') this.runIndex += 1; + const entry = tl.runs[this.runIndex]; + if (!entry) return; + this.runIndex += 1; + const generation = this.runIndex; + for (const { tMs, event } of entry.run.events) { + while (entry.startMs + tMs > this.t) { + if (signal.aborted || this.runIndex !== generation) return; + await this.wait(signal); + } + if (signal.aborted || this.runIndex !== generation) return; + this.appliedCount.update((n) => n + 1); + yield event; + } + } + + private wait(signal: AbortSignal): Promise { + return new Promise((resolve) => { + const wake = () => { this.wakers.delete(wake); signal.removeEventListener('abort', wake); resolve(); }; + this.wakers.add(wake); + signal.addEventListener('abort', wake, { once: true }); + }); + } + + async getHistory(_thread: string, _signal: AbortSignal): Promise { + const rec = await this.getRecording(); + // "Recorded at or before the run we are on": afterRun counts runs already recorded, runIndex counts runs already started. + const snapshot = [...rec.histories].filter((h) => h.afterRun <= this.runIndex).pop(); + return (snapshot?.states ?? []) as ThreadState[]; + } + async createQueuedRun(_a: string, threadId: string, payload: unknown, _s: AbortSignal, options?: LangGraphSubmitOptions): Promise { + return { id: 'stage-replay-queued-run', threadId, values: payload, options: { ...options, multitaskStrategy: 'enqueue' }, createdAt: new Date() }; + } + async cancelRun(): Promise { return; } + async *joinStream(): AsyncIterable { yield* []; } + + private getRecording(): Promise { + this.recording ??= this.load().catch((err) => { this.recording = null; throw err; }); + return this.recording; + } +} +``` + +If the `runIndex` bookkeeping in the history test does not match (the history snapshot's `afterRun` semantics are "number of runs recorded so far when getHistory was answered"; on replay, after run 0 finishes and run 2's stream begins, `runIndex` is 3), adjust the test's expectation to the implemented rule and document the rule in the doc comment. The rule that matters: a snapshot recorded after k runs is visible once at least k runs have been started on replay. + +- [ ] **Step 4: Run to pass**, commit `feat(examples/chat): StageReplayTransport gates recorded events behind a seekable target time`. + +--- + +### Task 4: Controller (integration with the real LangGraph agent) + +**Files:** create `stage-controller.ts`, `stage-controller.spec.ts`. + +- [ ] **Step 1: Failing spec** + +```ts +// examples/chat/angular/src/app/stage/stage-controller.spec.ts +import { describe, expect, it, beforeEach } from 'vitest'; +import { TestBed } from '@angular/core/testing'; +import { createEnvironmentInjector, EnvironmentInjector, signal } from '@angular/core'; +import { createAgentRef } from '@threadplane/chat'; +import { provideAgent, type LangGraphAgent } from '@threadplane/langgraph'; +import { StageReplayTransport } from './stage-replay.transport'; +import { StageController } from './stage-controller'; +import { buildTimeline } from './stage-timeline'; +import type { StageRecording } from './stage-recording.types'; + +const human = (id: string, content: string) => ({ id, type: 'human', content }); +const ai = (id: string, content: string) => ({ id, type: 'ai', content }); +const values = (tMs: number, messages: unknown[], extra: Record = {}) => + ({ tMs, event: { type: 'values', messages, ...extra } as never }); + +/** A recording whose events are `values` snapshots, which the bridge applies directly. */ +const REC: StageRecording = { + version: 2, recordedAt: '2026-09-06T00:00:00.000Z', threadId: 'thread-1', + runs: [ + { beat: 'stream', action: { kind: 'submit', message: 'Q1' }, events: [values(0, [human('h1', 'Q1')]), values(100, [human('h1', 'Q1'), ai('a1', 'A1')])] }, + { beat: 'persist', action: { kind: 'reload' }, events: [] }, + { beat: 'persist', action: { kind: 'submit', message: 'Q2' }, events: [values(0, [human('h1', 'Q1'), ai('a1', 'A1'), human('h2', 'Q2'), ai('a2', 'A2')])] }, + { beat: 'persist', action: { kind: 'submit', message: 'Q3', checkpointIndex: 0 }, events: [values(0, [human('h1', 'Q1'), ai('a1', 'A1'), human('h3', 'Q3'), ai('a3', 'A3')])] }, + { beat: 'approve', action: { kind: 'submit', message: 'Clean up' }, events: [values(0, [human('h4', 'Clean up')]), values(200, [human('h4', 'Clean up')], { __interrupt__: [{ value: { type: 'approval_request', reason: 'Delete 3' } }] })] }, + { beat: 'approve', action: { kind: 'resume', value: 'approved' }, events: [values(0, [human('h4', 'Clean up'), ai('a4', 'Deleted 3')])] }, + { beat: 'render', action: { kind: 'submit', message: 'Form' }, events: [values(0, [human('h4', 'Clean up'), ai('a4', 'Deleted 3'), human('h5', 'Form'), ai('a5', '---a2ui_JSON---')])] }, + ], + histories: [{ afterRun: 1, states: [{ values: { messages: [human('h1', 'Q1'), ai('a1', 'A1')] }, checkpoint: { checkpoint_id: 'cp-1' } } as never] }], +}; + +const REF = createAgentRef>('stage-test'); + +function until(pred: () => boolean, ms = 2000): Promise { + const start = Date.now(); + return new Promise((resolve, reject) => { + const tick = () => { if (pred()) return resolve(); if (Date.now() - start > ms) return reject(new Error('timeout')); setTimeout(tick, 5); }; + tick(); + }); +} + +describe('StageController against the real LangGraph agent', () => { + let transport: StageReplayTransport; + let agent: LangGraphAgent; + let controller: StageController; + const tl = buildTimeline(REC); + + beforeEach(async () => { + TestBed.configureTestingModule({}); + transport = new StageReplayTransport(async () => REC); + const injector = createEnvironmentInjector( + provideAgent(REF, { assistantId: 'stage', transport, threadId: signal(null), transcriptNodeNames: ['generate'] }), + TestBed.inject(EnvironmentInjector), + ); + agent = injector.get(REF.token) as LangGraphAgent; + controller = new StageController(agent, transport, await transport.ready(), REC); + }); + + it('seeking forward performs each run\'s action and applies events up to t', async () => { + await controller.seek(0); + await until(() => agent.messages().length === 1); + expect(controller.phase()).toBe('stream'); + await controller.seek(tl.runs[0].endMs); + await until(() => agent.messages().length === 2); + expect(controller.applied()).toBe(2); + }); + + it('the reload run blanks and restores the transcript from recorded history', async () => { + await controller.seek(tl.runs[1].startMs); + await until(() => agent.messages().length === 2 && agent.history().length === 1); + expect(agent.history()[0]?.id).toBe('cp-1'); + }); + + it('holds at the interrupt: seeking inside the hold does not resume', async () => { + await controller.seek(tl.hold.startMs + 1); + await until(() => !!agent.interrupt?.()); + expect(controller.phase()).toBe('pause'); + const before = agent.messages().length; + await controller.seek(tl.hold.endMs - 1); + await new Promise((r) => setTimeout(r, 30)); + expect(agent.messages().length).toBe(before); + expect(agent.interrupt?.()).toBeTruthy(); + }); + + it('crossing the hold resumes and the audit lands', async () => { + await controller.seek(tl.runs[5].endMs); + await until(() => agent.messages().some((m) => String((m as { content?: unknown }).content).includes('Deleted 3'))); + expect(agent.interrupt?.()).toBeFalsy(); + expect(controller.phase()).toBe('resume'); + }); + + it('rewinding resets and fast-forwards to an earlier point', async () => { + await controller.seek(tl.totalMs); + await until(() => agent.messages().some((m) => String((m as { content?: unknown }).content).includes('a2ui'))); + await controller.seek(tl.runs[0].endMs); + await until(() => agent.messages().length === 2 && !agent.messages().some((m) => String((m as { content?: unknown }).content).includes('a2ui'))); + expect(controller.phase()).toBe('stream'); + }); + + it('coalesces bursts: many seeks in one frame perform each action once', async () => { + const submits: unknown[] = []; + const original = agent.submit.bind(agent); + (agent as { submit: LangGraphAgent['submit'] }).submit = ((input, opts) => { submits.push(input); return original(input, opts); }) as LangGraphAgent['submit']; + await Promise.all([controller.seek(10), controller.seek(20), controller.seek(tl.runs[0].endMs)]); + await until(() => agent.messages().length === 2); + expect(submits.length).toBe(1); + }); +}); +``` + +- [ ] **Step 2: Run to fail** — `npx vitest run src/app/stage/stage-controller` → cannot resolve. + +- [ ] **Step 3: Implement** + +```ts +// examples/chat/angular/src/app/stage/stage-controller.ts +import { computed, signal } from '@angular/core'; +import type { LangGraphAgent } from '@threadplane/langgraph'; +import type { StageRecording, StageRun } from './stage-recording.types'; +import { phaseAt, runsStartedBy, type StagePhase, type StageTimeline } from './stage-timeline'; +import type { StageReplayTransport } from './stage-replay.transport'; + +/** + * Drives the replay agent to any recorded time. + * + * Forward: for each run whose start has been crossed and not yet performed, + * perform its recorded action (submit / resume / reload), then open the + * transport's gate to `t`. Backward: reset the agent and the transport, then + * fast-forward. Seeks are coalesced so a burst inside one frame performs each + * action once, and a seek that arrives while one is in flight is applied after + * it, never concurrently — the agent's submit path is not re-entrant. + */ +export class StageController { + private performed = -1; + private target = 0; + private inFlight: Promise | null = null; + private pending: number | null = null; + private readonly tSig = signal(0); + readonly phase = computed(() => phaseAt(this.timeline, this.tSig())); + readonly applied = this.transport.appliedSignal; + readonly t = this.tSig.asReadonly(); + + constructor( + private readonly agent: LangGraphAgent, + private readonly transport: StageReplayTransport, + private readonly timeline: StageTimeline, + private readonly recording: StageRecording, + ) {} + + seek(t: number): Promise { + const clamped = Math.max(0, Math.min(this.timeline.totalMs, t)); + if (this.inFlight) { this.pending = clamped; return this.inFlight; } + this.inFlight = this.run(clamped).finally(() => { + this.inFlight = null; + if (this.pending !== null) { const next = this.pending; this.pending = null; void this.seek(next); } + }); + return this.inFlight; + } + + private async run(t: number): Promise { + if (t < this.target) await this.reset(); + this.target = t; + this.tSig.set(t); + if (this.performed < 0) this.agent.switchThread(this.recording.threadId); + for (const entry of runsStartedBy(this.timeline, t)) { + if (entry.index <= this.performed) continue; + this.performed = entry.index; + // Open the gate BEFORE the action so the first events flow as soon as the stream opens. + this.transport.seek(t); + await this.perform(entry.run); + } + this.transport.seek(t); + } + + private async reset(): Promise { + this.performed = -1; + this.agent.switchThread(null); + this.transport.reset(); + } + + private async perform(run: StageRun): Promise { + const a = run.action; + switch (a.kind) { + case 'submit': { + const cp = a.checkpointIndex !== undefined ? this.agent.history()[a.checkpointIndex]?.id : undefined; + void this.agent.submit({ message: a.message }, cp ? ({ checkpointId: cp } as never) : undefined); + return; + } + case 'resume': + void this.agent.submit(null, { command: { resume: a.value } } as never); + return; + case 'reload': + // A page reload: the agent is rebuilt from the thread's history. + this.agent.switchThread(null); + this.agent.switchThread(this.recording.threadId); + return; + } + } +} +``` + +Notes for the implementer: `agent.submit` returns a promise that resolves when the run completes, which under the gate may be far in the future; never `await` it. `agent.switchThread(id)` triggers the bridge's `refreshHistory`, which calls `transport.getHistory` and projects the latest snapshot into messages when messages are empty (the reload beat depends on this). If the bridge rejects a submit while a previous run is still open (the gate holds run N open when t sits mid-run and the next run's start is crossed only after N's end, so this should not happen; if it does, the fix is to advance `this.transport.seek(entry.startMs)` before performing so N drains first). If `LangGraphAgent` does not expose `history()` directly, use `agent.langGraphHistory()` and map `.checkpoint.checkpoint_id`. + +- [ ] **Step 4: Run to pass**, commit `feat(examples/chat): StageController drives the agent to any recorded time, with hold and rewind`. + +--- + +### Task 5: Recording transport and the record script + +**Files:** create `stage-recording.transport.ts` (+spec), `stage-script.ts` (+spec). + +- [ ] **Step 1: Failing specs** + +```ts +// examples/chat/angular/src/app/stage/stage-recording.transport.spec.ts +import { describe, expect, it } from 'vitest'; +import type { AgentTransport, StreamEvent } from '@threadplane/langgraph'; +import { StageRecordingTransport } from './stage-recording.transport'; + +function inner(events: StreamEvent[]): AgentTransport { + return { + async *stream() { for (const e of events) yield e; }, + async getHistory() { return [{ values: {} } as never]; }, + }; +} +async function drain(iter: AsyncIterable): Promise { for await (const _ of iter) { /* drain */ } } + +describe('StageRecordingTransport', () => { + it('records each stream as a run tagged with the action the script announced', async () => { + let now = 0; + const t = new StageRecordingTransport(inner([{ type: 'values' } as never, { type: 'values' } as never]), () => (now += 10)); + t.beginRun('stream', { kind: 'submit', message: 'Q1' }); + await drain(t.stream('chat', 'thread-1', {}, new AbortController().signal)); + const rec = t.recording(); + expect(rec.runs).toHaveLength(1); + expect(rec.runs[0]).toMatchObject({ beat: 'stream', action: { kind: 'submit', message: 'Q1' } }); + expect(rec.runs[0].events.map((e) => e.tMs)).toEqual([10, 20]); + }); + it('records a reload as a run with no events, and history responses with the run count', async () => { + const t = new StageRecordingTransport(inner([])); + t.beginRun('stream', { kind: 'submit', message: 'Q1' }); + await drain(t.stream('chat', 'thread-1', {}, new AbortController().signal)); + t.beginRun('persist', { kind: 'reload' }); + t.markReload(); + await t.getHistory('thread-1', new AbortController().signal); + const rec = t.recording(); + expect(rec.runs[1]).toMatchObject({ beat: 'persist', action: { kind: 'reload' }, events: [] }); + expect(rec.histories).toEqual([{ afterRun: 2, states: [{ values: {} }] }]); + }); + it('captures the thread id the inner transport reports', () => { + const t = new StageRecordingTransport(inner([])); + t.onThreadId('thread-9'); + expect(t.recording().threadId).toBe('thread-9'); + }); +}); +``` + +```ts +// examples/chat/angular/src/app/stage/stage-script.spec.ts +import { describe, expect, it } from 'vitest'; +import { StageScript, STAGE_PROMPTS, type StageScriptHost } from './stage-script'; + +describe('StageScript', () => { + it('walks the four beats in order, announcing each run\'s action before performing it', async () => { + const log: string[] = []; + let interrupt = false; + let loading = false; + const host: StageScriptHost = { + beginRun: (beat, action) => log.push(`begin:${beat}:${action.kind}`), + submit: async (message, checkpointIndex) => { log.push(`submit:${message}${checkpointIndex !== undefined ? `@${checkpointIndex}` : ''}`); loading = true; setTimeout(() => { loading = false; interrupt = message === STAGE_PROMPTS.approve; }, 1); }, + resume: async (value) => { log.push(`resume:${value}`); interrupt = false; }, + reload: async () => { log.push('reload'); }, + isRunning: () => loading, + hasInterrupt: () => interrupt, + forkIndex: () => 0, + sleep: () => Promise.resolve(), + }; + await new StageScript(host).run(); + expect(log).toEqual([ + 'begin:stream:submit', `submit:${STAGE_PROMPTS.stream}`, + 'begin:persist:reload', 'reload', + 'begin:persist:submit', `submit:${STAGE_PROMPTS.shorter}`, + 'begin:persist:submit', `submit:${STAGE_PROMPTS.fork}@0`, + 'begin:approve:submit', `submit:${STAGE_PROMPTS.approve}`, + 'begin:approve:resume', 'resume:approved', + 'begin:render:submit', `submit:${STAGE_PROMPTS.render}`, + ]); + }); +}); +``` + +- [ ] **Step 2: Run to fail.** + +- [ ] **Step 3: Implement the recording transport** + +```ts +// examples/chat/angular/src/app/stage/stage-recording.transport.ts +import type { AgentQueueEntry, AgentTransport, LangGraphSubmitOptions, StreamEvent } from '@threadplane/langgraph'; +import type { ThreadState } from '@langchain/langgraph-sdk'; +import type { RecordedEvent, StageAction, StageBeat, StageHistorySnapshot, StageRecording, StageRun } from './stage-recording.types'; + +declare global { + interface Window { + /** Set by StageRecordingTransport in record mode; read by the record script. */ + __stageRecording?: StageRecording; + } +} + +/** + * Wraps the real transport in record mode. The script announces each run's + * action with `beginRun()` before performing it; the next `stream()` call + * becomes that run. A reload has no stream, so the script calls `markReload()` + * to close it as an empty run. Every `getHistory()` answer is kept with the + * number of runs recorded so far, which is what the replay keys on. + */ +export class StageRecordingTransport implements AgentTransport { + private runs: StageRun[] = []; + private histories: StageHistorySnapshot[] = []; + private pending: { beat: StageBeat; action: StageAction } | null = null; + private threadId = ''; + private readonly recordedAt = new Date().toISOString(); + + constructor(private readonly inner: AgentTransport, private readonly now: () => number = () => performance.now()) {} + + beginRun(beat: StageBeat, action: StageAction): void { this.pending = { beat, action }; } + markReload(): void { + const p = this.pending; this.pending = null; + if (!p || p.action.kind !== 'reload') throw new Error('markReload() needs a pending reload action'); + this.runs.push({ beat: p.beat, action: p.action, events: [] }); + this.publish(); + } + onThreadId(id: string): void { this.threadId = id; this.publish(); } + recording(): StageRecording { + return { version: 2, recordedAt: this.recordedAt, threadId: this.threadId, runs: [...this.runs], histories: [...this.histories] }; + } + + async *stream(assistantId: string, threadId: string | null, payload: unknown, signal: AbortSignal, options?: LangGraphSubmitOptions): AsyncIterable { + const p = this.pending; this.pending = null; + if (!p) throw new Error('stream() without beginRun(): the script must announce the action first'); + const events: RecordedEvent[] = []; + const run: StageRun = { beat: p.beat, action: p.action, events }; + this.runs.push(run); + const start = this.now(); + for await (const event of this.inner.stream(assistantId, threadId, payload, signal, options)) { + events.push({ tMs: Math.round(this.now() - start), event }); + this.publish(); + yield event; + } + this.publish(); + } + async getHistory(threadId: string, signal: AbortSignal): Promise { + const states = this.inner.getHistory ? await this.inner.getHistory(threadId, signal) : []; + this.histories.push({ afterRun: this.runs.length, states }); + this.publish(); + return states; + } + joinStream(threadId: string, runId: string, last: string | undefined, signal: AbortSignal): AsyncIterable { + return this.inner.joinStream ? this.inner.joinStream(threadId, runId, last, signal) : (async function* () { yield* []; })(); + } + createQueuedRun(a: string, threadId: string, payload: unknown, signal: AbortSignal, options?: LangGraphSubmitOptions): Promise { + if (!this.inner.createQueuedRun) throw new Error('inner transport cannot queue runs'); + return this.inner.createQueuedRun(a, threadId, payload, signal, options); + } + cancelRun(threadId: string, runId: string, signal: AbortSignal): Promise { + return this.inner.cancelRun ? this.inner.cancelRun(threadId, runId, signal) : Promise.resolve(); + } + updateState(threadId: string, values: Record, signal: AbortSignal, options?: { asNode?: string }): Promise { + return this.inner.updateState ? this.inner.updateState(threadId, values, signal, options) : Promise.resolve(); + } + private publish(): void { if (typeof window !== 'undefined') window.__stageRecording = this.recording(); } +} +``` + +- [ ] **Step 4: Implement the script** + +```ts +// examples/chat/angular/src/app/stage/stage-script.ts +import type { StageAction, StageBeat } from './stage-recording.types'; + +/** + * The four beats, verbatim. The approve and render prompts are the hero's, so + * the stage shows the same run the hero teases; the stream prompt is the demo's + * search-and-cite chip; the persist prompts are short on purpose. + */ +export const STAGE_PROMPTS = { + stream: 'Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.', + shorter: 'Shorter, please.', + fork: 'Make it a haiku instead.', + approve: 'Clean up our old database backups, anything older than 90 days.', + render: 'Show me a contact form with fields for name, email address, subject, and a multi-line message, plus a Send button.', +} as const; + +export interface StageScriptHost { + beginRun(beat: StageBeat, action: StageAction): void; + submit(message: string, checkpointIndex?: number): Promise; + resume(value: string): Promise; + reload(): Promise; + isRunning(): boolean; + hasInterrupt(): boolean; + /** Index into history() of the checkpoint to fork from: the first answer's. */ + forkIndex(): number; + sleep(ms: number): Promise; +} + +export const SCRIPT_WAIT_TIMEOUT_MS = 120_000; +const POLL_MS = 50; + +/** Record-mode driver: performs the beats against the live agent, announcing each run first. */ +export class StageScript { + constructor(private readonly host: StageScriptHost) {} + + async run(): Promise { + await this.turn('stream', STAGE_PROMPTS.stream); + this.host.beginRun('persist', { kind: 'reload' }); + await this.host.reload(); + await this.turn('persist', STAGE_PROMPTS.shorter); + const fork = this.host.forkIndex(); + await this.turn('persist', STAGE_PROMPTS.fork, fork); + this.host.beginRun('approve', { kind: 'submit', message: STAGE_PROMPTS.approve }); + await this.host.submit(STAGE_PROMPTS.approve); + await this.waitFor(() => this.host.hasInterrupt()); + this.host.beginRun('approve', { kind: 'resume', value: 'approved' }); + await this.host.resume('approved'); + await this.waitFor(() => !this.host.isRunning() && !this.host.hasInterrupt()); + await this.turn('render', STAGE_PROMPTS.render); + } + + private async turn(beat: StageBeat, message: string, checkpointIndex?: number): Promise { + this.host.beginRun(beat, checkpointIndex !== undefined ? { kind: 'submit', message, checkpointIndex } : { kind: 'submit', message }); + await this.host.submit(message, checkpointIndex); + await this.waitFor(() => !this.host.isRunning()); + } + + private async waitFor(pred: () => boolean): Promise { + let elapsed = 0; + while (!pred()) { + if (elapsed >= SCRIPT_WAIT_TIMEOUT_MS) throw new Error('stage script timed out waiting for the agent'); + await this.host.sleep(POLL_MS); + elapsed += POLL_MS; + } + } +} +``` + +The `isRunning()` in the spec host flips false on a timer, so `waitFor` must poll through `sleep`, which the spec resolves immediately; the `until`-style loop above handles that because `elapsed` only counts polls. + +- [ ] **Step 5: Run both specs to pass**, commit `feat(examples/chat): stage record-mode transport and the four-beat script`. + +--- + +### Task 6: Bridge, route component, route + +**Files:** create `stage-bridge.ts` (+spec), `stage-mode.component.ts` (+spec); modify `src/app/app.routes.ts`. + +- [ ] **Step 1: Failing specs** + +```ts +// examples/chat/angular/src/app/stage/stage-bridge.spec.ts +import { describe, expect, it, vi } from 'vitest'; +import { createStageBridge, STAGE_MESSAGE_TYPE } from './stage-bridge'; + +function env(referrer = 'https://threadplane.ai/') { + const listeners: ((e: MessageEvent) => void)[] = []; + const parent = { postMessage: vi.fn() } as unknown as Window; + const self = { + addEventListener: (_: string, cb: (e: MessageEvent) => void) => listeners.push(cb), + removeEventListener: vi.fn(), + } as unknown as Window; + return { referrer, parent, self, fire: (data: unknown, origin = 'https://threadplane.ai', source: unknown = parent) => listeners.forEach((l) => l({ data, origin, source } as MessageEvent)) }; +} + +describe('createStageBridge', () => { + it('delivers seek targets from an allowlisted parent and ignores others', () => { + const e = env(); + const bridge = createStageBridge({ referrer: e.referrer, parent: e.parent, self: e.self }); + const seen: number[] = []; + bridge.onSeek((t) => seen.push(t)); + e.fire({ type: STAGE_MESSAGE_TYPE, t: 1200 }); + e.fire({ type: STAGE_MESSAGE_TYPE, t: 5 }, 'https://evil.example'); + e.fire({ type: 'other', t: 7 }); + e.fire({ type: STAGE_MESSAGE_TYPE, t: 'nope' }); + expect(seen).toEqual([1200]); + }); + it('posts ready and applied state to the parent only', () => { + const e = env(); + const bridge = createStageBridge({ referrer: e.referrer, parent: e.parent, self: e.self }); + bridge.postReady({ totalMs: 9000, beats: [{ beat: 'stream', startMs: 0, endMs: 1000 }] }); + bridge.postState({ applied: 3, phase: 'stream', t: 120 }); + expect((e.parent.postMessage as ReturnType).mock.calls.map((c) => c[0])).toEqual([ + { type: STAGE_MESSAGE_TYPE, ready: true, totalMs: 9000, beats: [{ beat: 'stream', startMs: 0, endMs: 1000 }] }, + { type: STAGE_MESSAGE_TYPE, applied: 3, phase: 'stream', t: 120 }, + ]); + }); + it('posts nothing when not embedded', () => { + const e = env(); + const bridge = createStageBridge({ referrer: '', parent: e.self, self: e.self }); + bridge.postState({ applied: 1, phase: 'stream', t: 0 }); + expect(e.parent.postMessage).not.toHaveBeenCalled(); + }); +}); +``` + +```ts +// examples/chat/angular/src/app/stage/stage-mode.component.spec.ts +import { describe, expect, it, beforeEach } from 'vitest'; +import { TestBed, type ComponentFixture } from '@angular/core/testing'; +import { provideRouter } from '@angular/router'; +import { StageMode } from './stage-mode.component'; +import { StageReplayTransport } from './stage-replay.transport'; +import { MINIMAL } from './stage-recording.types.spec'; + +describe('StageMode', () => { + let fx: ComponentFixture; + beforeEach(async () => { + StageMode.disableAutoBootForTests(); + TestBed.configureTestingModule({ imports: [StageMode], providers: [provideRouter([])] }); + TestBed.overrideComponent(StageMode, { set: { providers: StageMode.providersForTest(new StageReplayTransport(async () => MINIMAL)) } }); + fx = TestBed.createComponent(StageMode); + fx.detectChanges(); + await fx.whenStable(); + }); + it('renders the chat, the devtools region, and an inert interrupt panel host', () => { + const el = fx.nativeElement as HTMLElement; + expect(el.querySelector('chat')).toBeTruthy(); + expect(el.querySelector('chat-debug')).toBeTruthy(); + expect(el.querySelector('[data-stage-interrupt]')).toBeTruthy(); + expect(el.querySelector('[data-stage-pill]')?.textContent).toMatch(/recorded LangGraph run/i); + }); + it('exposes the timeline for recorders and seeks to ?t= on boot', async () => { + await fx.componentInstance.boot(new URLSearchParams('t=25')); + expect(fx.componentInstance.timeline()?.totalMs).toBeGreaterThan(0); + expect(fx.componentInstance.controller()?.t()).toBe(25); + }); +}); +``` + +- [ ] **Step 2: Run to fail.** + +- [ ] **Step 3: Implement the bridge** + +```ts +// examples/chat/angular/src/app/stage/stage-bridge.ts +import { isAllowedParentOrigin } from '../hero/hero-bridge'; +import type { StagePhase, TimelineBeat } from './stage-timeline'; + +export const STAGE_MESSAGE_TYPE = 'tplane-stage'; + +export interface StageReady { totalMs: number; beats: readonly TimelineBeat[]; } +export interface StageState { applied: number; phase: StagePhase; t: number; } + +export interface StageBridge { + onSeek(cb: (t: number) => void): () => void; + postReady(ready: StageReady): void; + postState(state: StageState): void; +} + +interface BridgeEnv { referrer: string; parent: Window; self: Window; } + +function originOf(url: string): string | null { try { return new URL(url).origin; } catch { return null; } } + +/** + * The parent page owns scroll and posts `{ type: 'tplane-stage', t }`; the + * frame answers with `{ ready, totalMs, beats }` once and `{ applied, phase, t }` + * whenever its applied state changes. Same origin allowlist as the hero. + */ +export function createStageBridge(env: BridgeEnv): StageBridge { + const fromReferrer = originOf(env.referrer); + let parentOrigin: string | null = fromReferrer !== null && isAllowedParentOrigin(fromReferrer) ? fromReferrer : null; + const embedded = env.parent !== env.self; + const post = (msg: Record) => { + if (!embedded || parentOrigin === null) return; + env.parent.postMessage({ type: STAGE_MESSAGE_TYPE, ...msg }, parentOrigin); + }; + return { + onSeek(cb) { + const handler = (e: MessageEvent) => { + if (e.source !== env.parent) return; + if (!isAllowedParentOrigin(e.origin)) return; + const d = e.data as { type?: string; t?: unknown } | null; + if (!d || d.type !== STAGE_MESSAGE_TYPE || typeof d.t !== 'number' || !Number.isFinite(d.t)) return; + if (parentOrigin === null) parentOrigin = e.origin; + cb(d.t); + }; + env.self.addEventListener('message', handler); + return () => env.self.removeEventListener('message', handler); + }, + postReady(ready) { post({ ready: true, totalMs: ready.totalMs, beats: ready.beats }); }, + postState(state) { post({ applied: state.applied, phase: state.phase, t: state.t }); }, + }; +} + +export function browserStageBridge(): StageBridge { + return createStageBridge({ referrer: document.referrer, parent: window.parent, self: window }); +} +``` + +`isAllowedParentOrigin` is already exported from `../hero/hero-bridge.ts`. + +- [ ] **Step 4: Implement the component** + +```ts +// examples/chat/angular/src/app/stage/stage-mode.component.ts +import { + ChangeDetectionStrategy, Component, DestroyRef, EnvironmentInjector, InjectionToken, + afterNextRender, createEnvironmentInjector, effect, inject, signal, type Provider, type WritableSignal, +} from '@angular/core'; +import { ChatComponent, ChatInterruptPanelComponent, createAgentRef, type AgentRef } from '@threadplane/chat'; +import { ChatDebugComponent } from '@threadplane/chat/debug'; +import { FetchStreamTransport, injectAgent, provideAgent, type AgentConfig, type LangGraphAgent } from '@threadplane/langgraph'; +import { environment } from '../../environments/environment'; +import { demoViews } from '../demo-views'; +import { StageController } from './stage-controller'; +import { browserStageBridge, type StageBridge } from './stage-bridge'; +import { StageRecordingTransport } from './stage-recording.transport'; +import { StageReplayTransport } from './stage-replay.transport'; +import { StageScript } from './stage-script'; +import type { StageTimeline } from './stage-timeline'; + +export const STAGE_REF = createAgentRef>('stage'); +const STAGE_THREAD_ID = new InjectionToken>('STAGE_THREAD_ID'); +const STAGE_RECORDING = new InjectionToken('STAGE_RECORDING'); + +/** Same filter the demo shell and the hero apply: only generate's tokens are transcript. */ +const TRANSCRIPT_NODE_NAMES = ['generate']; + +function isRecordMode(): boolean { + if (environment.production || typeof location === 'undefined') return false; + return new URLSearchParams(location.search).get('record') === '1'; +} + +function scopedAgent(ref: AgentRef>, config: AgentConfig): LangGraphAgent { + const injector = createEnvironmentInjector(provideAgent(ref, config), inject(EnvironmentInjector)); + inject(DestroyRef).onDestroy(() => injector.destroy()); + return injector.get(ref.token) as LangGraphAgent; +} + +function stageProviders(replay?: StageReplayTransport): Provider[] { + return [ + { provide: StageReplayTransport, useFactory: () => replay ?? new StageReplayTransport() }, + { provide: STAGE_THREAD_ID, useFactory: () => signal(null) }, + { + provide: STAGE_RECORDING, + useFactory: () => { + if (!isRecordMode()) return null; + const threadId = inject(STAGE_THREAD_ID); + const rec = new StageRecordingTransport(new FetchStreamTransport(environment.langGraphApiUrl, (id) => { threadId.set(id); rec.onThreadId(id); })); + return rec; + }, + }, + { + provide: STAGE_REF.token, + useFactory: () => { + const recording = inject(STAGE_RECORDING); + const threadId = inject(STAGE_THREAD_ID); + return recording + ? scopedAgent(STAGE_REF, { apiUrl: environment.langGraphApiUrl, assistantId: environment.assistantId, threadId, onThreadId: (id) => threadId.set(id), transport: recording, transcriptNodeNames: TRANSCRIPT_NODE_NAMES }) + : scopedAgent(STAGE_REF, { assistantId: 'stage-replay', threadId, transport: inject(StageReplayTransport), transcriptNodeNames: TRANSCRIPT_NODE_NAMES }); + }, + }, + ]; +} + +declare global { interface Window { __stageTimeline?: StageTimeline; } } + +/** + * The stage (live-stage spec §4): the real chat beside the real devtools, + * replaying one recorded run to whatever time the embedder asks for. No live + * mode, no takeover; `?record=1` (non-production) runs the four-beat script + * against the live backend instead and publishes the recording on `window`. + */ +@Component({ + selector: 'stage-mode', + standalone: true, + imports: [ChatComponent, ChatInterruptPanelComponent, ChatDebugComponent], + changeDetection: ChangeDetectionStrategy.OnPush, + providers: stageProviders(), + template: ` +
+
+ demo.threadplane.ai + + @if (recording) { Recording a live LangGraph run } @else { Replaying a recorded LangGraph run } + + Open the live demo +
+
+
+
+ @if (agent.interrupt?.()) { + + } +
+ +
+ +
+
+ `, + styles: [` + :host { display: block; height: 100%; } + .stage { display: flex; flex-direction: column; height: 100%; } + .stage__bar { display: flex; align-items: center; gap: 12px; padding: 6px 12px; font: 12px/1.3 system-ui, sans-serif; border-bottom: 1px solid rgba(128,128,128,.25); } + .stage__url { opacity: .6; } + .stage__pill { display: inline-flex; align-items: center; padding: 2px 9px; border-radius: 999px; border: 1px solid #b5731a; color: #b5731a; } + .stage__link { margin-left: auto; color: inherit; font: inherit; } + /* The devtools panel is position: fixed and docks to the frame's right edge; + the chat column leaves it that room. --stage-devtools-width is measured + in Task 6 Step 6 against the panel's real width and set once here. */ + .stage__surface { position: relative; flex: 1; min-height: 0; display: flex; } + .stage__chat { flex: 1; min-width: 0; display: flex; flex-direction: column; padding-right: var(--stage-devtools-width, 420px); } + .stage__chat > chat { flex: 1; min-height: 0; } + .stage__interrupt { padding: 8px 12px 0; } + /* Replay: the panel is a picture of a decision, not a control. Record mode keeps it live. */ + .stage__interrupt[data-inert="true"] { pointer-events: none; } + `], +}) +export class StageMode { + static providersForTest(replay?: StageReplayTransport): Provider[] { return stageProviders(replay); } + static autoBoot = true; + static disableAutoBootForTests(): void { StageMode.autoBoot = false; } + static enableAutoBoot(): void { StageMode.autoBoot = true; } + + private readonly destroyRef = inject(DestroyRef); + private readonly replayTransport = inject(StageReplayTransport); + protected readonly recording = inject(STAGE_RECORDING); + protected readonly agent = injectAgent(STAGE_REF) as LangGraphAgent; + protected readonly catalog = demoViews(); + readonly timeline = signal(null); + readonly controller = signal(null); + /** TEST SEAM: replaced by the spec; browser bridge by default. */ + bridge: StageBridge = typeof window === 'undefined' ? { onSeek: () => () => undefined, postReady: () => undefined, postState: () => undefined } : browserStageBridge(); + private frame: number | null = null; + private pendingT: number | null = null; + + constructor() { + afterNextRender(() => { if (StageMode.autoBoot) void this.boot(new URLSearchParams(location.search)); }); + effect(() => { + const c = this.controller(); + if (!c) return; + this.bridge.postState({ applied: c.applied(), phase: c.phase(), t: c.t() }); + }); + } + + async boot(params: URLSearchParams): Promise { + if (this.recording) { await this.record(); return; } + const tl = await this.replayTransport.ready(); + this.timeline.set(tl); + if (typeof window !== 'undefined') window.__stageTimeline = tl; + const controller = new StageController(this.agent, this.replayTransport, tl, await this.replayTransport['getRecording']()); + this.controller.set(controller); + this.bridge.postReady({ totalMs: tl.totalMs, beats: tl.beats }); + const off = this.bridge.onSeek((t) => this.requestSeek(t)); + this.destroyRef.onDestroy(off); + const t = Number(params.get('t')); + await controller.seek(Number.isFinite(t) ? t : 0); + } + + /** One seek per animation frame; the last target wins. */ + private requestSeek(t: number): void { + this.pendingT = t; + if (this.frame !== null) return; + this.frame = requestAnimationFrame(() => { + this.frame = null; + const target = this.pendingT; this.pendingT = null; + if (target !== null) void this.controller()?.seek(target); + }); + } + + protected async onInterruptAction(action: 'accept' | 'edit' | 'respond' | 'ignore'): Promise { + if (!this.recording) return; + await this.agent.submit(null, { command: { resume: action === 'accept' ? 'approved' : 'denied' } } as never); + } + + private async record(): Promise { + const rec = this.recording!; + const agent = this.agent; + const script = new StageScript({ + beginRun: (beat, action) => rec.beginRun(beat, action), + submit: async (message, checkpointIndex) => { + const cp = checkpointIndex !== undefined ? agent.history()[checkpointIndex]?.id : undefined; + void agent.submit({ message }, cp ? ({ checkpointId: cp } as never) : undefined); + }, + resume: async (value) => { void agent.submit(null, { command: { resume: value } } as never); }, + reload: async () => { + const id = rec.recording().threadId; + agent.switchThread(null); + agent.switchThread(id); + await new Promise((resolve) => { const tick = () => (agent.messages().length > 0 && !agent.isThreadLoading() ? resolve() : setTimeout(tick, 50)); tick(); }); + rec.markReload(); + }, + isRunning: () => agent.isLoading(), + hasInterrupt: () => !!agent.interrupt?.(), + forkIndex: () => { + // The first answer's checkpoint: history() is newest-first, so the one whose values hold exactly two messages. + const idx = agent.history().findIndex((cp) => (((cp as { values?: { messages?: unknown[] } }).values?.messages?.length) ?? 0) === 2); + return idx < 0 ? agent.history().length - 1 : idx; + }, + sleep: (ms) => new Promise((r) => setTimeout(r, ms)), + }); + await script.run(); + } +} +``` + +Replace `await this.replayTransport['getRecording']()` with a public `recording()` accessor on `StageReplayTransport` (add `async recordingData(): Promise { return this.getRecording(); }` in Task 3's file) — the bracket access is a placeholder for that method; do not ship it. + +Add the route in `app.routes.ts` after `hero`: + +```ts + { + path: 'stage', + pathMatch: 'full', + loadComponent: () => import('./stage/stage-mode.component').then((m) => m.StageMode), + }, +``` + +- [ ] **Step 5: Run the specs to pass**; `npx nx lint examples-chat-angular` zero errors; `npx nx build examples-chat-angular --configuration=production` succeeds (the debug entry point adds to the bundle; note the initial-bundle warning delta versus main and report it). + +- [ ] **Step 6: Measure the devtools width** + +Start the dev server (`npx nx serve examples-chat-angular --port 4200`), open `http://localhost:4200/stage?t=0` (replay needs no backend, but the recording does not exist until Task 7 — for this measurement, temporarily copy `hero-replay.json` is NOT valid; instead open `/stage?record=1` is also wrong without a backend. So: measure on `/embed` with the devtools opened from the sidebar launcher, or read the panel's width from `libs/chat/debug/.../chat-debug.component.ts` styles (`.panel--right { width: … }`).) Set `--stage-devtools-width` in the component to that width plus 16px and record the number in the comment. Stop the server. + +- [ ] **Step 7: Commit** `feat(examples/chat): /stage route — real chat beside real devtools, seekable by ?t= and by postMessage`. + +--- + +### Task 7: Record the fixture live; pin it + +**Files:** create `e2e/record-stage-fixture.record.ts`, `e2e/record-stage-live.config.ts`; produce `public/stage-replay.json`; create `src/app/stage/stage-replay.fixture.spec.ts`. + +- [ ] **Step 1: The fixture spec (fails until the recording exists)** + +```ts +// examples/chat/angular/src/app/stage/stage-replay.fixture.spec.ts +/// +import { describe, expect, it } from 'vitest'; +import { readFileSync } from 'node:fs'; +import { resolve } from 'node:path'; +import { validateStageRecording } from './stage-recording.types'; +import { buildTimeline } from './stage-timeline'; + +const FIXTURE = resolve(__dirname, '../../../public/stage-replay.json'); + +describe('stage-replay.json', () => { + const rec = validateStageRecording(JSON.parse(readFileSync(FIXTURE, 'utf8'))); + const tl = buildTimeline(rec); + const json = (i: number) => JSON.stringify(rec.runs[i].events); + const run = (beat: string, kind: string) => rec.runs.findIndex((r) => r.beat === beat && r.action.kind === kind); + + it('walks stream, persist, approve, render', () => { + expect(tl.beats.map((b) => b.beat)).toEqual(['stream', 'persist', 'approve', 'render']); + }); + it('the stream beat calls search_documents and attaches citations', () => { + expect(json(run('stream', 'submit'))).toMatch(/"name":\s*"search_documents"/); + expect(json(run('stream', 'submit'))).toMatch(/citations/); + }); + it('the persist beat has a reload with a recorded history and a fork', () => { + expect(rec.histories.length).toBeGreaterThan(0); + expect(rec.runs.some((r) => r.action.kind === 'submit' && r.action.checkpointIndex !== undefined)).toBe(true); + }); + it('the approve beat lists, pauses inside delete_backups, and resumes with an audit', () => { + const a = json(run('approve', 'submit')); + expect(a).toMatch(/"name":\s*"list_backups"/); + expect(a).toMatch(/"name":\s*"delete_backups"/); + expect(a).not.toMatch(/"name":\s*"request_approval"/); + expect(a).toMatch(/approval_request/); + expect(json(run('approve', 'resume'))).toMatch(/deleted\\":\s*\[/); + }); + it('the render beat carries an A2UI payload', () => { + expect(json(run('render', 'submit'))).toMatch(/a2ui_JSON/); + }); + it('never contains an API key or bearer token', () => { + expect(JSON.stringify(rec)).not.toMatch(/sk-[A-Za-z0-9]{10,}|Bearer /); + }); +}); +``` + +The resume-audit regex targets the escaped JSON string inside the stringified events (`\"deleted\": [`); if it does not match, parse the ToolMessage content as the hero fixture spec does and assert `deleted` is a non-empty array. + +- [ ] **Step 2: Recorder and config** + +```ts +// examples/chat/angular/e2e/record-stage-fixture.record.ts +/** + * NOT a test. Drives /stage?record=1 (the four-beat script against the live + * agent, wrapped in StageRecordingTransport) and writes public/stage-replay.json. + * Run through record-stage-live.config.ts with the backend and the dev server up. + */ +import { test, expect } from '@playwright/test'; +import { writeFileSync } from 'node:fs'; +import { resolve } from 'node:path'; + +const OUT = resolve(__dirname, '../public/stage-replay.json'); +/* eslint-disable @typescript-eslint/no-explicit-any */ + +test('record stage fixture', async ({ page }) => { + page.on('console', (m) => { if (m.type() === 'error') console.log('[browser]', m.text()); }); + await page.goto('/stage?record=1'); + await expect.poll(async () => page.evaluate(() => (window as any).__stageRecording?.runs.length ?? 0), { timeout: 400_000 }).toBe(7); + let last = -1; + for (let i = 0; i < 40; i++) { + const n = await page.evaluate(() => (window as any).__stageRecording?.runs.at(-1)?.events.length ?? 0); + if (n > 0 && n === last) break; + last = n; + await page.waitForTimeout(3000); + } + const rec = await page.evaluate(() => (window as any).__stageRecording); + expect(rec.runs.map((r: any) => `${r.beat}:${r.action.kind}`)).toEqual([ + 'stream:submit', 'persist:reload', 'persist:submit', 'persist:submit', 'approve:submit', 'approve:resume', 'render:submit', + ]); + writeFileSync(OUT, JSON.stringify(rec, null, 2) + '\n'); + console.log(`wrote ${OUT}`); +}); +``` + +`e2e/record-stage-live.config.ts`: copy `record-hero-live.config.ts`, change `testMatch` to `'**/record-stage-fixture.record.ts'` and the header comment's commands to this file's name. It starts nothing. + +- [ ] **Step 3: Record** + +```bash +cd examples/chat/python && export OPENAI_API_KEY=$(grep -E '^OPENAI_API_KEY=' /Users/blove/repos/angular-agent-framework/.env | cut -d= -f2-) && uv run langgraph dev --port 2024 --no-browser +``` +```bash +npx nx serve examples-chat-angular --port 4200 +``` +```bash +npx playwright test -c examples/chat/angular/e2e/record-stage-live.config.ts record-stage-fixture +``` + +Take several takes; keep one where the fixture spec passes AND the approve run has exactly one `delete_backups` call (no refused first attempt) AND the resume answer is under 1,400 characters. Never edit the prose. Then `cd examples/chat/angular && npx vitest run src/app/stage/stage-replay.fixture` → PASS. Stop both servers before any e2e. + +- [ ] **Step 4: Commit** `feat(examples/chat): record the four-beat stage fixture live` (the JSON, the recorder, the config, the fixture spec). + +--- + +### Task 8: Stills recorder and the replay e2e + +**Files:** create `e2e/record-stage.config.ts`, `e2e/record-stage-stills.record.ts`, `e2e/stage.spec.ts`. + +- [ ] **Step 1: e2e on the committed replay** + +```ts +// examples/chat/angular/e2e/stage.spec.ts +import { test, expect } from '@playwright/test'; +import { attachBrowserHygiene } from './test-helpers'; + +/* eslint-disable @typescript-eslint/no-explicit-any */ +async function timeline(page: import('@playwright/test').Page) { + await page.goto('/stage?t=0'); + await expect.poll(() => page.evaluate(() => !!(window as any).__stageTimeline), { timeout: 30_000 }).toBe(true); + return page.evaluate(() => (window as any).__stageTimeline); +} + +test.describe('stage replay', () => { + test.describe.configure({ timeout: 120_000 }); + + test('renders the chat beside the devtools and seeks to the approve hold', async ({ page }) => { + const hygiene = attachBrowserHygiene(page); + const tl = await timeline(page); + await expect(page.getByRole('region', { name: 'Chat devtools' })).toBeVisible(); + await page.goto(`/stage?t=${tl.hold.startMs + 1}`); + await expect(page.locator('chat-interrupt-panel')).toBeAttached({ timeout: 60_000 }); + await expect(page.locator('app-backup-table [data-state="rows"]')).toBeAttached(); + expect(await page.locator('[data-stage-interrupt]').evaluate((el) => getComputedStyle(el).pointerEvents)).toBe('none'); + expect(hygiene.consoleErrors).toEqual([]); + }); + + test('the end of the recording mounts the generated form and the devtools shows the thread', async ({ page }) => { + const hygiene = attachBrowserHygiene(page); + const tl = await timeline(page); + await page.goto(`/stage?t=${tl.totalMs}`); + await expect(page.locator('a2ui-surface').first()).toBeAttached({ timeout: 90_000 }); + await expect(page.locator('chat-interrupt-panel')).toHaveCount(0); + await page.getByRole('tab', { name: 'Timeline' }).click(); + await expect(page.getByRole('region', { name: 'Chat devtools' })).toContainText(/checkpoint/i); + expect(hygiene.consoleErrors).toEqual([]); + }); +}); +``` + +Run: `npx playwright test -c examples/chat/angular/e2e/playwright.config.ts stage.spec.ts hero.spec.ts` (aimock-backed servers; replay needs no model). Expected: pass. Fix whatever fails in the component (not the recording). + +- [ ] **Step 2: Stills** + +`e2e/record-stage.config.ts`: copy `record-hero.config.ts` (aimock-backed global setup), `testMatch: '**/record-stage-stills.record.ts'`, header comment explaining it produces the website's fallback stills. + +```ts +// examples/chat/angular/e2e/record-stage-stills.record.ts +/** + * NOT a test. Captures one still per beat from the committed stage replay, at + * desktop and phone widths, for the website's non-pinned fallback (spec §8). + * npx playwright test --config examples/chat/angular/e2e/record-stage.config.ts record-stage-stills + */ +import { test } from '@playwright/test'; +import { resolve } from 'node:path'; +import sharp from 'sharp'; + +/* eslint-disable @typescript-eslint/no-explicit-any */ +const OUT_DIR = resolve(__dirname, '../../../../apps/website/public/screenshots'); +const SIZES = [{ suffix: '', width: 1200, height: 720, ship: 1200 }, { suffix: '-mobile', width: 390, height: 650, ship: 585 }]; + +test('capture stage stills', async ({ page }) => { + await page.goto('/stage?t=0'); + await page.waitForFunction(() => !!(window as any).__stageTimeline); + const tl = await page.evaluate(() => (window as any).__stageTimeline); + const settle: Record = { + stream: tl.beats[0].endMs, + persist: tl.beats[1].endMs, + approve: tl.hold.startMs + Math.round((tl.hold.endMs - tl.hold.startMs) / 2), + render: tl.totalMs, + }; + for (const size of SIZES) { + await page.setViewportSize({ width: size.width, height: size.height }); + for (const [beat, t] of Object.entries(settle)) { + await page.goto(`/stage?t=${t}`); + await page.waitForFunction((target) => (window as any).__stageApplied?.t === target, t, { timeout: 60_000 }); + await page.waitForTimeout(400); + const png = await page.screenshot({ type: 'png', fullPage: false }); + await sharp(png).resize({ width: size.ship }).webp({ quality: 60, effort: 6 }).toFile(resolve(OUT_DIR, `stage-${beat}${size.suffix}.webp`)); + } + } +}); +``` + +For the `__stageApplied` wait, have `StageMode` also set `window.__stageApplied = { applied, phase, t }` in the same effect that posts state (add it in Task 6 if you are reading ahead; otherwise add it now with a one-line spec assertion). + +Run the recorder; open each of the eight files and check: the approve still shows the panel and the table; the render still shows the form; nothing is sliced. Each file must be under 120 KB; if not, lower quality to 50. + +- [ ] **Step 3: Commit** `feat(examples/chat): stage replay e2e and the still recorder for the website fallback` (include the eight webp files under `apps/website/public/screenshots/`). + +--- + +### Task 9: Verification and PR + +- [ ] **Step 1: Everything** + +```bash +cd examples/chat/angular && npx vitest run +npx nx lint examples-chat-angular 2>&1 | sed 's/\x1b\[[0-9;]*m//g' | grep -E "problems|error " +npx nx build examples-chat-angular --configuration=production 2>&1 | grep -E "Initial total|exceeded|Successfully" +npx playwright test -c examples/chat/angular/e2e/playwright.config.ts stage.spec.ts hero.spec.ts interrupt-approval.spec.ts +cd apps/website && npx vitest run src/lib/section-media.spec.ts +``` + +All green. Report the production bundle delta (the `@threadplane/chat/debug` entry is lazy through the route, so the initial bundle should not grow; if it does, say by how much). + +- [ ] **Step 2: PR** + +```bash +git push -u origin blove/stage-route +gh pr create --title "feat(examples/chat): /stage — the real chat beside the real devtools, seekable to any recorded time (live-stage plan 2 of 3)" --body-file - <<'EOF' +## Why + +Plan 2 of the homepage live stage (`docs/superpowers/specs/2026-09-05-homepage-live-stage-design.md` §4–6): the website will scrub one real run with scroll. This PR builds the thing it scrubs, in the demo app, verifiable on its own. + +## What + +- `/stage`: real `` beside real ``, replaying `public/stage-replay.json` (a live capture of four beats: stream with citations, reload + fork, the backup cleanup with its interrupt, the generated form) to any recorded time via `?t=` or the `tplane-stage` postMessage protocol. +- `StageReplayTransport` gates recorded events behind a target time; `StageController` performs each run's recorded action as time crosses it, holds at the interrupt for an authored window, and rewinds by reset + fast-forward. +- `?record=1` runs the four-beat script against the live backend through `StageRecordingTransport`, which captures runs with their actions, history responses, and the thread id. +- Still recorder writes eight `apps/website/public/screenshots/stage-*.webp` for the website's non-pinned fallback. + +## Tests + +Types, timeline, transport gate, controller against the real LangGraph agent (forward, reload restore, hold, resume, rewind, coalescing), recording transport, script order, bridge, component; fixture spec pins the four beats and the guardrail; e2e on the committed replay. + +🤖 Generated with [Claude Code](https://claude.com/claude-code) +EOF +``` + +--- + +## Self-review + +**Spec coverage:** §4.2 route (Task 6), §4.3 protocol (Task 6 bridge: `t` in; `ready`/`applied`/`phase` out — the spec's `data-sc-verify-state` write is the parent's job in plan 3), §4.4 seekable replay (Tasks 3–4; the spec's "snapshot ring every 200 events" is deferred: rewinds reset and fast-forward through the gate, and Task 4's rewind test is the budget check — if it is slow, add snapshots then), §4.5 devtools untouched (Task 6 uses the component as is), §5.1 script and fixture spec (Tasks 5, 7), §5.2's beat boundaries exported for plan 3 (`timeline.beats`, posted in `ready`), §6 hold (Task 2 `HOLD_MS`, Task 4 tests), §8 stills (Task 8), §13 plan 2's `?t=` verification (Tasks 6, 8). + +**Deviations stated:** the spec §5.1 says "forks from the previous checkpoint through the agent's branch API"; this plan forks by submitting with `checkpointId` of the first answer's checkpoint, which is the LangGraph branch primitive. The spec §4.4 batching claim is realised by the async gate rather than a synchronous apply; the controller test asserts outcomes, not frame timing. + +**Placeholders:** Task 6's `this.replayTransport['getRecording']()` is called out as not-to-ship with the replacement named. Task 6 Step 6's devtools width is a measured value the step tells you how to obtain. + +**Type consistency:** `StageAction`/`StageBeat`/`StageRun`/`StageRecording` (Task 1) are used by Tasks 2–7 with the same field names; `buildTimeline` returns `{ runs, beats, hold, totalMs }` consumed by Tasks 3, 4, 6, 8; `StageReplayTransport` exposes `seek`, `reset`, `ready`, `applied`, `appliedSignal`, `runIndex`, `getHistory` used by Tasks 4 and 6; `StageController` exposes `seek`, `phase`, `applied`, `t` used by Task 6; `StageScriptHost` (Task 5) is implemented in Task 6's `record()`; the bridge messages in Task 6 match the spec §4.3 shape. From f2740c6ac8947634015e63dceb0a1a320b7e96c5 Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 17:51:52 -0700 Subject: [PATCH 02/17] feat(examples/chat): stage recording types with beat, action and history validation Co-Authored-By: Claude Fable 5.1 --- .../app/stage/stage-recording.types.spec.ts | 43 +++++++++++ .../src/app/stage/stage-recording.types.ts | 72 +++++++++++++++++++ 2 files changed, 115 insertions(+) create mode 100644 examples/chat/angular/src/app/stage/stage-recording.types.spec.ts create mode 100644 examples/chat/angular/src/app/stage/stage-recording.types.ts diff --git a/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts b/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts new file mode 100644 index 000000000..8538db877 --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts @@ -0,0 +1,43 @@ +// examples/chat/angular/src/app/stage/stage-recording.types.spec.ts +import { describe, expect, it } from 'vitest'; +import { validateStageRecording, type StageRecording } from './stage-recording.types'; + +const ev = (tMs: number) => ({ tMs, event: { type: 'values', messages: [] } as never }); + +export const MINIMAL: StageRecording = { + version: 2, + recordedAt: '2026-09-06T00:00:00.000Z', + threadId: 'thread-1', + runs: [ + { beat: 'stream', action: { kind: 'submit', message: 'Tell me about signals' }, events: [ev(0), ev(50)] }, + { beat: 'persist', action: { kind: 'reload' }, events: [] }, + { beat: 'persist', action: { kind: 'submit', message: 'Shorter, please.' }, events: [ev(0)] }, + { beat: 'persist', action: { kind: 'submit', message: 'As a haiku.', checkpointIndex: 1 }, events: [ev(0)] }, + { beat: 'approve', action: { kind: 'submit', message: 'Clean up backups.' }, events: [ev(0), ev(900)] }, + { beat: 'approve', action: { kind: 'resume', value: 'approved' }, events: [ev(0)] }, + { beat: 'render', action: { kind: 'submit', message: 'Show me a form.' }, events: [ev(0), ev(2000)] }, + ], + histories: [{ afterRun: 1, states: [] }], +}; + +describe('validateStageRecording', () => { + it('accepts a well-formed recording', () => { + expect(validateStageRecording(MINIMAL)).toBe(MINIMAL); + }); + it('requires version 2, a thread id, and all four beats in order', () => { + expect(() => validateStageRecording({ ...MINIMAL, version: 1 })).toThrow(/version/); + expect(() => validateStageRecording({ ...MINIMAL, threadId: '' })).toThrow(/threadId/); + const noRender = { ...MINIMAL, runs: MINIMAL.runs.filter((r) => r.beat !== 'render') }; + expect(() => validateStageRecording(noRender)).toThrow(/beats/); + const swapped = { ...MINIMAL, runs: [MINIMAL.runs[4], ...MINIMAL.runs.slice(0, 4), ...MINIMAL.runs.slice(5)] }; + expect(() => validateStageRecording(swapped)).toThrow(/order/); + }); + it('lets only a reload run have no events', () => { + const bad = { ...MINIMAL, runs: MINIMAL.runs.map((r, i) => (i === 0 ? { ...r, events: [] } : r)) }; + expect(() => validateStageRecording(bad)).toThrow(/run 0 has no events/); + }); + it('requires a resume run to follow the approve submit', () => { + const bad = { ...MINIMAL, runs: MINIMAL.runs.filter((r) => r.action.kind !== 'resume') }; + expect(() => validateStageRecording(bad)).toThrow(/resume/); + }); +}); diff --git a/examples/chat/angular/src/app/stage/stage-recording.types.ts b/examples/chat/angular/src/app/stage/stage-recording.types.ts new file mode 100644 index 000000000..17e14d444 --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-recording.types.ts @@ -0,0 +1,72 @@ +import type { StreamEvent } from '@threadplane/langgraph'; +import type { ThreadState } from '@langchain/langgraph-sdk'; + +/** One transport event with its offset from the start of its run. */ +export interface RecordedEvent { readonly tMs: number; readonly event: StreamEvent; } + +export const STAGE_BEATS = ['stream', 'persist', 'approve', 'render'] as const; +export type StageBeat = (typeof STAGE_BEATS)[number]; + +/** + * What the script did to the agent to produce a run. Replayed verbatim by the + * controller, so the replay performs the same calls the recording did. + */ +export type StageAction = + | { readonly kind: 'submit'; readonly message: string; /** Fork: index into the agent's history() at that moment. */ readonly checkpointIndex?: number } + | { readonly kind: 'resume'; readonly value: string } + /** Simulated page reload: reset, then re-adopt the thread so history restores it. Has no stream. */ + | { readonly kind: 'reload' }; + +export interface StageRun { + readonly beat: StageBeat; + readonly action: StageAction; + readonly events: readonly RecordedEvent[]; +} + +/** A `getHistory` response, keyed by how many runs had been recorded when it was answered. */ +export interface StageHistorySnapshot { readonly afterRun: number; readonly states: readonly ThreadState[]; } + +export interface StageRecording { + readonly version: 2; + readonly recordedAt: string; + readonly threadId: string; + readonly runs: readonly StageRun[]; + readonly histories: readonly StageHistorySnapshot[]; +} + +const KINDS = new Set(['submit', 'resume', 'reload']); + +/** Throws a readable error when the fixture is not a usable recording. */ +export function validateStageRecording(input: unknown): StageRecording { + if (typeof input !== 'object' || input === null) throw new Error('stage recording must be an object'); + const rec = input as Partial; + if (rec.version !== 2) throw new Error('stage recording version must be 2'); + if (typeof rec.threadId !== 'string' || !rec.threadId) throw new Error('stage recording needs a threadId'); + if (!Array.isArray(rec.runs) || rec.runs.length === 0) throw new Error('stage recording needs runs'); + if (!Array.isArray(rec.histories)) throw new Error('stage recording needs histories'); + const beatsSeen: StageBeat[] = []; + rec.runs.forEach((run: Partial, i: number) => { + if (!run.beat || !(STAGE_BEATS as readonly string[]).includes(run.beat)) throw new Error(`run ${i} has no beat`); + if (!run.action || !KINDS.has(run.action.kind)) throw new Error(`run ${i} has no action`); + if (!Array.isArray(run.events)) throw new Error(`run ${i} has no events`); + if (run.events.length === 0 && run.action.kind !== 'reload') throw new Error(`run ${i} has no events`); + (run.events as readonly Partial[]).forEach((e: Partial, j: number) => { + if (typeof e?.tMs !== 'number' || !Number.isFinite(e.tMs)) throw new Error(`run ${i} event ${j} has no numeric tMs`); + if (typeof e.event !== 'object' || e.event === null) throw new Error(`run ${i} event ${j} has no event`); + }); + if (beatsSeen[beatsSeen.length - 1] !== run.beat) beatsSeen.push(run.beat); + }); + const missing = STAGE_BEATS.filter((b) => !beatsSeen.includes(b)); + if (missing.length > 0) { + throw new Error(`stage recording is missing beats: ${missing.join(', ')}`); + } + if (beatsSeen.length !== STAGE_BEATS.length || beatsSeen.some((b, i) => b !== STAGE_BEATS[i])) { + throw new Error(`stage recording beats are out of order: ${beatsSeen.join(' → ')}`); + } + const approveSubmit = rec.runs.findIndex((r: StageRun) => r.beat === 'approve' && r.action.kind === 'submit'); + const resume = rec.runs[approveSubmit + 1] as StageRun | undefined; + if (approveSubmit < 0 || resume?.action.kind !== 'resume') { + throw new Error('the approve beat needs a submit run followed by a resume run'); + } + return rec as StageRecording; +} From e71d1694329e85bc8a134012860fb6a7e1615aec Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 17:55:48 -0700 Subject: [PATCH 03/17] fix(examples/chat): stage recording validator types its kinds and checks checkpointIndex and histories; fixture moves out of the spec Co-Authored-By: Claude Fable 5.1 --- .../src/app/stage/stage-recording.fixtures.ts | 20 ++++++++++++ .../app/stage/stage-recording.types.spec.ts | 32 ++++++++----------- .../src/app/stage/stage-recording.types.ts | 12 ++++++- 3 files changed, 44 insertions(+), 20 deletions(-) create mode 100644 examples/chat/angular/src/app/stage/stage-recording.fixtures.ts diff --git a/examples/chat/angular/src/app/stage/stage-recording.fixtures.ts b/examples/chat/angular/src/app/stage/stage-recording.fixtures.ts new file mode 100644 index 000000000..1316b5840 --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-recording.fixtures.ts @@ -0,0 +1,20 @@ +// examples/chat/angular/src/app/stage/stage-recording.fixtures.ts +import type { StageRecording } from './stage-recording.types'; + +export const ev = (tMs: number) => ({ tMs, event: { type: 'values', messages: [] } as never }); + +export const MINIMAL: StageRecording = { + version: 2, + recordedAt: '2026-09-06T00:00:00.000Z', + threadId: 'thread-1', + runs: [ + { beat: 'stream', action: { kind: 'submit', message: 'Tell me about signals' }, events: [ev(0), ev(50)] }, + { beat: 'persist', action: { kind: 'reload' }, events: [] }, + { beat: 'persist', action: { kind: 'submit', message: 'Shorter, please.' }, events: [ev(0)] }, + { beat: 'persist', action: { kind: 'submit', message: 'As a haiku.', checkpointIndex: 1 }, events: [ev(0)] }, + { beat: 'approve', action: { kind: 'submit', message: 'Clean up backups.' }, events: [ev(0), ev(900)] }, + { beat: 'approve', action: { kind: 'resume', value: 'approved' }, events: [ev(0)] }, + { beat: 'render', action: { kind: 'submit', message: 'Show me a form.' }, events: [ev(0), ev(2000)] }, + ], + histories: [{ afterRun: 1, states: [] }], +}; diff --git a/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts b/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts index 8538db877..723019dd2 100644 --- a/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts @@ -1,24 +1,7 @@ // examples/chat/angular/src/app/stage/stage-recording.types.spec.ts import { describe, expect, it } from 'vitest'; -import { validateStageRecording, type StageRecording } from './stage-recording.types'; - -const ev = (tMs: number) => ({ tMs, event: { type: 'values', messages: [] } as never }); - -export const MINIMAL: StageRecording = { - version: 2, - recordedAt: '2026-09-06T00:00:00.000Z', - threadId: 'thread-1', - runs: [ - { beat: 'stream', action: { kind: 'submit', message: 'Tell me about signals' }, events: [ev(0), ev(50)] }, - { beat: 'persist', action: { kind: 'reload' }, events: [] }, - { beat: 'persist', action: { kind: 'submit', message: 'Shorter, please.' }, events: [ev(0)] }, - { beat: 'persist', action: { kind: 'submit', message: 'As a haiku.', checkpointIndex: 1 }, events: [ev(0)] }, - { beat: 'approve', action: { kind: 'submit', message: 'Clean up backups.' }, events: [ev(0), ev(900)] }, - { beat: 'approve', action: { kind: 'resume', value: 'approved' }, events: [ev(0)] }, - { beat: 'render', action: { kind: 'submit', message: 'Show me a form.' }, events: [ev(0), ev(2000)] }, - ], - histories: [{ afterRun: 1, states: [] }], -}; +import { validateStageRecording } from './stage-recording.types'; +import { MINIMAL } from './stage-recording.fixtures'; describe('validateStageRecording', () => { it('accepts a well-formed recording', () => { @@ -40,4 +23,15 @@ describe('validateStageRecording', () => { const bad = { ...MINIMAL, runs: MINIMAL.runs.filter((r) => r.action.kind !== 'resume') }; expect(() => validateStageRecording(bad)).toThrow(/resume/); }); + it('rejects a negative checkpointIndex', () => { + const bad = { + ...MINIMAL, + runs: MINIMAL.runs.map((r, i) => (i === 3 ? { ...r, action: { ...r.action, checkpointIndex: -1 } } : r)), + }; + expect(() => validateStageRecording(bad)).toThrow(/checkpointIndex/); + }); + it('rejects a history with a non-numeric afterRun', () => { + const bad = { ...MINIMAL, histories: [{ afterRun: 'x', states: [] }] }; + expect(() => validateStageRecording(bad)).toThrow(/afterRun/); + }); }); diff --git a/examples/chat/angular/src/app/stage/stage-recording.types.ts b/examples/chat/angular/src/app/stage/stage-recording.types.ts index 17e14d444..48e0b9077 100644 --- a/examples/chat/angular/src/app/stage/stage-recording.types.ts +++ b/examples/chat/angular/src/app/stage/stage-recording.types.ts @@ -34,7 +34,7 @@ export interface StageRecording { readonly histories: readonly StageHistorySnapshot[]; } -const KINDS = new Set(['submit', 'resume', 'reload']); +const KINDS = new Set(['submit', 'resume', 'reload']); /** Throws a readable error when the fixture is not a usable recording. */ export function validateStageRecording(input: unknown): StageRecording { @@ -44,10 +44,20 @@ export function validateStageRecording(input: unknown): StageRecording { if (typeof rec.threadId !== 'string' || !rec.threadId) throw new Error('stage recording needs a threadId'); if (!Array.isArray(rec.runs) || rec.runs.length === 0) throw new Error('stage recording needs runs'); if (!Array.isArray(rec.histories)) throw new Error('stage recording needs histories'); + (rec.histories as readonly Partial[]).forEach((h: Partial, k: number) => { + if (typeof h.afterRun !== 'number' || !Number.isInteger(h.afterRun) || h.afterRun < 0) { + throw new Error(`history ${k} has no numeric afterRun`); + } + if (!Array.isArray(h.states)) throw new Error(`history ${k} has no states array`); + }); const beatsSeen: StageBeat[] = []; rec.runs.forEach((run: Partial, i: number) => { if (!run.beat || !(STAGE_BEATS as readonly string[]).includes(run.beat)) throw new Error(`run ${i} has no beat`); if (!run.action || !KINDS.has(run.action.kind)) throw new Error(`run ${i} has no action`); + if (run.action.kind === 'submit' && run.action.checkpointIndex !== undefined + && (!Number.isInteger(run.action.checkpointIndex) || run.action.checkpointIndex < 0)) { + throw new Error(`run ${i} has a bad checkpointIndex`); + } if (!Array.isArray(run.events)) throw new Error(`run ${i} has no events`); if (run.events.length === 0 && run.action.kind !== 'reload') throw new Error(`run ${i} has no events`); (run.events as readonly Partial[]).forEach((e: Partial, j: number) => { From afc3d63f438e1bcccbf26bd23ea6729afa1fff13 Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 17:57:20 -0700 Subject: [PATCH 04/17] feat(examples/chat): stage timeline lays recorded runs end to end with an authored hold Co-Authored-By: Claude Fable 5.1 --- .../src/app/stage/stage-timeline.spec.ts | 43 +++++++++++ .../angular/src/app/stage/stage-timeline.ts | 76 +++++++++++++++++++ 2 files changed, 119 insertions(+) create mode 100644 examples/chat/angular/src/app/stage/stage-timeline.spec.ts create mode 100644 examples/chat/angular/src/app/stage/stage-timeline.ts diff --git a/examples/chat/angular/src/app/stage/stage-timeline.spec.ts b/examples/chat/angular/src/app/stage/stage-timeline.spec.ts new file mode 100644 index 000000000..d5d9c45e6 --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-timeline.spec.ts @@ -0,0 +1,43 @@ +// examples/chat/angular/src/app/stage/stage-timeline.spec.ts +import { describe, expect, it } from 'vitest'; +import { MINIMAL } from './stage-recording.fixtures'; +import { HOLD_MS, RELOAD_MS, buildTimeline, phaseAt, runsStartedBy } from './stage-timeline'; + +describe('buildTimeline', () => { + const tl = buildTimeline(MINIMAL); + it('lays runs end to end, gives a reload a fixed beat, and holds before the resume', () => { + expect(tl.runs[0]).toMatchObject({ index: 0, startMs: 0, endMs: 50 }); + expect(tl.runs[1]).toMatchObject({ index: 1, startMs: 50, endMs: 50 + RELOAD_MS }); + const approve = tl.runs[4]; + const resume = tl.runs[5]; + expect(resume.startMs).toBe(approve.endMs + HOLD_MS); + expect(tl.hold).toEqual({ startMs: approve.endMs, endMs: resume.startMs }); + expect(tl.totalMs).toBe(tl.runs[6].endMs); + }); + it('derives beat boundaries from the runs', () => { + expect(tl.beats.map((b) => b.beat)).toEqual(['stream', 'persist', 'approve', 'render']); + expect(tl.beats[0]).toMatchObject({ startMs: 0, endMs: tl.runs[0].endMs }); + expect(tl.beats[2].endMs).toBe(tl.runs[5].endMs); + expect(tl.beats[3].endMs).toBe(tl.totalMs); + }); +}); + +describe('phaseAt', () => { + const tl = buildTimeline(MINIMAL); + it('names stream, persist, pause, resume, render', () => { + expect(phaseAt(tl, 0)).toBe('stream'); + expect(phaseAt(tl, tl.runs[1].startMs)).toBe('persist'); + expect(phaseAt(tl, tl.hold.startMs + 1)).toBe('pause'); + expect(phaseAt(tl, tl.runs[5].startMs)).toBe('resume'); + expect(phaseAt(tl, tl.totalMs)).toBe('render'); + }); +}); + +describe('runsStartedBy', () => { + const tl = buildTimeline(MINIMAL); + it('lists every run whose start is at or before t', () => { + expect(runsStartedBy(tl, 0).map((r) => r.index)).toEqual([0]); + expect(runsStartedBy(tl, tl.hold.startMs + 1).map((r) => r.index)).toEqual([0, 1, 2, 3, 4]); + expect(runsStartedBy(tl, tl.totalMs).length).toBe(7); + }); +}); diff --git a/examples/chat/angular/src/app/stage/stage-timeline.ts b/examples/chat/angular/src/app/stage/stage-timeline.ts new file mode 100644 index 000000000..fb41442d1 --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-timeline.ts @@ -0,0 +1,76 @@ +// examples/chat/angular/src/app/stage/stage-timeline.ts +import type { StageBeat, StageRecording, StageRun } from './stage-recording.types'; + +/** Recorded-time room given to a reload run, which streams nothing: enough for the transcript to visibly blank and restore. */ +export const RELOAD_MS = 600; +/** + * The authored hold at the interrupt, in recorded milliseconds. Between the + * approve run's last event and the resume run's first, nothing advances; the + * parent maps a large share of scroll to this window (spec §6). + */ +export const HOLD_MS = 3000; + +export type StagePhase = 'stream' | 'persist' | 'pause' | 'resume' | 'render'; + +export interface TimelineRun { + readonly index: number; + readonly run: StageRun; + readonly startMs: number; + readonly endMs: number; +} + +export interface TimelineBeat { + readonly beat: StageBeat; + readonly startMs: number; + readonly endMs: number; +} + +export interface StageTimeline { + readonly runs: readonly TimelineRun[]; + readonly beats: readonly TimelineBeat[]; + readonly hold: { readonly startMs: number; readonly endMs: number }; + readonly totalMs: number; +} + +function durationOf(run: StageRun): number { + if (run.action.kind === 'reload') return RELOAD_MS; + const last = run.events[run.events.length - 1]?.tMs ?? 0; + return Math.max(last, 1); +} + +/** Lays runs end to end in recorded milliseconds, inserting the authored HOLD before the resume run. */ +export function buildTimeline(rec: StageRecording): StageTimeline { + const runs: TimelineRun[] = []; + let cursor = 0; + let hold = { startMs: 0, endMs: 0 }; + rec.runs.forEach((run, index) => { + if (run.action.kind === 'resume') { + hold = { startMs: cursor, endMs: cursor + HOLD_MS }; + cursor += HOLD_MS; + } + const startMs = cursor; + const endMs = startMs + durationOf(run); + runs.push({ index, run, startMs, endMs }); + cursor = endMs; + }); + const beats: TimelineBeat[] = []; + for (const r of runs) { + const last = beats[beats.length - 1]; + if (last && last.beat === r.run.beat) beats[beats.length - 1] = { ...last, endMs: r.endMs }; + else beats.push({ beat: r.run.beat, startMs: r.startMs, endMs: r.endMs }); + } + return { runs, beats, hold, totalMs: cursor }; +} + +/** Names the phase active at t: stream/persist/render follow the run's beat; pause and resume mark the interrupt. */ +export function phaseAt(tl: StageTimeline, t: number): StagePhase { + if (t >= tl.hold.startMs && t < tl.hold.endMs) return 'pause'; + const current = [...tl.runs].reverse().find((r) => r.startMs <= t) ?? tl.runs[0]; + if (current.run.action.kind === 'resume') return 'resume'; + return current.run.beat; +} + +/** Every run whose start is at or before t, in order. */ +export function runsStartedBy(tl: StageTimeline, t: number): readonly TimelineRun[] { + return tl.runs.filter((r) => r.startMs <= t); +} From bc0000ab0597c1b4c46bcef8f1795ce0d5e0b999 Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 18:01:59 -0700 Subject: [PATCH 05/17] fix(examples/chat): stage timeline floors the reload window; validator pins one resume run and time-ordered events Co-Authored-By: Claude Fable 5.1 --- .../app/stage/stage-recording.types.spec.ts | 14 ++++++++++- .../src/app/stage/stage-recording.types.ts | 5 ++++ .../src/app/stage/stage-timeline.spec.ts | 7 +++++- .../angular/src/app/stage/stage-timeline.ts | 23 ++++++++++++++++--- 4 files changed, 44 insertions(+), 5 deletions(-) diff --git a/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts b/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts index 723019dd2..49bee6adc 100644 --- a/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts @@ -1,7 +1,7 @@ // examples/chat/angular/src/app/stage/stage-recording.types.spec.ts import { describe, expect, it } from 'vitest'; import { validateStageRecording } from './stage-recording.types'; -import { MINIMAL } from './stage-recording.fixtures'; +import { MINIMAL, ev } from './stage-recording.fixtures'; describe('validateStageRecording', () => { it('accepts a well-formed recording', () => { @@ -34,4 +34,16 @@ describe('validateStageRecording', () => { const bad = { ...MINIMAL, histories: [{ afterRun: 'x', states: [] }] }; expect(() => validateStageRecording(bad)).toThrow(/afterRun/); }); + it('rejects a second resume run', () => { + const resumeRun = MINIMAL.runs.find((r) => r.action.kind === 'resume')!; + const bad = { ...MINIMAL, runs: [...MINIMAL.runs, resumeRun] }; + expect(() => validateStageRecording(bad)).toThrow(/one resume/); + }); + it('rejects events that are not in time order', () => { + const bad = { + ...MINIMAL, + runs: MINIMAL.runs.map((r, i) => (i === 0 ? { ...r, events: [ev(50), ev(0)] } : r)), + }; + expect(() => validateStageRecording(bad)).toThrow(/time order/); + }); }); diff --git a/examples/chat/angular/src/app/stage/stage-recording.types.ts b/examples/chat/angular/src/app/stage/stage-recording.types.ts index 48e0b9077..433bdb743 100644 --- a/examples/chat/angular/src/app/stage/stage-recording.types.ts +++ b/examples/chat/angular/src/app/stage/stage-recording.types.ts @@ -60,12 +60,17 @@ export function validateStageRecording(input: unknown): StageRecording { } if (!Array.isArray(run.events)) throw new Error(`run ${i} has no events`); if (run.events.length === 0 && run.action.kind !== 'reload') throw new Error(`run ${i} has no events`); + let prevTMs = -Infinity; (run.events as readonly Partial[]).forEach((e: Partial, j: number) => { if (typeof e?.tMs !== 'number' || !Number.isFinite(e.tMs)) throw new Error(`run ${i} event ${j} has no numeric tMs`); if (typeof e.event !== 'object' || e.event === null) throw new Error(`run ${i} event ${j} has no event`); + if (e.tMs < prevTMs) throw new Error(`run ${i} events are not in time order`); + prevTMs = e.tMs; }); if (beatsSeen[beatsSeen.length - 1] !== run.beat) beatsSeen.push(run.beat); }); + const resumeRuns = rec.runs.filter((r: StageRun) => r.action.kind === 'resume'); + if (resumeRuns.length !== 1) throw new Error('stage recording supports exactly one resume run'); const missing = STAGE_BEATS.filter((b) => !beatsSeen.includes(b)); if (missing.length > 0) { throw new Error(`stage recording is missing beats: ${missing.join(', ')}`); diff --git a/examples/chat/angular/src/app/stage/stage-timeline.spec.ts b/examples/chat/angular/src/app/stage/stage-timeline.spec.ts index d5d9c45e6..9e7110aad 100644 --- a/examples/chat/angular/src/app/stage/stage-timeline.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-timeline.spec.ts @@ -1,6 +1,6 @@ // examples/chat/angular/src/app/stage/stage-timeline.spec.ts import { describe, expect, it } from 'vitest'; -import { MINIMAL } from './stage-recording.fixtures'; +import { MINIMAL, ev } from './stage-recording.fixtures'; import { HOLD_MS, RELOAD_MS, buildTimeline, phaseAt, runsStartedBy } from './stage-timeline'; describe('buildTimeline', () => { @@ -14,6 +14,11 @@ describe('buildTimeline', () => { expect(tl.hold).toEqual({ startMs: approve.endMs, endMs: resume.startMs }); expect(tl.totalMs).toBe(tl.runs[6].endMs); }); + it('floors a reload run at RELOAD_MS but never shorter than its own events', () => { + const withEvent = { ...MINIMAL, runs: MINIMAL.runs.map((r, i) => (i === 1 ? { ...r, events: [ev(900)] } : r)) }; + const tlWithEvent = buildTimeline(withEvent); + expect(tlWithEvent.runs[1].endMs - tlWithEvent.runs[1].startMs).toBe(901); + }); it('derives beat boundaries from the runs', () => { expect(tl.beats.map((b) => b.beat)).toEqual(['stream', 'persist', 'approve', 'render']); expect(tl.beats[0]).toMatchObject({ startMs: 0, endMs: tl.runs[0].endMs }); diff --git a/examples/chat/angular/src/app/stage/stage-timeline.ts b/examples/chat/angular/src/app/stage/stage-timeline.ts index fb41442d1..9cc19be99 100644 --- a/examples/chat/angular/src/app/stage/stage-timeline.ts +++ b/examples/chat/angular/src/app/stage/stage-timeline.ts @@ -1,7 +1,11 @@ // examples/chat/angular/src/app/stage/stage-timeline.ts import type { StageBeat, StageRecording, StageRun } from './stage-recording.types'; -/** Recorded-time room given to a reload run, which streams nothing: enough for the transcript to visibly blank and restore. */ +/** + * Floor on the recorded-time room given to a reload run, which streams + * nothing: enough for the transcript to visibly blank and restore. A reload + * that does carry events is never shorter than this floor. + */ export const RELOAD_MS = 600; /** * The authored hold at the interrupt, in recorded milliseconds. Between the @@ -28,12 +32,19 @@ export interface TimelineBeat { export interface StageTimeline { readonly runs: readonly TimelineRun[]; readonly beats: readonly TimelineBeat[]; + /** + * The single authored hold at the interrupt (spec §6). A recording carries + * exactly one resume run, so there is exactly one hold; a second resume + * run is unsupported and would silently overwrite this field. + */ readonly hold: { readonly startMs: number; readonly endMs: number }; readonly totalMs: number; } function durationOf(run: StageRun): number { - if (run.action.kind === 'reload') return RELOAD_MS; + if (run.action.kind === 'reload') { + return Math.max(RELOAD_MS, (run.events[run.events.length - 1]?.tMs ?? 0) + 1); + } const last = run.events[run.events.length - 1]?.tMs ?? 0; return Math.max(last, 1); } @@ -65,7 +76,13 @@ export function buildTimeline(rec: StageRecording): StageTimeline { /** Names the phase active at t: stream/persist/render follow the run's beat; pause and resume mark the interrupt. */ export function phaseAt(tl: StageTimeline, t: number): StagePhase { if (t >= tl.hold.startMs && t < tl.hold.endMs) return 'pause'; - const current = [...tl.runs].reverse().find((r) => r.startMs <= t) ?? tl.runs[0]; + let current = tl.runs[0]; + for (let i = tl.runs.length - 1; i >= 0; i--) { + if (tl.runs[i].startMs <= t) { + current = tl.runs[i]; + break; + } + } if (current.run.action.kind === 'resume') return 'resume'; return current.run.beat; } From e8815210fb97e68b0774f59ef2f7cd55c4e21d60 Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 18:05:01 -0700 Subject: [PATCH 06/17] feat(examples/chat): StageReplayTransport gates recorded events behind a seekable target time Co-Authored-By: Claude Fable 5.1 --- .../app/stage/stage-replay.transport.spec.ts | 93 ++++++++++++++++ .../src/app/stage/stage-replay.transport.ts | 105 ++++++++++++++++++ 2 files changed, 198 insertions(+) create mode 100644 examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts create mode 100644 examples/chat/angular/src/app/stage/stage-replay.transport.ts diff --git a/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts b/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts new file mode 100644 index 000000000..be9e36e20 --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts @@ -0,0 +1,93 @@ +// examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts +import { describe, expect, it } from 'vitest'; +import type { StreamEvent } from '@threadplane/langgraph'; +import { MINIMAL } from './stage-recording.fixtures'; +import { buildTimeline } from './stage-timeline'; +import { StageReplayTransport } from './stage-replay.transport'; + +async function take(iter: AsyncIterable, n: number): Promise { + const out: StreamEvent[] = []; + for await (const e of iter) { out.push(e); if (out.length === n) break; } + return out; +} +function settle(): Promise { return new Promise((r) => setTimeout(r, 0)); } + +describe('StageReplayTransport', () => { + it('yields a run\'s events only up to the target time and waits for the rest', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + await t.ready(); + t.seek(0); + const iter = t.stream('chat', 'thread-1', {}, new AbortController().signal)[Symbol.asyncIterator](); + expect((await iter.next()).value).toEqual(MINIMAL.runs[0].events[0].event); + let second: unknown = 'pending'; + void iter.next().then((r) => (second = r.value)); + await settle(); + expect(second).toBe('pending'); + t.seek(50); + await settle(); + expect(second).toEqual(MINIMAL.runs[0].events[1].event); + expect((await iter.next()).done).toBe(true); + }); + it('advances through runs in order and skips reload runs (they have no stream)', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + await t.ready(); + const tl = buildTimeline(MINIMAL); + t.seek(tl.totalMs); + const sig = new AbortController().signal; + expect(await take(t.stream('chat', 'thread-1', {}, sig), 9)).toHaveLength(2); // run 0 + expect(await take(t.stream('chat', 'thread-1', {}, sig), 9)).toHaveLength(1); // run 2 (run 1 is the reload) + expect(t.runIndex).toBe(3); + }); + it('counts applied events', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + await t.ready(); + t.seek(0); + await take(t.stream('chat', 'thread-1', {}, new AbortController().signal), 1); + expect(t.applied()).toBe(1); + }); + it('serves the latest history snapshot recorded at or before the runs started so far', async () => { + const withHistory = { ...MINIMAL, histories: [{ afterRun: 1, states: [{ values: { messages: [] } } as never] }] }; + const t = new StageReplayTransport(async () => withHistory); + await t.ready(); + expect(await t.getHistory('thread-1', new AbortController().signal)).toEqual([]); + t.seek(buildTimeline(withHistory).totalMs); + const sig = new AbortController().signal; + await take(t.stream('chat', 'thread-1', {}, sig), 9); // run 0 → runIndex 1 + expect(await t.getHistory('thread-1', sig)).toHaveLength(1); + }); + it('reset() rewinds to the first run and clears applied', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + await t.ready(); + t.seek(50); + const sig = new AbortController().signal; + await take(t.stream('chat', 'thread-1', {}, sig), 9); + t.reset(); + expect(t.runIndex).toBe(0); + expect(t.applied()).toBe(0); + }); + it('reset() ends a stream that is waiting on the gate', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + await t.ready(); + t.seek(0); + const iter = t.stream('chat', 'thread-1', {}, new AbortController().signal)[Symbol.asyncIterator](); + await iter.next(); + const pending = iter.next(); + t.reset(); + expect((await pending).done).toBe(true); + }); + it('stops when the signal aborts', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + await t.ready(); + t.seek(0); + const ctl = new AbortController(); + const iter = t.stream('chat', 'thread-1', {}, ctl.signal)[Symbol.asyncIterator](); + await iter.next(); + const pending = iter.next(); + ctl.abort(); + expect((await pending).done).toBe(true); + }); + it('exposes the recording for the controller', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + expect(await t.recordingData()).toBe(MINIMAL); + }); +}); diff --git a/examples/chat/angular/src/app/stage/stage-replay.transport.ts b/examples/chat/angular/src/app/stage/stage-replay.transport.ts new file mode 100644 index 000000000..4ae377b1b --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-replay.transport.ts @@ -0,0 +1,105 @@ +// examples/chat/angular/src/app/stage/stage-replay.transport.ts +import { signal } from '@angular/core'; +import type { AgentQueueEntry, AgentTransport, LangGraphSubmitOptions, StreamEvent } from '@threadplane/langgraph'; +import type { ThreadState } from '@langchain/langgraph-sdk'; +import { validateStageRecording, type StageRecording } from './stage-recording.types'; +import { buildTimeline, type StageTimeline } from './stage-timeline'; + +export const STAGE_RECORDING_URL = '/stage-replay.json'; + +async function fetchRecording(): Promise { + const res = await fetch(STAGE_RECORDING_URL); + if (!res.ok) throw new Error(`stage recording fetch failed: ${res.status}`); + return validateStageRecording(await res.json()); +} + +/** + * AgentTransport that replays the committed stage recording under a gate: + * each `stream()` call answers the next non-reload run, yielding events whose + * ABSOLUTE recorded time (run start + tMs) is at or before the current target + * `t`, and waiting for `seek()` to move `t` before yielding the rest. There is + * no clock: the parent's scroll is the clock. Backward seeks are the + * controller's job (reset + fast-forward); this transport only ever moves + * forward within a run, and `reset()` ends any stream still waiting. + */ +export class StageReplayTransport implements AgentTransport { + private recording: Promise | null = null; + private timeline: StageTimeline | null = null; + private t = 0; + private readonly wakers = new Set<() => void>(); + /** Bumped by reset(); a stream whose generation is stale ends itself. */ + private generation = 0; + /** Index of the next run `stream()` will answer. Reload runs are skipped. */ + runIndex = 0; + private readonly appliedCount = signal(0); + readonly appliedSignal = this.appliedCount.asReadonly(); + + constructor(private readonly load: () => Promise = fetchRecording) {} + + async ready(): Promise { + const rec = await this.getRecording(); + this.timeline ??= buildTimeline(rec); + return this.timeline; + } + recordingData(): Promise { return this.getRecording(); } + /** Events yielded so far across all runs since the last reset. */ + applied(): number { return this.appliedCount(); } + + seek(t: number): void { + this.t = t; + this.wakeAll(); + } + reset(): void { + this.generation += 1; + this.runIndex = 0; + this.appliedCount.set(0); + this.wakeAll(); + } + + async *stream(_a: string, _thread: string | null, _payload: unknown, abortSignal: AbortSignal, _o?: LangGraphSubmitOptions): AsyncIterable { + const tl = await this.ready(); + const gen = this.generation; + while (tl.runs[this.runIndex]?.run.action.kind === 'reload') this.runIndex += 1; + const entry = tl.runs[this.runIndex]; + if (!entry) return; + this.runIndex += 1; + for (const { tMs, event } of entry.run.events) { + while (entry.startMs + tMs > this.t) { + if (abortSignal.aborted || gen !== this.generation) return; + await this.wait(abortSignal); + } + if (abortSignal.aborted || gen !== this.generation) return; + this.appliedCount.update((n) => n + 1); + yield event; + } + } + + private wait(abortSignal: AbortSignal): Promise { + return new Promise((resolve) => { + const wake = () => { this.wakers.delete(wake); abortSignal.removeEventListener('abort', wake); resolve(); }; + this.wakers.add(wake); + abortSignal.addEventListener('abort', wake, { once: true }); + }); + } + private wakeAll(): void { for (const w of [...this.wakers]) w(); } + + /** The latest snapshot recorded after no more runs than have been started on replay. */ + async getHistory(_thread: string, _signal: AbortSignal): Promise { + const rec = await this.getRecording(); + const snapshot = [...rec.histories] + .sort((a, b) => a.afterRun - b.afterRun) + .filter((h) => h.afterRun <= this.runIndex) + .pop(); + return (snapshot?.states ?? []) as ThreadState[]; + } + async createQueuedRun(_a: string, threadId: string, payload: unknown, _s: AbortSignal, options?: LangGraphSubmitOptions): Promise { + return { id: 'stage-replay-queued-run', threadId, values: payload, options: { ...options, multitaskStrategy: 'enqueue' }, createdAt: new Date() }; + } + async cancelRun(): Promise { return; } + async *joinStream(): AsyncIterable { yield* []; } + + private getRecording(): Promise { + this.recording ??= this.load().catch((err) => { this.recording = null; throw err; }); + return this.recording; + } +} From ef0cdc5aa5205c38c2fc45911a3c7cdf4b645894 Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 18:11:28 -0700 Subject: [PATCH 07/17] fix(examples/chat): StageReplayTransport captures its generation before loading and pins the absolute-time gate Co-Authored-By: Claude Fable 5.1 --- .../app/stage/stage-replay.transport.spec.ts | 27 +++++++++++++++++++ .../src/app/stage/stage-replay.transport.ts | 17 +++++++----- 2 files changed, 38 insertions(+), 6 deletions(-) diff --git a/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts b/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts index be9e36e20..ec8dd448b 100644 --- a/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts @@ -90,4 +90,31 @@ describe('StageReplayTransport', () => { const t = new StageReplayTransport(async () => MINIMAL); expect(await t.recordingData()).toBe(MINIMAL); }); + it('gates a later run on absolute time, not on its own offset', async () => { + const t = new StageReplayTransport(async () => MINIMAL); + await t.ready(); + t.seek(50); + const sig = new AbortController().signal; + await take(t.stream('chat', 'thread-1', {}, sig), 9); // run 0 drains (0..50) + const iter = t.stream('chat', 'thread-1', {}, sig)[Symbol.asyncIterator](); // run 2 starts at 650 + let first: unknown = 'pending'; + void iter.next().then((r) => (first = r.value)); + await settle(); + expect(first).toBe('pending'); + t.seek(650); + await settle(); + expect(first).toEqual(MINIMAL.runs[2].events[0].event); + }); + it('a stream started before reset() does not consume a run after it', async () => { + let release!: () => void; + const gate = new Promise((r) => (release = r)); + const t = new StageReplayTransport(async () => { await gate; return MINIMAL; }); + t.seek(50); + const iter = t.stream('chat', 'thread-1', {}, new AbortController().signal)[Symbol.asyncIterator](); + const pending = iter.next(); + t.reset(); + release(); + expect((await pending).done).toBe(true); + expect(t.runIndex).toBe(0); + }); }); diff --git a/examples/chat/angular/src/app/stage/stage-replay.transport.ts b/examples/chat/angular/src/app/stage/stage-replay.transport.ts index 4ae377b1b..1b7e5cba7 100644 --- a/examples/chat/angular/src/app/stage/stage-replay.transport.ts +++ b/examples/chat/angular/src/app/stage/stage-replay.transport.ts @@ -30,7 +30,8 @@ export class StageReplayTransport implements AgentTransport { /** Bumped by reset(); a stream whose generation is stale ends itself. */ private generation = 0; /** Index of the next run `stream()` will answer. Reload runs are skipped. */ - runIndex = 0; + private nextRun = 0; + get runIndex(): number { return this.nextRun; } private readonly appliedCount = signal(0); readonly appliedSignal = this.appliedCount.asReadonly(); @@ -49,20 +50,24 @@ export class StageReplayTransport implements AgentTransport { this.t = t; this.wakeAll(); } + /** + * `t` is deliberately left alone; the controller re-seeks after resetting. + */ reset(): void { this.generation += 1; - this.runIndex = 0; + this.nextRun = 0; this.appliedCount.set(0); this.wakeAll(); } async *stream(_a: string, _thread: string | null, _payload: unknown, abortSignal: AbortSignal, _o?: LangGraphSubmitOptions): AsyncIterable { - const tl = await this.ready(); const gen = this.generation; - while (tl.runs[this.runIndex]?.run.action.kind === 'reload') this.runIndex += 1; - const entry = tl.runs[this.runIndex]; + const tl = await this.ready(); + if (abortSignal.aborted || gen !== this.generation) return; + while (tl.runs[this.nextRun]?.run.action.kind === 'reload') this.nextRun += 1; + const entry = tl.runs[this.nextRun]; if (!entry) return; - this.runIndex += 1; + this.nextRun += 1; for (const { tMs, event } of entry.run.events) { while (entry.startMs + tMs > this.t) { if (abortSignal.aborted || gen !== this.generation) return; From 21dc0dc1095dce7bb5b93488e491ebca1270206e Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 18:21:50 -0700 Subject: [PATCH 08/17] feat(examples/chat): StageController drives the agent to any recorded time, with hold and rewind MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The controller performs each crossed run's recorded action against the real LangGraph agent, draining the previous run to the next run's start first — the bridge's submit path aborts whatever stream is open, so acting early truncates the run being replaced. Rewinding resets the agent and the transport, then fast-forwards; seeks are coalesced so a burst in one frame performs each action once. Two departures from the plan's sketch, both forced by the real bridge: - The reported phase is the phase of the moment REACHED (t minus an epsilon), not the one about to begin. Runs are laid end to end, so a run's end is the next run's start, and phaseAt() would name the incoming run before it has rendered anything. - StageReplayTransport.getHistory now answers only the snapshot recorded at exactly the current replay position, never an earlier one. The bridge force-refreshes history at the close of every run (stream-manager.bridge.ts finalizeClosedAttempt → refreshHistory(true)) and projects it over the transcript, so an at-or-before snapshot snapped the replayed transcript back to whatever the recorder last captured. Co-Authored-By: Claude Fable 5.1 --- .../src/app/stage/stage-controller.spec.ts | 108 ++++++++++++++ .../angular/src/app/stage/stage-controller.ts | 132 ++++++++++++++++++ .../app/stage/stage-replay.transport.spec.ts | 6 +- .../src/app/stage/stage-replay.transport.ts | 18 ++- 4 files changed, 258 insertions(+), 6 deletions(-) create mode 100644 examples/chat/angular/src/app/stage/stage-controller.spec.ts create mode 100644 examples/chat/angular/src/app/stage/stage-controller.ts diff --git a/examples/chat/angular/src/app/stage/stage-controller.spec.ts b/examples/chat/angular/src/app/stage/stage-controller.spec.ts new file mode 100644 index 000000000..4c3c56cba --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-controller.spec.ts @@ -0,0 +1,108 @@ +import { describe, expect, it, beforeEach } from 'vitest'; +import { TestBed } from '@angular/core/testing'; +import { createEnvironmentInjector, EnvironmentInjector, signal } from '@angular/core'; +import { createAgentRef } from '@threadplane/chat'; +import { provideAgent, type LangGraphAgent } from '@threadplane/langgraph'; +import { StageReplayTransport } from './stage-replay.transport'; +import { StageController } from './stage-controller'; +import { buildTimeline } from './stage-timeline'; +import type { StageRecording } from './stage-recording.types'; + +const human = (id: string, content: string) => ({ id, type: 'human', content }); +const ai = (id: string, content: string) => ({ id, type: 'ai', content }); +const values = (tMs: number, messages: unknown[], extra: Record = {}) => + ({ tMs, event: { type: 'values', messages, ...extra } as never }); + +/** A recording whose events are `values` snapshots, which the bridge applies directly. */ +const REC: StageRecording = { + version: 2, recordedAt: '2026-09-06T00:00:00.000Z', threadId: 'thread-1', + runs: [ + { beat: 'stream', action: { kind: 'submit', message: 'Q1' }, events: [values(0, [human('h1', 'Q1')]), values(100, [human('h1', 'Q1'), ai('a1', 'A1')])] }, + { beat: 'persist', action: { kind: 'reload' }, events: [] }, + { beat: 'persist', action: { kind: 'submit', message: 'Q2' }, events: [values(0, [human('h1', 'Q1'), ai('a1', 'A1'), human('h2', 'Q2'), ai('a2', 'A2')])] }, + { beat: 'persist', action: { kind: 'submit', message: 'Q3', checkpointIndex: 0 }, events: [values(0, [human('h1', 'Q1'), ai('a1', 'A1'), human('h3', 'Q3'), ai('a3', 'A3')])] }, + { beat: 'approve', action: { kind: 'submit', message: 'Clean up' }, events: [values(0, [human('h4', 'Clean up')]), values(200, [human('h4', 'Clean up')], { __interrupt__: [{ value: { type: 'approval_request', reason: 'Delete 3' } }] })] }, + { beat: 'approve', action: { kind: 'resume', value: 'approved' }, events: [values(0, [human('h4', 'Clean up'), ai('a4', 'Deleted 3')])] }, + { beat: 'render', action: { kind: 'submit', message: 'Form' }, events: [values(0, [human('h4', 'Clean up'), ai('a4', 'Deleted 3'), human('h5', 'Form'), ai('a5', '---a2ui_JSON---')])] }, + ], + histories: [{ afterRun: 1, states: [{ values: { messages: [human('h1', 'Q1'), ai('a1', 'A1')] }, checkpoint: { checkpoint_id: 'cp-1' } } as never] }], +}; + +const REF = createAgentRef>('stage-test'); + +function until(pred: () => boolean, ms = 2000): Promise { + const start = Date.now(); + return new Promise((resolve, reject) => { + const tick = () => { if (pred()) return resolve(); if (Date.now() - start > ms) return reject(new Error('timeout')); setTimeout(tick, 5); }; + tick(); + }); +} +const text = (m: unknown) => String((m as { content?: unknown }).content ?? ''); + +describe('StageController against the real LangGraph agent', () => { + let transport: StageReplayTransport; + let agent: LangGraphAgent; + let controller: StageController; + const tl = buildTimeline(REC); + + beforeEach(async () => { + TestBed.configureTestingModule({}); + transport = new StageReplayTransport(async () => REC); + const injector = createEnvironmentInjector( + provideAgent(REF, { assistantId: 'stage', transport, threadId: signal(null), transcriptNodeNames: ['generate'] }), + TestBed.inject(EnvironmentInjector), + ); + agent = injector.get(REF.token) as LangGraphAgent; + controller = new StageController(agent, transport, await transport.ready(), REC); + }); + + it('seeking forward performs each run\'s action and applies events up to t', async () => { + await controller.seek(0); + await until(() => agent.messages().length === 1); + expect(controller.phase()).toBe('stream'); + await controller.seek(tl.runs[0].endMs); + await until(() => agent.messages().length === 2); + expect(controller.applied()).toBe(2); + }); + + it('the reload run blanks and restores the transcript from recorded history', async () => { + await controller.seek(tl.runs[1].startMs); + await until(() => agent.messages().length === 2 && agent.history().length === 1); + expect(agent.history()[0]?.id).toBe('cp-1'); + }); + + it('holds at the interrupt: seeking inside the hold does not resume', async () => { + await controller.seek(tl.hold.startMs + 1); + await until(() => !!agent.interrupt?.()); + expect(controller.phase()).toBe('pause'); + const before = agent.messages().length; + await controller.seek(tl.hold.endMs - 1); + await new Promise((r) => setTimeout(r, 30)); + expect(agent.messages().length).toBe(before); + expect(agent.interrupt?.()).toBeTruthy(); + }); + + it('crossing the hold resumes and the audit lands', async () => { + await controller.seek(tl.runs[5].endMs); + await until(() => agent.messages().some((m) => text(m).includes('Deleted 3'))); + expect(agent.interrupt?.()).toBeFalsy(); + expect(controller.phase()).toBe('resume'); + }); + + it('rewinding resets and fast-forwards to an earlier point', async () => { + await controller.seek(tl.totalMs); + await until(() => agent.messages().some((m) => text(m).includes('a2ui'))); + await controller.seek(tl.runs[0].endMs); + await until(() => agent.messages().length === 2 && !agent.messages().some((m) => text(m).includes('a2ui'))); + expect(controller.phase()).toBe('stream'); + }); + + it('coalesces bursts: many seeks in one frame perform each action once', async () => { + const submits: unknown[] = []; + const original = agent.submit.bind(agent); + (agent as { submit: LangGraphAgent['submit'] }).submit = ((input, opts) => { submits.push(input); return original(input, opts); }) as LangGraphAgent['submit']; + await Promise.all([controller.seek(10), controller.seek(20), controller.seek(tl.runs[0].endMs)]); + await until(() => agent.messages().length === 2); + expect(submits.length).toBe(1); + }); +}); diff --git a/examples/chat/angular/src/app/stage/stage-controller.ts b/examples/chat/angular/src/app/stage/stage-controller.ts new file mode 100644 index 000000000..37b17f578 --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-controller.ts @@ -0,0 +1,132 @@ +import { computed, signal, type Signal } from '@angular/core'; +import type { LangGraphAgent } from '@threadplane/langgraph'; +import type { StageRecording, StageRun } from './stage-recording.types'; +import { phaseAt, runsStartedBy, type StagePhase, type StageTimeline } from './stage-timeline'; +import type { StageReplayTransport } from './stage-replay.transport'; + +/** + * The phase reported for a time is the phase of the moment the stage has + * REACHED, not of the one about to begin: runs are laid end to end, so a run's + * end is the next run's start, and at that instant the outgoing run still owns + * the frame — the incoming one has not rendered anything yet. + */ +const PHASE_EPSILON = 1e-3; +/** Ceiling on how long a settle waits for the agent to go idle before moving on. */ +const SETTLE_TIMEOUT_MS = 2000; + +/** + * Drives the replay agent to any recorded time. + * + * Forward: for each run whose start has been crossed and not yet performed, + * drain the previous run to that run's start, then perform this run's recorded + * action (submit / resume / reload), and finally open the transport's gate to + * `t`. Backward: reset the agent and the transport, then fast-forward. Seeks + * are coalesced so a burst inside one frame performs each action once, and a + * seek that arrives while one is in flight is applied after it, never + * concurrently — the agent's submit path is not re-entrant. + */ +export class StageController { + private performed = -1; + private target = 0; + private inFlight: Promise | null = null; + private pending: number | null = null; + private readonly tSig = signal(0); + readonly phase = computed(() => + phaseAt(this.timeline, Math.max(0, this.tSig() - PHASE_EPSILON)), + ); + /** Events the transport has yielded since the last reset. */ + readonly applied: Signal; + readonly t = this.tSig.asReadonly(); + + constructor( + private readonly agent: LangGraphAgent, + private readonly transport: StageReplayTransport, + private readonly timeline: StageTimeline, + private readonly recording: StageRecording, + ) { + // Assigned here rather than in a field initializer: parameter properties + // are not bound until the constructor body runs. + this.applied = transport.appliedSignal; + } + + seek(t: number): Promise { + const clamped = Math.max(0, Math.min(this.timeline.totalMs, t)); + if (this.inFlight) { + this.pending = clamped; + return this.inFlight; + } + this.inFlight = this.run(clamped).finally(() => { + this.inFlight = null; + if (this.pending !== null) { + const next = this.pending; + this.pending = null; + void this.seek(next); + } + }); + return this.inFlight; + } + + private async run(t: number): Promise { + if (t < this.target) this.reset(); + this.target = t; + this.tSig.set(t); + if (this.performed < 0) { + this.agent.switchThread(this.recording.threadId); + await this.settle(); + } + for (const entry of runsStartedBy(this.timeline, t)) { + if (entry.index <= this.performed) continue; + this.performed = entry.index; + // Drain the previous run to this run's start before acting: the agent's + // submit path aborts whatever stream is open, so acting early would + // truncate the run being replaced. + this.transport.seek(entry.startMs); + await this.settle(); + this.perform(entry.run); + } + this.transport.seek(t); + } + + private reset(): void { + this.performed = -1; + this.target = 0; + this.agent.switchThread(null); + this.transport.reset(); + } + + private perform(run: StageRun): void { + const action = run.action; + switch (action.kind) { + case 'submit': { + const checkpointId = + action.checkpointIndex !== undefined + ? this.agent.history()[action.checkpointIndex]?.id + : undefined; + void this.agent.submit( + { message: action.message }, + checkpointId ? ({ checkpointId } as never) : undefined, + ); + return; + } + case 'resume': + void this.agent.submit(null, { command: { resume: action.value } } as never); + return; + case 'reload': + // A simulated page reload: drop the thread (which aborts the open + // stream and blanks the transcript), then re-adopt it so the bridge + // restores it from the recorded history snapshot. + this.agent.switchThread(null); + this.agent.switchThread(this.recording.threadId); + return; + } + } + + /** Waits for the agent to go idle, so the next action starts from a settled transcript. */ + private async settle(): Promise { + const deadline = Date.now() + SETTLE_TIMEOUT_MS; + while (this.agent.isLoading() || this.agent.isThreadLoading()) { + if (Date.now() > deadline) return; + await new Promise((resolve) => setTimeout(resolve, 0)); + } + } +} diff --git a/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts b/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts index ec8dd448b..f6c79f74a 100644 --- a/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts @@ -45,7 +45,7 @@ describe('StageReplayTransport', () => { await take(t.stream('chat', 'thread-1', {}, new AbortController().signal), 1); expect(t.applied()).toBe(1); }); - it('serves the latest history snapshot recorded at or before the runs started so far', async () => { + it('serves the history snapshot recorded at exactly this position, and never a stale one', async () => { const withHistory = { ...MINIMAL, histories: [{ afterRun: 1, states: [{ values: { messages: [] } } as never] }] }; const t = new StageReplayTransport(async () => withHistory); await t.ready(); @@ -54,6 +54,10 @@ describe('StageReplayTransport', () => { const sig = new AbortController().signal; await take(t.stream('chat', 'thread-1', {}, sig), 9); // run 0 → runIndex 1 expect(await t.getHistory('thread-1', sig)).toHaveLength(1); + await take(t.stream('chat', 'thread-1', {}, sig), 9); // run 2 → runIndex 3 + // The bridge projects history over the transcript at every run close, so a + // snapshot from an earlier position must not be answered. + expect(await t.getHistory('thread-1', sig)).toEqual([]); }); it('reset() rewinds to the first run and clears applied', async () => { const t = new StageReplayTransport(async () => MINIMAL); diff --git a/examples/chat/angular/src/app/stage/stage-replay.transport.ts b/examples/chat/angular/src/app/stage/stage-replay.transport.ts index 1b7e5cba7..5ff704e23 100644 --- a/examples/chat/angular/src/app/stage/stage-replay.transport.ts +++ b/examples/chat/angular/src/app/stage/stage-replay.transport.ts @@ -88,13 +88,21 @@ export class StageReplayTransport implements AgentTransport { } private wakeAll(): void { for (const w of [...this.wakers]) w(); } - /** The latest snapshot recorded after no more runs than have been started on replay. */ + /** + * The snapshot recorded at exactly this replay position, or none. + * + * A stale snapshot is deliberately NOT served: the bridge treats history as + * authoritative at the close of every run and projects it over the + * transcript (stream-manager.bridge.ts, finalizeClosedAttempt → + * refreshHistory(force: true)), so answering an at-or-before snapshot would + * snap the replayed transcript back to whatever the recorder last captured. + * Serving nothing leaves the streamed transcript alone. The recorder must + * therefore capture a snapshot after every run it wants restored (the + * reload run above all). + */ async getHistory(_thread: string, _signal: AbortSignal): Promise { const rec = await this.getRecording(); - const snapshot = [...rec.histories] - .sort((a, b) => a.afterRun - b.afterRun) - .filter((h) => h.afterRun <= this.runIndex) - .pop(); + const snapshot = rec.histories.find((h) => h.afterRun === this.runIndex); return (snapshot?.states ?? []) as ThreadState[]; } async createQueuedRun(_a: string, threadId: string, payload: unknown, _s: AbortSignal, options?: LangGraphSubmitOptions): Promise { From ea2ec96ff11b94b3b6fa3f80c709d99a3f56cf44 Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 18:32:53 -0700 Subject: [PATCH 09/17] fix(examples/chat): stage seek resolves once applied; settle observes the run; phase boundary named; reload runs carry no events Co-Authored-By: Claude Fable 5.1 --- .../src/app/stage/stage-controller.spec.ts | 9 + .../angular/src/app/stage/stage-controller.ts | 169 ++++++++++++++---- .../app/stage/stage-recording.types.spec.ts | 4 + .../src/app/stage/stage-recording.types.ts | 5 + .../app/stage/stage-replay.transport.spec.ts | 22 +++ .../src/app/stage/stage-replay.transport.ts | 12 +- .../src/app/stage/stage-timeline.spec.ts | 18 +- .../angular/src/app/stage/stage-timeline.ts | 27 ++- 8 files changed, 220 insertions(+), 46 deletions(-) diff --git a/examples/chat/angular/src/app/stage/stage-controller.spec.ts b/examples/chat/angular/src/app/stage/stage-controller.spec.ts index 4c3c56cba..7c6e94203 100644 --- a/examples/chat/angular/src/app/stage/stage-controller.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-controller.spec.ts @@ -97,6 +97,15 @@ describe('StageController against the real LangGraph agent', () => { expect(controller.phase()).toBe('stream'); }); + it('resolves a seek only once the events for its target are applied', async () => { + // No until(): resolution alone must imply the stage is showing the target. + // The intermediate target is coalesced into the last pass and never + // applied on its own, so both callers settle on the final one. + await Promise.all([controller.seek(10), controller.seek(tl.runs[0].endMs)]); + expect(agent.messages().length).toBe(2); + expect(controller.applied()).toBe(2); + }); + it('coalesces bursts: many seeks in one frame perform each action once', async () => { const submits: unknown[] = []; const original = agent.submit.bind(agent); diff --git a/examples/chat/angular/src/app/stage/stage-controller.ts b/examples/chat/angular/src/app/stage/stage-controller.ts index 37b17f578..0b5963c49 100644 --- a/examples/chat/angular/src/app/stage/stage-controller.ts +++ b/examples/chat/angular/src/app/stage/stage-controller.ts @@ -1,18 +1,37 @@ import { computed, signal, type Signal } from '@angular/core'; import type { LangGraphAgent } from '@threadplane/langgraph'; import type { StageRecording, StageRun } from './stage-recording.types'; -import { phaseAt, runsStartedBy, type StagePhase, type StageTimeline } from './stage-timeline'; +import { phaseReachedAt, runsStartedBy, type StagePhase, type StageTimeline, type TimelineRun } from './stage-timeline'; import type { StageReplayTransport } from './stage-replay.transport'; /** - * The phase reported for a time is the phase of the moment the stage has - * REACHED, not of the one about to begin: runs are laid end to end, so a run's - * end is the next run's start, and at that instant the outgoing run still owns - * the frame — the incoming one has not rendered anything yet. + * BOUNDARY CONVENTION. Two different questions are asked about the same + * instant, and they answer differently on purpose: + * + * - ACTIONS are performed INCLUSIVELY at a run's `startMs`. Reaching a run's + * start means that run's action has fired, so its first events (recorded at + * tMs 0) are ready at that same instant. + * - `phase()` names the moment RENDERED, which is `t` minus an epsilon (see + * `phaseReachedAt`). Runs are laid end to end, so a run's end is the next + * run's start; at that instant the outgoing run still owns the frame. + * + * Consumers must therefore NOT infer which action has fired from `phase()`: + * at a boundary `phase()` still names the outgoing run while the incoming + * run's action has already been performed. */ -const PHASE_EPSILON = 1e-3; -/** Ceiling on how long a settle waits for the agent to go idle before moving on. */ + +/** Ceiling on how long a drain waits for the agent to go idle before moving on. */ const SETTLE_TIMEOUT_MS = 2000; +/** Ceiling on how long we wait to OBSERVE a performed run starting. */ +const RUN_START_TIMEOUT_MS = 500; +/** Ceiling on how long a seek waits for the transport's events to be applied. */ +const APPLY_TIMEOUT_MS = 2000; + +/** One `seek()` caller, waiting for a pass that reaches its target. */ +interface SeekWaiter { + readonly target: number; + readonly resolve: () => void; +} /** * Drives the replay agent to any recorded time. @@ -24,16 +43,21 @@ const SETTLE_TIMEOUT_MS = 2000; * are coalesced so a burst inside one frame performs each action once, and a * seek that arrives while one is in flight is applied after it, never * concurrently — the agent's submit path is not re-entrant. + * + * `seek(t)` resolves only once a pass has completed AND the events recorded at + * or before its target have been applied, so `await seek(t)` implies the stage + * is showing t. A target that is superseded by a later seek is never applied + * on its own — it is coalesced into the last pass, and its waiters resolve + * when that pass completes. */ export class StageController { private performed = -1; private target = 0; private inFlight: Promise | null = null; private pending: number | null = null; + private waiters: SeekWaiter[] = []; private readonly tSig = signal(0); - readonly phase = computed(() => - phaseAt(this.timeline, Math.max(0, this.tSig() - PHASE_EPSILON)), - ); + readonly phase = computed(() => phaseReachedAt(this.timeline, this.tSig())); /** Events the transport has yielded since the last reset. */ readonly applied: Signal; readonly t = this.tSig.asReadonly(); @@ -51,19 +75,37 @@ export class StageController { seek(t: number): Promise { const clamped = Math.max(0, Math.min(this.timeline.totalMs, t)); - if (this.inFlight) { - this.pending = clamped; - return this.inFlight; - } - this.inFlight = this.run(clamped).finally(() => { - this.inFlight = null; - if (this.pending !== null) { + const waited = new Promise((resolve) => this.waiters.push({ target: clamped, resolve })); + if (this.inFlight) this.pending = clamped; + else this.dispatch(clamped); + return waited; + } + + private dispatch(t: number): void { + this.inFlight = this.run(t) + .catch((err: unknown) => console.warn('[stage] seek failed', err)) + .finally(() => { + this.inFlight = null; const next = this.pending; this.pending = null; - void this.seek(next); - } - }); - return this.inFlight; + // A superseded target is never applied on its own: its waiters ride + // the last pass, so they are only released once no pass is pending. + if (next !== null) { + this.dispatch(next); + this.release((w) => w.target === t); + return; + } + this.release(() => true); + }); + } + + private release(match: (w: SeekWaiter) => boolean): void { + const kept: SeekWaiter[] = []; + for (const w of this.waiters) { + if (match(w)) w.resolve(); + else kept.push(w); + } + this.waiters = kept; } private async run(t: number): Promise { @@ -72,19 +114,21 @@ export class StageController { this.tSig.set(t); if (this.performed < 0) { this.agent.switchThread(this.recording.threadId); - await this.settle(); + await this.drain(-1); } for (const entry of runsStartedBy(this.timeline, t)) { if (entry.index <= this.performed) continue; - this.performed = entry.index; // Drain the previous run to this run's start before acting: the agent's // submit path aborts whatever stream is open, so acting early would // truncate the run being replaced. this.transport.seek(entry.startMs); - await this.settle(); + if (this.performed >= 0) await this.drain(this.performed); + this.performed = entry.index; this.perform(entry.run); + await this.observeStart(entry); } this.transport.seek(t); + await this.awaitApplied(t); } private reset(): void { @@ -98,10 +142,13 @@ export class StageController { const action = run.action; switch (action.kind) { case 'submit': { - const checkpointId = - action.checkpointIndex !== undefined - ? this.agent.history()[action.checkpointIndex]?.id - : undefined; + let checkpointId: string | undefined; + if (action.checkpointIndex !== undefined) { + checkpointId = this.agent.history()[action.checkpointIndex]?.id; + if (!checkpointId) { + console.warn('[stage] fork checkpoint missing', { checkpointIndex: action.checkpointIndex }); + } + } void this.agent.submit( { message: action.message }, checkpointId ? ({ checkpointId } as never) : undefined, @@ -121,12 +168,72 @@ export class StageController { } } + /** + * Waits until a run we just performed has visibly STARTED — the agent + * reports loading, or the transport yielded an event. Gating on an + * observation rather than on a status read taken before the first await is + * what makes the following drain meaningful: `submit()` is asynchronous, so + * a pre-await read of `isLoading()` can still be false and let the drain + * fall straight through. A reload has no stream to observe. + */ + private async observeStart(entry: TimelineRun): Promise { + if (entry.run.action.kind === 'reload') return; + const before = this.transport.applied(); + const deadline = Date.now() + RUN_START_TIMEOUT_MS; + while (!this.agent.isLoading() && this.transport.applied() === before) { + if (Date.now() > deadline) { + console.warn('[stage] settle timed out', { run: entry.index }); + return; + } + await macrotask(); + } + } + /** Waits for the agent to go idle, so the next action starts from a settled transcript. */ - private async settle(): Promise { + private async drain(runIndex: number): Promise { const deadline = Date.now() + SETTLE_TIMEOUT_MS; while (this.agent.isLoading() || this.agent.isThreadLoading()) { - if (Date.now() > deadline) return; - await new Promise((resolve) => setTimeout(resolve, 0)); + if (Date.now() > deadline) { + console.warn('[stage] settle timed out', { run: runIndex }); + return; + } + await macrotask(); + } + } + + /** + * Waits until every event recorded at or before `t` has been yielded by the + * transport, and then for one quiet macrotask so the bridge has applied the + * last of them. This is what lets `await seek(t)` imply "the stage shows t" + * without the caller polling. + */ + private async awaitApplied(t: number): Promise { + const expected = this.expectedApplied(t); + const deadline = Date.now() + APPLY_TIMEOUT_MS; + let previous = -1; + for (;;) { + const now = this.transport.applied(); + if (now >= expected && now === previous) return; + if (Date.now() > deadline) { + console.warn('[stage] apply timed out', { t, expected, applied: now }); + return; + } + previous = now; + await macrotask(); + } + } + + /** How many recorded events fall at or before t in absolute recorded time. */ + private expectedApplied(t: number): number { + let n = 0; + for (const r of this.timeline.runs) { + for (const e of r.run.events) if (r.startMs + e.tMs <= t) n += 1; } + return n; } } + +/** A macrotask tick: also flushes the microtasks the bridge applies events on. */ +function macrotask(): Promise { + return new Promise((resolve) => setTimeout(resolve, 0)); +} diff --git a/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts b/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts index 49bee6adc..0fcd1b1ac 100644 --- a/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-recording.types.spec.ts @@ -19,6 +19,10 @@ describe('validateStageRecording', () => { const bad = { ...MINIMAL, runs: MINIMAL.runs.map((r, i) => (i === 0 ? { ...r, events: [] } : r)) }; expect(() => validateStageRecording(bad)).toThrow(/run 0 has no events/); }); + it('rejects a reload run that carries events', () => { + const bad = { ...MINIMAL, runs: MINIMAL.runs.map((r, i) => (i === 1 ? { ...r, events: [ev(900)] } : r)) }; + expect(() => validateStageRecording(bad)).toThrow(/run 1 is a reload and must have no events/); + }); it('requires a resume run to follow the approve submit', () => { const bad = { ...MINIMAL, runs: MINIMAL.runs.filter((r) => r.action.kind !== 'resume') }; expect(() => validateStageRecording(bad)).toThrow(/resume/); diff --git a/examples/chat/angular/src/app/stage/stage-recording.types.ts b/examples/chat/angular/src/app/stage/stage-recording.types.ts index 433bdb743..1545dacb7 100644 --- a/examples/chat/angular/src/app/stage/stage-recording.types.ts +++ b/examples/chat/angular/src/app/stage/stage-recording.types.ts @@ -60,6 +60,11 @@ export function validateStageRecording(input: unknown): StageRecording { } if (!Array.isArray(run.events)) throw new Error(`run ${i} has no events`); if (run.events.length === 0 && run.action.kind !== 'reload') throw new Error(`run ${i} has no events`); + // A reload streams nothing: the transport skips reload runs, so any events + // on one would silently be answered to the NEXT run's stream. + if (run.events.length > 0 && run.action.kind === 'reload') { + throw new Error(`run ${i} is a reload and must have no events`); + } let prevTMs = -Infinity; (run.events as readonly Partial[]).forEach((e: Partial, j: number) => { if (typeof e?.tMs !== 'number' || !Number.isFinite(e.tMs)) throw new Error(`run ${i} event ${j} has no numeric tMs`); diff --git a/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts b/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts index f6c79f74a..79de4093b 100644 --- a/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-replay.transport.spec.ts @@ -59,6 +59,28 @@ describe('StageReplayTransport', () => { // snapshot from an earlier position must not be answered. expect(await t.getHistory('thread-1', sig)).toEqual([]); }); + it('never seeds the transcript from a pre-run snapshot', async () => { + const one = { values: { messages: [] } } as never; + const withHistory = { ...MINIMAL, histories: [{ afterRun: 0, states: [one] }] }; + const t = new StageReplayTransport(async () => withHistory); + await t.ready(); + expect(t.runIndex).toBe(0); + expect(await t.getHistory('thread-1', new AbortController().signal)).toEqual([]); + }); + it('answers the LAST snapshot recorded at this position', async () => { + const first = { values: { messages: [] }, checkpoint: { checkpoint_id: 'first' } } as never; + const last = { values: { messages: [] }, checkpoint: { checkpoint_id: 'last' } } as never; + const withHistory = { + ...MINIMAL, + histories: [{ afterRun: 1, states: [first] }, { afterRun: 1, states: [last] }], + }; + const t = new StageReplayTransport(async () => withHistory); + await t.ready(); + t.seek(buildTimeline(withHistory).totalMs); + const sig = new AbortController().signal; + await take(t.stream('chat', 'thread-1', {}, sig), 9); // run 0 → runIndex 1 + expect(await t.getHistory('thread-1', sig)).toEqual([last]); + }); it('reset() rewinds to the first run and clears applied', async () => { const t = new StageReplayTransport(async () => MINIMAL); await t.ready(); diff --git a/examples/chat/angular/src/app/stage/stage-replay.transport.ts b/examples/chat/angular/src/app/stage/stage-replay.transport.ts index 5ff704e23..02d41c178 100644 --- a/examples/chat/angular/src/app/stage/stage-replay.transport.ts +++ b/examples/chat/angular/src/app/stage/stage-replay.transport.ts @@ -99,11 +99,19 @@ export class StageReplayTransport implements AgentTransport { * Serving nothing leaves the streamed transcript alone. The recorder must * therefore capture a snapshot after every run it wants restored (the * reload run above all). + * + * Before the first run has streamed nothing has been replayed, so a + * pre-run snapshot is never answered: it would seed the transcript with a + * transcript the stage has not shown yet. When several snapshots share a + * position the LAST one wins — it is the most recently recorded. */ async getHistory(_thread: string, _signal: AbortSignal): Promise { + if (this.runIndex === 0) return []; const rec = await this.getRecording(); - const snapshot = rec.histories.find((h) => h.afterRun === this.runIndex); - return (snapshot?.states ?? []) as ThreadState[]; + for (let i = rec.histories.length - 1; i >= 0; i--) { + if (rec.histories[i].afterRun === this.runIndex) return rec.histories[i].states as ThreadState[]; + } + return []; } async createQueuedRun(_a: string, threadId: string, payload: unknown, _s: AbortSignal, options?: LangGraphSubmitOptions): Promise { return { id: 'stage-replay-queued-run', threadId, values: payload, options: { ...options, multitaskStrategy: 'enqueue' }, createdAt: new Date() }; diff --git a/examples/chat/angular/src/app/stage/stage-timeline.spec.ts b/examples/chat/angular/src/app/stage/stage-timeline.spec.ts index 9e7110aad..fe03b15cb 100644 --- a/examples/chat/angular/src/app/stage/stage-timeline.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-timeline.spec.ts @@ -1,7 +1,7 @@ // examples/chat/angular/src/app/stage/stage-timeline.spec.ts import { describe, expect, it } from 'vitest'; -import { MINIMAL, ev } from './stage-recording.fixtures'; -import { HOLD_MS, RELOAD_MS, buildTimeline, phaseAt, runsStartedBy } from './stage-timeline'; +import { MINIMAL } from './stage-recording.fixtures'; +import { HOLD_MS, RELOAD_MS, buildTimeline, phaseAt, phaseReachedAt, runsStartedBy } from './stage-timeline'; describe('buildTimeline', () => { const tl = buildTimeline(MINIMAL); @@ -14,11 +14,6 @@ describe('buildTimeline', () => { expect(tl.hold).toEqual({ startMs: approve.endMs, endMs: resume.startMs }); expect(tl.totalMs).toBe(tl.runs[6].endMs); }); - it('floors a reload run at RELOAD_MS but never shorter than its own events', () => { - const withEvent = { ...MINIMAL, runs: MINIMAL.runs.map((r, i) => (i === 1 ? { ...r, events: [ev(900)] } : r)) }; - const tlWithEvent = buildTimeline(withEvent); - expect(tlWithEvent.runs[1].endMs - tlWithEvent.runs[1].startMs).toBe(901); - }); it('derives beat boundaries from the runs', () => { expect(tl.beats.map((b) => b.beat)).toEqual(['stream', 'persist', 'approve', 'render']); expect(tl.beats[0]).toMatchObject({ startMs: 0, endMs: tl.runs[0].endMs }); @@ -38,6 +33,15 @@ describe('phaseAt', () => { }); }); +describe('phaseReachedAt', () => { + const tl = buildTimeline(MINIMAL); + it('names the moment reached, so a run\'s end still belongs to that run', () => { + expect(phaseReachedAt(tl, tl.runs[0].endMs)).toBe('stream'); + expect(phaseAt(tl, tl.runs[0].endMs)).toBe('persist'); + expect(phaseReachedAt(tl, 0)).toBe('stream'); + }); +}); + describe('runsStartedBy', () => { const tl = buildTimeline(MINIMAL); it('lists every run whose start is at or before t', () => { diff --git a/examples/chat/angular/src/app/stage/stage-timeline.ts b/examples/chat/angular/src/app/stage/stage-timeline.ts index 9cc19be99..2db31b964 100644 --- a/examples/chat/angular/src/app/stage/stage-timeline.ts +++ b/examples/chat/angular/src/app/stage/stage-timeline.ts @@ -2,9 +2,9 @@ import type { StageBeat, StageRecording, StageRun } from './stage-recording.types'; /** - * Floor on the recorded-time room given to a reload run, which streams - * nothing: enough for the transcript to visibly blank and restore. A reload - * that does carry events is never shorter than this floor. + * The recorded-time room given to a reload run, which streams nothing (the + * validator rejects a reload that carries events): enough for the transcript + * to visibly blank and restore. */ export const RELOAD_MS = 600; /** @@ -42,9 +42,7 @@ export interface StageTimeline { } function durationOf(run: StageRun): number { - if (run.action.kind === 'reload') { - return Math.max(RELOAD_MS, (run.events[run.events.length - 1]?.tMs ?? 0) + 1); - } + if (run.action.kind === 'reload') return RELOAD_MS; const last = run.events[run.events.length - 1]?.tMs ?? 0; return Math.max(last, 1); } @@ -87,6 +85,23 @@ export function phaseAt(tl: StageTimeline, t: number): StagePhase { return current.run.beat; } +/** + * How far before a boundary the rendered moment sits. Runs are laid end to + * end, so a run's end is the next run's start; at that instant the outgoing + * run still owns the frame. + */ +const PHASE_EPSILON = 1e-3; + +/** + * The phase of the moment the stage has REACHED at t, not of the one about to + * begin — `t` minus an epsilon. This is what a consumer should render; it is + * NOT a report of which action has fired (see the boundary note in + * stage-controller.ts). + */ +export function phaseReachedAt(tl: StageTimeline, t: number): StagePhase { + return phaseAt(tl, Math.max(0, t - PHASE_EPSILON)); +} + /** Every run whose start is at or before t, in order. */ export function runsStartedBy(tl: StageTimeline, t: number): readonly TimelineRun[] { return tl.runs.filter((r) => r.startMs <= t); From 62e0b42ebe01668ea04f62bae217afb9dc5f1c69 Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 18:36:07 -0700 Subject: [PATCH 10/17] feat(examples/chat): stage record-mode transport and the four-beat script Co-Authored-By: Claude Fable 5.1 --- .../stage/stage-recording.transport.spec.ts | 44 ++++++++ .../app/stage/stage-recording.transport.ts | 101 ++++++++++++++++++ .../src/app/stage/stage-script.spec.ts | 37 +++++++ .../angular/src/app/stage/stage-script.ts | 72 +++++++++++++ 4 files changed, 254 insertions(+) create mode 100644 examples/chat/angular/src/app/stage/stage-recording.transport.spec.ts create mode 100644 examples/chat/angular/src/app/stage/stage-recording.transport.ts create mode 100644 examples/chat/angular/src/app/stage/stage-script.spec.ts create mode 100644 examples/chat/angular/src/app/stage/stage-script.ts diff --git a/examples/chat/angular/src/app/stage/stage-recording.transport.spec.ts b/examples/chat/angular/src/app/stage/stage-recording.transport.spec.ts new file mode 100644 index 000000000..1509568bf --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-recording.transport.spec.ts @@ -0,0 +1,44 @@ +import { describe, expect, it } from 'vitest'; +import type { AgentTransport, StreamEvent } from '@threadplane/langgraph'; +import { StageRecordingTransport } from './stage-recording.transport'; + +function inner(events: StreamEvent[]): AgentTransport { + return { + async *stream() { for (const e of events) yield e; }, + async getHistory() { return [{ values: {} } as never]; }, + }; +} +async function drain(iter: AsyncIterable): Promise { for await (const _ of iter) { /* drain */ } } + +describe('StageRecordingTransport', () => { + it('records each stream as a run tagged with the action the script announced', async () => { + let now = 0; + const t = new StageRecordingTransport(inner([{ type: 'values' } as never, { type: 'values' } as never]), () => (now += 10)); + t.beginRun('stream', { kind: 'submit', message: 'Q1' }); + await drain(t.stream('chat', 'thread-1', {}, new AbortController().signal)); + const rec = t.recording(); + expect(rec.runs).toHaveLength(1); + expect(rec.runs[0]).toMatchObject({ beat: 'stream', action: { kind: 'submit', message: 'Q1' } }); + expect(rec.runs[0].events.map((e) => e.tMs)).toEqual([10, 20]); + }); + it('records a reload as a run with no events, and history responses with the run count', async () => { + const t = new StageRecordingTransport(inner([])); + t.beginRun('stream', { kind: 'submit', message: 'Q1' }); + await drain(t.stream('chat', 'thread-1', {}, new AbortController().signal)); + t.beginRun('persist', { kind: 'reload' }); + t.markReload(); + await t.getHistory('thread-1', new AbortController().signal); + const rec = t.recording(); + expect(rec.runs[1]).toMatchObject({ beat: 'persist', action: { kind: 'reload' }, events: [] }); + expect(rec.histories).toEqual([{ afterRun: 2, states: [{ values: {} }] }]); + }); + it('refuses a stream without an announced action', async () => { + const t = new StageRecordingTransport(inner([])); + await expect(drain(t.stream('chat', 'thread-1', {}, new AbortController().signal))).rejects.toThrow(/beginRun/); + }); + it('captures the thread id the inner transport reports', () => { + const t = new StageRecordingTransport(inner([])); + t.onThreadId('thread-9'); + expect(t.recording().threadId).toBe('thread-9'); + }); +}); diff --git a/examples/chat/angular/src/app/stage/stage-recording.transport.ts b/examples/chat/angular/src/app/stage/stage-recording.transport.ts new file mode 100644 index 000000000..850f91ec5 --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-recording.transport.ts @@ -0,0 +1,101 @@ +import type { AgentQueueEntry, AgentTransport, LangGraphSubmitOptions, StreamEvent } from '@threadplane/langgraph'; +import type { ThreadState } from '@langchain/langgraph-sdk'; +import type { RecordedEvent, StageAction, StageBeat, StageHistorySnapshot, StageRecording, StageRun } from './stage-recording.types'; + +declare global { + interface Window { + /** Set by StageRecordingTransport in record mode; read by the record script. */ + __stageRecording?: StageRecording; + } +} + +/** + * Wraps the real transport in record mode. The script announces each run's + * action with `beginRun()` before performing it; the next `stream()` call + * becomes that run. A reload has no stream, so the script calls `markReload()` + * to close it as an empty run. Every `getHistory()` answer is kept with the + * number of runs recorded so far, which is what the replay keys on. + */ +export class StageRecordingTransport implements AgentTransport { + private readonly runs: StageRun[] = []; + private readonly histories: StageHistorySnapshot[] = []; + private pending: { beat: StageBeat; action: StageAction } | null = null; + private threadId = ''; + private readonly recordedAt = new Date().toISOString(); + + constructor(private readonly inner: AgentTransport, private readonly now: () => number = () => performance.now()) {} + + beginRun(beat: StageBeat, action: StageAction): void { + this.pending = { beat, action }; + } + + markReload(): void { + const p = this.pending; + this.pending = null; + if (!p || p.action.kind !== 'reload') throw new Error('markReload() needs a pending reload action'); + this.runs.push({ beat: p.beat, action: p.action, events: [] }); + this.publish(); + } + + onThreadId(id: string): void { + this.threadId = id; + this.publish(); + } + + recording(): StageRecording { + return { + version: 2, + recordedAt: this.recordedAt, + threadId: this.threadId, + runs: this.runs.map((run) => ({ ...run, events: [...run.events] })), + histories: [...this.histories], + }; + } + + async *stream(assistantId: string, threadId: string | null, payload: unknown, signal: AbortSignal, options?: LangGraphSubmitOptions): AsyncIterable { + const p = this.pending; + this.pending = null; + if (!p) throw new Error('stream() without beginRun(): the script must announce the action first'); + const events: RecordedEvent[] = []; + this.runs.push({ beat: p.beat, action: p.action, events }); + const start = this.now(); + for await (const event of this.inner.stream(assistantId, threadId, payload, signal, options)) { + events.push({ tMs: Math.round(this.now() - start), event }); + this.publish(); + yield event; + } + this.publish(); + } + + joinStream(threadId: string, runId: string, lastEventId: string | undefined, signal: AbortSignal): AsyncIterable { + return this.inner.joinStream + ? this.inner.joinStream(threadId, runId, lastEventId, signal) + : (async function* (): AsyncIterable { + /* no events */ + })(); + } + + createQueuedRun(assistantId: string, threadId: string, payload: unknown, signal: AbortSignal, options?: LangGraphSubmitOptions): Promise { + if (!this.inner.createQueuedRun) throw new Error('inner transport cannot queue runs'); + return this.inner.createQueuedRun(assistantId, threadId, payload, signal, options); + } + + cancelRun(threadId: string, runId: string, signal: AbortSignal): Promise { + return this.inner.cancelRun ? this.inner.cancelRun(threadId, runId, signal) : Promise.resolve(); + } + + async getHistory(threadId: string, signal: AbortSignal): Promise { + const states = this.inner.getHistory ? await this.inner.getHistory(threadId, signal) : []; + this.histories.push({ afterRun: this.runs.length, states }); + this.publish(); + return states; + } + + updateState(threadId: string, values: Record, signal: AbortSignal, options?: { asNode?: string }): Promise { + return this.inner.updateState ? this.inner.updateState(threadId, values, signal, options) : Promise.resolve(); + } + + private publish(): void { + if (typeof window !== 'undefined') window.__stageRecording = this.recording(); + } +} diff --git a/examples/chat/angular/src/app/stage/stage-script.spec.ts b/examples/chat/angular/src/app/stage/stage-script.spec.ts new file mode 100644 index 000000000..e8532a4bb --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-script.spec.ts @@ -0,0 +1,37 @@ +import { describe, expect, it } from 'vitest'; +import { StageScript, STAGE_PROMPTS, type StageScriptHost } from './stage-script'; + +describe('StageScript', () => { + it('walks the four beats in order, announcing each run\'s action before performing it', async () => { + const log: string[] = []; + let interrupt = false; + let loading = false; + const host: StageScriptHost = { + beginRun: (beat, action) => log.push(`begin:${beat}:${action.kind}`), + submit: async (message, checkpointIndex) => { log.push(`submit:${message}${checkpointIndex !== undefined ? `@${checkpointIndex}` : ''}`); loading = true; setTimeout(() => { loading = false; interrupt = message === STAGE_PROMPTS.approve; }, 1); }, + resume: async (value) => { log.push(`resume:${value}`); interrupt = false; }, + reload: async () => { log.push('reload'); }, + isRunning: () => loading, + hasInterrupt: () => interrupt, + forkIndex: () => 0, + sleep: (ms) => new Promise((r) => setTimeout(r, Math.min(ms, 1))), + }; + await new StageScript(host).run(); + expect(log).toEqual([ + 'begin:stream:submit', `submit:${STAGE_PROMPTS.stream}`, + 'begin:persist:reload', 'reload', + 'begin:persist:submit', `submit:${STAGE_PROMPTS.shorter}`, + 'begin:persist:submit', `submit:${STAGE_PROMPTS.fork}@0`, + 'begin:approve:submit', `submit:${STAGE_PROMPTS.approve}`, + 'begin:approve:resume', 'resume:approved', + 'begin:render:submit', `submit:${STAGE_PROMPTS.render}`, + ]); + }); + it('times out rather than hanging when the agent never settles', async () => { + const host: StageScriptHost = { + beginRun: () => undefined, submit: async () => undefined, resume: async () => undefined, reload: async () => undefined, + isRunning: () => true, hasInterrupt: () => false, forkIndex: () => 0, sleep: () => Promise.resolve(), + }; + await expect(new StageScript(host).run()).rejects.toThrow(/timed out/); + }); +}); diff --git a/examples/chat/angular/src/app/stage/stage-script.ts b/examples/chat/angular/src/app/stage/stage-script.ts new file mode 100644 index 000000000..5d1e9b3a2 --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-script.ts @@ -0,0 +1,72 @@ +import type { StageAction, StageBeat } from './stage-recording.types'; + +/** + * The four beats, verbatim. The approve and render prompts are the hero's, so + * the stage shows the same run the hero teases; the stream prompt is the demo's + * search-and-cite chip; the persist prompts are short on purpose. + */ +export const STAGE_PROMPTS = { + stream: + 'Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.', + shorter: 'Shorter, please.', + fork: 'Make it a haiku instead.', + approve: 'Clean up our old database backups, anything older than 90 days.', + render: 'Show me a contact form with fields for name, email address, subject, and a multi-line message, plus a Send button.', +} as const; + +export interface StageScriptHost { + beginRun(beat: StageBeat, action: StageAction): void; + submit(message: string, checkpointIndex?: number): Promise; + resume(value: string): Promise; + reload(): Promise; + isRunning(): boolean; + hasInterrupt(): boolean; + /** Index into history() of the checkpoint to fork from: the first answer's. */ + forkIndex(): number; + sleep(ms: number): Promise; +} + +export const SCRIPT_WAIT_TIMEOUT_MS = 120_000; +const POLL_MS = 50; + +/** Record-mode driver: performs the beats against the live agent, announcing each run first. */ +export class StageScript { + constructor(private readonly host: StageScriptHost) {} + + async run(): Promise { + await this.turn('stream', STAGE_PROMPTS.stream); + + this.host.beginRun('persist', { kind: 'reload' }); + await this.host.reload(); + + await this.turn('persist', STAGE_PROMPTS.shorter); + + const fork = this.host.forkIndex(); + await this.turn('persist', STAGE_PROMPTS.fork, fork); + + this.host.beginRun('approve', { kind: 'submit', message: STAGE_PROMPTS.approve }); + await this.host.submit(STAGE_PROMPTS.approve); + await this.waitFor(() => this.host.hasInterrupt()); + + this.host.beginRun('approve', { kind: 'resume', value: 'approved' }); + await this.host.resume('approved'); + await this.waitFor(() => !this.host.isRunning() && !this.host.hasInterrupt()); + + await this.turn('render', STAGE_PROMPTS.render); + } + + private async turn(beat: StageBeat, message: string, checkpointIndex?: number): Promise { + this.host.beginRun(beat, checkpointIndex !== undefined ? { kind: 'submit', message, checkpointIndex } : { kind: 'submit', message }); + await this.host.submit(message, checkpointIndex); + await this.waitFor(() => !this.host.isRunning()); + } + + private async waitFor(pred: () => boolean): Promise { + let elapsed = 0; + while (!pred()) { + if (elapsed >= SCRIPT_WAIT_TIMEOUT_MS) throw new Error('stage script timed out waiting for the agent'); + await this.host.sleep(POLL_MS); + elapsed += POLL_MS; + } + } +} From 5ece8b6ad49a5d8bd17b0041616c59e70dafd0ce Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 18:42:44 -0700 Subject: [PATCH 11/17] chore(examples/chat): stage recorder publishes per run and refuses a double announcement Co-Authored-By: Claude Fable 5.1 --- .../src/app/stage/stage-recording.transport.ts | 17 +++++++++++++---- .../chat/angular/src/app/stage/stage-script.ts | 6 ++++++ 2 files changed, 19 insertions(+), 4 deletions(-) diff --git a/examples/chat/angular/src/app/stage/stage-recording.transport.ts b/examples/chat/angular/src/app/stage/stage-recording.transport.ts index 850f91ec5..9111b205f 100644 --- a/examples/chat/angular/src/app/stage/stage-recording.transport.ts +++ b/examples/chat/angular/src/app/stage/stage-recording.transport.ts @@ -12,9 +12,12 @@ declare global { /** * Wraps the real transport in record mode. The script announces each run's * action with `beginRun()` before performing it; the next `stream()` call - * becomes that run. A reload has no stream, so the script calls `markReload()` - * to close it as an empty run. Every `getHistory()` answer is kept with the - * number of runs recorded so far, which is what the replay keys on. + * becomes that run. A reload has no stream, so the recording HOST — not the + * script — calls `markReload()` to close it as an empty run, and only once the + * adoption's history refresh has landed: a `markReload()` fired before that + * refresh stamps the snapshot with a run count the replay can never serve. + * Every `getHistory()` answer is kept with the number of runs recorded so far, + * which is what the replay keys on. */ export class StageRecordingTransport implements AgentTransport { private readonly runs: StageRun[] = []; @@ -26,6 +29,9 @@ export class StageRecordingTransport implements AgentTransport { constructor(private readonly inner: AgentTransport, private readonly now: () => number = () => performance.now()) {} beginRun(beat: StageBeat, action: StageAction): void { + // A second announcement before the first is consumed would silently + // relabel the run about to stream with the WRONG action. + if (this.pending) throw new Error('beginRun() while an action is still pending'); this.pending = { beat, action }; } @@ -61,9 +67,10 @@ export class StageRecordingTransport implements AgentTransport { const start = this.now(); for await (const event of this.inner.stream(assistantId, threadId, payload, signal, options)) { events.push({ tMs: Math.round(this.now() - start), event }); - this.publish(); yield event; } + // Once per run, not once per event: republishing a whole deep-copied + // recording on every token made a long run quadratic. this.publish(); } @@ -87,6 +94,8 @@ export class StageRecordingTransport implements AgentTransport { async getHistory(threadId: string, signal: AbortSignal): Promise { const states = this.inner.getHistory ? await this.inner.getHistory(threadId, signal) : []; this.histories.push({ afterRun: this.runs.length, states }); + // Kept (unlike the per-event publish): a snapshot can be the LAST thing + // recorded, so without this the window copy would be missing it. this.publish(); return states; } diff --git a/examples/chat/angular/src/app/stage/stage-script.ts b/examples/chat/angular/src/app/stage/stage-script.ts index 5d1e9b3a2..d9c6ef6e9 100644 --- a/examples/chat/angular/src/app/stage/stage-script.ts +++ b/examples/chat/angular/src/app/stage/stage-script.ts @@ -16,7 +16,13 @@ export const STAGE_PROMPTS = { export interface StageScriptHost { beginRun(beat: StageBeat, action: StageAction): void; + /** + * Must not resolve until the agent reports it is running: `submit()` is + * asynchronous, so a host that resolves early lets the script's + * `waitFor(!isRunning())` fall through before the run has even started. + */ submit(message: string, checkpointIndex?: number): Promise; + /** Must not resolve until the agent reports it is running (see `submit`). */ resume(value: string): Promise; reload(): Promise; isRunning(): boolean; From d4e01a6b0c856202ab85e747fb7e09189bcfaf5d Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 18:50:33 -0700 Subject: [PATCH 12/17] =?UTF-8?q?feat(examples/chat):=20/stage=20route=20?= =?UTF-8?q?=E2=80=94=20real=20chat=20beside=20real=20devtools,=20seekable?= =?UTF-8?q?=20by=20=3Ft=3D=20and=20by=20postMessage?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-Authored-By: Claude Fable 5.1 --- examples/chat/angular/src/app/app.routes.ts | 5 + .../src/app/stage/stage-bridge.spec.ts | 50 +++ .../angular/src/app/stage/stage-bridge.ts | 77 ++++ .../app/stage/stage-mode.component.spec.ts | 51 +++ .../src/app/stage/stage-mode.component.ts | 391 ++++++++++++++++++ .../angular/src/app/stage/stage-timeline.ts | 6 +- 6 files changed, 579 insertions(+), 1 deletion(-) create mode 100644 examples/chat/angular/src/app/stage/stage-bridge.spec.ts create mode 100644 examples/chat/angular/src/app/stage/stage-bridge.ts create mode 100644 examples/chat/angular/src/app/stage/stage-mode.component.spec.ts create mode 100644 examples/chat/angular/src/app/stage/stage-mode.component.ts diff --git a/examples/chat/angular/src/app/app.routes.ts b/examples/chat/angular/src/app/app.routes.ts index 2b34b180a..ed132109d 100644 --- a/examples/chat/angular/src/app/app.routes.ts +++ b/examples/chat/angular/src/app/app.routes.ts @@ -35,6 +35,11 @@ export const routes: Routes = [ pathMatch: 'full', loadComponent: () => import('./hero/hero-mode.component').then((m) => m.HeroMode), }, + { + path: 'stage', + pathMatch: 'full', + loadComponent: () => import('./stage/stage-mode.component').then((m) => m.StageMode), + }, { path: '', loadComponent: () => diff --git a/examples/chat/angular/src/app/stage/stage-bridge.spec.ts b/examples/chat/angular/src/app/stage/stage-bridge.spec.ts new file mode 100644 index 000000000..678b39a23 --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-bridge.spec.ts @@ -0,0 +1,50 @@ +import { describe, expect, it, vi } from 'vitest'; +import { createStageBridge, STAGE_MESSAGE_TYPE } from './stage-bridge'; + +function env(referrer = 'https://threadplane.ai/') { + const listeners: ((e: MessageEvent) => void)[] = []; + const parent = { postMessage: vi.fn() } as unknown as Window; + const self = { + addEventListener: (_: string, cb: (e: MessageEvent) => void) => listeners.push(cb), + removeEventListener: vi.fn(), + } as unknown as Window; + return { + referrer, + parent, + self, + fire: (data: unknown, origin = 'https://threadplane.ai', source: unknown = parent) => + listeners.forEach((l) => l({ data, origin, source } as MessageEvent)), + }; +} + +describe('createStageBridge', () => { + it('delivers seek targets from an allowlisted parent and ignores others', () => { + const e = env(); + const bridge = createStageBridge({ referrer: e.referrer, parent: e.parent, self: e.self }); + const seen: number[] = []; + bridge.onSeek((t) => seen.push(t)); + e.fire({ type: STAGE_MESSAGE_TYPE, t: 1200 }); + e.fire({ type: STAGE_MESSAGE_TYPE, t: 5 }, 'https://evil.example'); + e.fire({ type: 'other', t: 7 }); + e.fire({ type: STAGE_MESSAGE_TYPE, t: 'nope' }); + expect(seen).toEqual([1200]); + }); + + it('posts ready and applied state to the parent only', () => { + const e = env(); + const bridge = createStageBridge({ referrer: e.referrer, parent: e.parent, self: e.self }); + bridge.postReady({ totalMs: 9000, beats: [{ beat: 'stream', startMs: 0, endMs: 1000 }] }); + bridge.postState({ applied: 3, phase: 'stream', t: 120 }); + expect((e.parent.postMessage as ReturnType).mock.calls.map((c) => c[0])).toEqual([ + { type: STAGE_MESSAGE_TYPE, ready: true, totalMs: 9000, beats: [{ beat: 'stream', startMs: 0, endMs: 1000 }] }, + { type: STAGE_MESSAGE_TYPE, applied: 3, phase: 'stream', t: 120 }, + ]); + }); + + it('posts nothing when not embedded', () => { + const e = env(); + const bridge = createStageBridge({ referrer: '', parent: e.self, self: e.self }); + bridge.postState({ applied: 1, phase: 'stream', t: 0 }); + expect(e.parent.postMessage).not.toHaveBeenCalled(); + }); +}); diff --git a/examples/chat/angular/src/app/stage/stage-bridge.ts b/examples/chat/angular/src/app/stage/stage-bridge.ts new file mode 100644 index 000000000..7aadc92b5 --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-bridge.ts @@ -0,0 +1,77 @@ +import { isAllowedParentOrigin } from '../hero/hero-bridge'; +import type { StagePhase, TimelineBeat } from './stage-timeline'; + +export const STAGE_MESSAGE_TYPE = 'tplane-stage'; + +export interface StageReady { + totalMs: number; + beats: readonly TimelineBeat[]; +} + +export interface StageState { + applied: number; + phase: StagePhase; + t: number; +} + +export interface StageBridge { + onSeek(cb: (t: number) => void): () => void; + postReady(ready: StageReady): void; + postState(state: StageState): void; +} + +interface BridgeEnv { + referrer: string; + parent: Window; + self: Window; +} + +function originOf(url: string): string | null { + try { + return new URL(url).origin; + } catch { + return null; + } +} + +/** + * The parent page owns scroll and posts `{ type: 'tplane-stage', t }`; the + * frame answers with `{ ready, totalMs, beats }` once and `{ applied, phase, t }` + * whenever its applied state changes. Same origin allowlist as the hero. + */ +export function createStageBridge(env: BridgeEnv): StageBridge { + const fromReferrer = originOf(env.referrer); + let parentOrigin: string | null = + fromReferrer !== null && isAllowedParentOrigin(fromReferrer) ? fromReferrer : null; + const embedded = env.parent !== env.self; + const post = (msg: Record) => { + if (!embedded || parentOrigin === null) return; + env.parent.postMessage({ type: STAGE_MESSAGE_TYPE, ...msg }, parentOrigin); + }; + return { + onSeek(cb) { + const handler = (e: MessageEvent) => { + if (e.source !== env.parent) return; + if (!isAllowedParentOrigin(e.origin)) return; + const d = e.data as { type?: string; t?: unknown } | null; + if (!d || d.type !== STAGE_MESSAGE_TYPE || typeof d.t !== 'number' || !Number.isFinite(d.t)) return; + // Under a strict Referrer-Policy the referrer is empty, so the first + // allowlisted message is how the frame learns where to answer. + if (parentOrigin === null) parentOrigin = e.origin; + cb(d.t); + }; + env.self.addEventListener('message', handler); + return () => env.self.removeEventListener('message', handler); + }, + postReady(ready) { + post({ ready: true, totalMs: ready.totalMs, beats: ready.beats }); + }, + postState(state) { + post({ applied: state.applied, phase: state.phase, t: state.t }); + }, + }; +} + +export function browserStageBridge(): StageBridge { + return createStageBridge({ referrer: document.referrer, parent: window.parent, self: window }); +} diff --git a/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts b/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts new file mode 100644 index 000000000..e5c77280b --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts @@ -0,0 +1,51 @@ +import { describe, expect, it, beforeEach, afterEach } from 'vitest'; +import { TestBed, type ComponentFixture } from '@angular/core/testing'; +import { provideRouter } from '@angular/router'; +import { StageMode } from './stage-mode.component'; +import { StageReplayTransport } from './stage-replay.transport'; +import { MINIMAL } from './stage-recording.fixtures'; + +describe('StageMode', () => { + let fx: ComponentFixture; + + beforeEach(async () => { + StageMode.disableAutoBootForTests(); + TestBed.configureTestingModule({ imports: [StageMode], providers: [provideRouter([])] }); + TestBed.overrideComponent(StageMode, { + set: { providers: StageMode.providersForTest(new StageReplayTransport(async () => MINIMAL)) }, + }); + fx = TestBed.createComponent(StageMode); + fx.detectChanges(); + await fx.whenStable(); + }); + + afterEach(() => StageMode.enableAutoBoot()); + + it('renders the chat, the devtools region, and an inert interrupt host', () => { + const el = fx.nativeElement as HTMLElement; + expect(el.querySelector('chat')).toBeTruthy(); + expect(el.querySelector('chat-debug')).toBeTruthy(); + expect(el.querySelector('[data-stage-interrupt]')?.getAttribute('data-inert')).toBe('true'); + expect(el.querySelector('[data-stage-pill]')?.textContent).toMatch(/recorded LangGraph run/i); + }); + + it('exposes the timeline for recorders and seeks to ?t= on boot', async () => { + await fx.componentInstance.boot(new URLSearchParams('t=25')); + expect(fx.componentInstance.timeline()?.totalMs).toBeGreaterThan(0); + expect(fx.componentInstance.controller()?.t()).toBe(25); + expect(window.__stageApplied?.t).toBe(25); + }); + + it('posts ready and state through the bridge', async () => { + const posted: unknown[] = []; + fx.componentInstance.bridge = { + onSeek: () => () => undefined, + postReady: (r) => posted.push(r), + postState: (s) => posted.push(s), + }; + await fx.componentInstance.boot(new URLSearchParams('t=0')); + fx.detectChanges(); + expect(posted[0]).toMatchObject({ totalMs: expect.any(Number) }); + expect(posted.some((p) => (p as { phase?: string }).phase === 'stream')).toBe(true); + }); +}); diff --git a/examples/chat/angular/src/app/stage/stage-mode.component.ts b/examples/chat/angular/src/app/stage/stage-mode.component.ts new file mode 100644 index 000000000..0276d8c1a --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-mode.component.ts @@ -0,0 +1,391 @@ +import { + ChangeDetectionStrategy, + Component, + DestroyRef, + EnvironmentInjector, + InjectionToken, + afterNextRender, + createEnvironmentInjector, + effect, + inject, + signal, + type Provider, + type WritableSignal, +} from '@angular/core'; +import { + ChatComponent, + ChatInterruptPanelComponent, + createAgentRef, + type AgentRef, + type InterruptAction, +} from '@threadplane/chat'; +import { ChatDebugComponent } from '@threadplane/chat/debug'; +import { + FetchStreamTransport, + injectAgent, + provideAgent, + type AgentConfig, + type LangGraphAgent, +} from '@threadplane/langgraph'; +import { environment } from '../../environments/environment'; +import { demoViews } from '../demo-views'; +import { browserStageBridge, type StageBridge, type StageState } from './stage-bridge'; +import { StageController } from './stage-controller'; +import { StageRecordingTransport } from './stage-recording.transport'; +import { StageReplayTransport } from './stage-replay.transport'; +import { StageScript, type StageScriptHost } from './stage-script'; +import type { StageTimeline } from './stage-timeline'; + +declare global { + interface Window { + /** Published in replay mode so a still recorder can map scroll to time. */ + __stageTimeline?: StageTimeline; + /** The applied state of the last settled seek; the still recorder waits on it. */ + __stageApplied?: StageState; + } +} + +/** The one stage agent: replay-backed normally, live + recording under `?record=1`. */ +export const STAGE_REF = createAgentRef>('stage'); + +/** Held per component instance, not at module scope: a re-entered route starts clean. */ +const STAGE_THREAD_ID = new InjectionToken>('STAGE_THREAD_ID'); +/** The recording transport in record mode; null in replay mode. */ +const STAGE_RECORDING = new InjectionToken('STAGE_RECORDING'); + +/** + * Same filter the demo shell and the hero apply: the canonical graph has + * side-effect LLM nodes (generate_title) whose tokens must not land on the + * just-completed answer, which would trip the streaming-markdown contract and + * stop the NEXT turn from rendering. The replay agent needs it too — the + * recording carries the same events the live run did. + */ +const TRANSCRIPT_NODE_NAMES = ['generate']; + +/** How long the record host waits to observe a submitted run actually starting. */ +const RUN_START_CAP_MS = 2000; +/** How long the record host waits for a reload's history refresh to land. */ +const RELOAD_CAP_MS = 10_000; +const POLL_MS = 50; + +function isRecordMode(): boolean { + if (environment.production || typeof location === 'undefined') return false; + return new URLSearchParams(location.search).get('record') === '1'; +} + +/** + * `provideAgent()` registers the shared AGENT token and aliases the ref to it, + * so two calls in ONE providers array collapse into a single agent. One child + * environment injector per agent keeps that from biting if the stage ever + * grows a second one. + */ +function scopedAgent(ref: AgentRef>, config: AgentConfig): LangGraphAgent { + const injector = createEnvironmentInjector(provideAgent(ref, config), inject(EnvironmentInjector)); + inject(DestroyRef).onDestroy(() => injector.destroy()); + return injector.get(ref.token) as LangGraphAgent; +} + +function stageProviders(replay?: StageReplayTransport): Provider[] { + return [ + // useFactory, not useValue: this array is built once at decorator time, so + // a `new StageReplayTransport()` here would be a module singleton carrying + // its run index across route re-entries. + { provide: StageReplayTransport, useFactory: () => replay ?? new StageReplayTransport() }, + { provide: STAGE_THREAD_ID, useFactory: () => signal(null) }, + { + provide: STAGE_RECORDING, + useFactory: () => { + if (!isRecordMode()) return null; + const threadId = inject(STAGE_THREAD_ID); + let rec: StageRecordingTransport | null = null; + const inner = new FetchStreamTransport(environment.langGraphApiUrl, (id: string) => { + threadId.set(id); + rec?.onThreadId(id); + }); + rec = new StageRecordingTransport(inner); + return rec; + }, + }, + { + provide: STAGE_REF.token, + useFactory: () => { + const threadId = inject(STAGE_THREAD_ID); + const recording = inject(STAGE_RECORDING); + if (recording) { + return scopedAgent(STAGE_REF, { + apiUrl: environment.langGraphApiUrl, + assistantId: environment.assistantId, + threadId, + onThreadId: (id: string) => threadId.set(id), + transport: recording, + transcriptNodeNames: TRANSCRIPT_NODE_NAMES, + }); + } + return scopedAgent(STAGE_REF, { + assistantId: 'stage-replay', + threadId, + transport: inject(StageReplayTransport), + transcriptNodeNames: TRANSCRIPT_NODE_NAMES, + }); + }, + }, + ]; +} + +@Component({ + selector: 'stage-mode', + standalone: true, + imports: [ChatComponent, ChatInterruptPanelComponent, ChatDebugComponent], + changeDetection: ChangeDetectionStrategy.OnPush, + providers: stageProviders(), + template: ` +
+
+ demo.threadplane.ai + + + @if (recording !== null) { + Recording a live LangGraph run + } @else { + Replaying a recorded LangGraph run + } + + Open the live demo ↗ +
+
+
+
+ @if (agent.interrupt?.()) { + + } +
+ +
+ +
+
+ `, + styles: [ + ` + :host { display: block; height: 100%; } + .stage { display: flex; flex-direction: column; height: 100%; } + .stage__bar { display: flex; align-items: center; gap: 12px; padding: 6px 12px; font: 12px/1.3 system-ui, sans-serif; border-bottom: 1px solid rgba(128,128,128,.25); } + .stage__url { opacity: .6; } + .stage__pill { display: inline-flex; align-items: center; gap: 6px; padding: 2px 9px; border-radius: 999px; border: 1px solid #b5731a; color: #b5731a; } + .stage__pill[data-live='true'] { border-color: #2f6f4f; color: #2f6f4f; } + .stage__dot { width: 7px; height: 7px; border-radius: 50%; background: currentColor; } + .stage__open { margin-left: auto; color: inherit; opacity: .7; } + .stage__surface { position: relative; flex: 1; min-height: 0; display: flex; } + /* chat-debug's right dock is position: fixed at width: var(--panel-size, 420px) + (libs/chat/debug/.../chat-debug.component.ts, .panel--right), so it is out of + flow and would sit ON TOP of the transcript. 420 + 16 gutter = 436px. */ + .stage__column { flex: 1; min-width: 0; display: flex; flex-direction: column; padding-right: var(--stage-devtools-width, 436px); } + .stage__column > chat { flex: 1; min-height: 0; } + .stage__interrupt:empty { display: none; } + .stage__interrupt { padding: 8px 12px 0; } + /* Replay is a recording, not a control surface: the panel is shown but + cannot be clicked, so a visitor cannot desync the transcript from t. */ + .stage__interrupt[data-inert='true'] { pointer-events: none; } + `, + ], +}) +export class StageMode { + /** TEST SEAM. Substitutes a preloaded replay transport so no fetch is made. */ + static providersForTest(replay?: StageReplayTransport): Provider[] { + return stageProviders(replay); + } + + /** TEST SEAM. Markup specs must not boot a replay on real timers. */ + static autoBoot = true; + static disableAutoBootForTests(): void { + StageMode.autoBoot = false; + } + static enableAutoBoot(): void { + StageMode.autoBoot = true; + } + + private readonly destroyRef = inject(DestroyRef); + private readonly replayTransport = inject(StageReplayTransport); + private readonly threadId = inject(STAGE_THREAD_ID); + /** Non-null only in record mode. */ + protected readonly recording = inject(STAGE_RECORDING); + protected readonly agent = injectAgent(STAGE_REF) as LangGraphAgent; + /** + * The devtools' agent contract types `state` as `Signal>` while the untyped LangGraph agent exposes `Signal`, so + * the SAME object needs a cast at this one read site. + */ + protected readonly debugAgent = this.agent as unknown as NonNullable< + ReturnType + >; + protected readonly catalog = demoViews(); + + readonly timeline = signal(null); + readonly controller = signal(null); + + /** TEST SEAM. Replaced by the spec; browser bridge by default. */ + bridge: StageBridge = + typeof window === 'undefined' + ? { onSeek: () => () => undefined, postReady: () => undefined, postState: () => undefined } + : browserStageBridge(); + + private lastPosted = ''; + private seekTarget: number | null = null; + private seekFrame: number | null = null; + + constructor() { + afterNextRender(() => { + if (StageMode.autoBoot) { + void this.boot(new URLSearchParams(typeof location === 'undefined' ? '' : location.search)); + } + }); + effect(() => { + const c = this.controller(); + if (!c) return; + this.publish({ applied: c.applied(), phase: c.phase(), t: c.t() }); + }); + } + + /** Public so a spec (or the still recorder's harness) can boot explicitly. */ + async boot(params: URLSearchParams): Promise { + try { + if (this.recording) { + await this.record(); + return; + } + const tl = await this.replayTransport.ready(); + this.timeline.set(tl); + if (typeof window !== 'undefined') window.__stageTimeline = tl; + const controller = new StageController( + this.agent, + this.replayTransport, + tl, + await this.replayTransport.recordingData(), + ); + this.controller.set(controller); + this.bridge.postReady({ totalMs: tl.totalMs, beats: tl.beats }); + const off = this.bridge.onSeek((t) => this.requestSeek(t)); + this.destroyRef.onDestroy(off); + await controller.seek(Number(params.get('t')) || 0); + // Published here as well as from the effect: `await boot()` must imply + // the applied state is observable, without waiting on a render pass. + this.publish({ applied: controller.applied(), phase: controller.phase(), t: controller.t() }); + } catch (err) { + console.error('[stage] boot failed', err); + } + } + + /** + * One `controller.seek()` per animation frame, last target wins: a scroll + * burst posts far more targets than the agent's non-re-entrant submit path + * can absorb. + */ + requestSeek(t: number): void { + this.seekTarget = t; + if (typeof requestAnimationFrame !== 'function') { + void this.controller()?.seek(t); + return; + } + if (this.seekFrame !== null) return; + this.seekFrame = requestAnimationFrame(() => { + this.seekFrame = null; + const target = this.seekTarget; + this.seekTarget = null; + if (target !== null) void this.controller()?.seek(target); + }); + } + + protected async onInterruptAction(action: InterruptAction): Promise { + // Replay's interrupt panel is inert; only the recorder resolves for real. + if (!this.recording) return; + await this.agent.submit(null, { + command: { resume: action === 'accept' ? 'approved' : 'denied' }, + } as never); + } + + private publish(state: StageState): void { + const key = `${state.applied}|${state.phase}|${state.t}`; + if (key === this.lastPosted) return; + this.lastPosted = key; + this.bridge.postState(state); + if (typeof window !== 'undefined') window.__stageApplied = state; + } + + // ── Record mode ─────────────────────────────────────────────────────────── + + /** Drives the four beats against the LIVE agent, producing the recording. */ + private async record(): Promise { + const rec = this.recording; + if (!rec) return; + const agent = this.agent; + const host: StageScriptHost = { + beginRun: (beat, action) => rec.beginRun(beat, action), + submit: async (message, checkpointIndex) => { + const checkpointId = + checkpointIndex !== undefined ? agent.history()[checkpointIndex]?.id : undefined; + void agent.submit({ message }, checkpointId ? ({ checkpointId } as never) : undefined); + await waitUntil(() => agent.isLoading(), RUN_START_CAP_MS); + }, + resume: async (value) => { + void agent.submit(null, { command: { resume: value } } as never); + await waitUntil(() => agent.isLoading(), RUN_START_CAP_MS); + }, + reload: async () => { + // The reload's snapshot is stamped with the run count at the moment + // markReload() fires, so it MUST wait for the adoption's history + // refresh: closing the run first stamps an index the replay's + // getHistory() (which keys on runIndex) can never serve. + const before = rec.recording().histories.length; + const id = this.threadId(); + agent.switchThread(null); + agent.switchThread(id); + await waitUntil( + () => !agent.isThreadLoading() && rec.recording().histories.length > before, + RELOAD_CAP_MS, + ); + rec.markReload(); + }, + isRunning: () => agent.isLoading(), + hasInterrupt: () => !!agent.interrupt?.(), + forkIndex: () => { + // history() is newest-first, so the first checkpoint holding exactly + // the opening question + its answer is the fork point. + const history = agent.history(); + const i = history.findIndex( + (s) => ((s.values as { messages?: unknown[] } | undefined)?.messages?.length ?? 0) === 2, + ); + return i >= 0 ? i : history.length - 1; + }, + sleep, + }; + await new StageScript(host).run(); + } +} + +function sleep(ms: number): Promise { + return new Promise((r) => setTimeout(r, ms)); +} + +/** Polls `pred` until true or the cap elapses; never throws, so a slow run still records. */ +async function waitUntil(pred: () => boolean, capMs: number): Promise { + const deadline = Date.now() + capMs; + while (!pred()) { + if (Date.now() >= deadline) { + console.warn('[stage] record host wait timed out'); + return; + } + await sleep(POLL_MS); + } +} diff --git a/examples/chat/angular/src/app/stage/stage-timeline.ts b/examples/chat/angular/src/app/stage/stage-timeline.ts index 2db31b964..101013248 100644 --- a/examples/chat/angular/src/app/stage/stage-timeline.ts +++ b/examples/chat/angular/src/app/stage/stage-timeline.ts @@ -82,7 +82,11 @@ export function phaseAt(tl: StageTimeline, t: number): StagePhase { } } if (current.run.action.kind === 'resume') return 'resume'; - return current.run.beat; + // The beats and the phases are almost the same vocabulary, except that the + // `approve` beat is rendered as two phases: everything up to the resume run + // is the pause (the request being made and then held), and the resume run + // itself is `resume`, handled above. + return current.run.beat === 'approve' ? 'pause' : current.run.beat; } /** From a9b64f6ab8ba68f53b05c78055a679685dc558a2 Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 19:03:05 -0700 Subject: [PATCH 13/17] fix(examples/chat): /stage ships chat-debug in its own chunk, keeps the devtools open, docks responsively, and reports the approve stream as streaming Co-Authored-By: Claude Fable 5.1 --- examples/chat/angular/project.json | 1 - .../app/stage/stage-mode.component.spec.ts | 62 ++++++++++ .../src/app/stage/stage-mode.component.ts | 112 ++++++++++++++++-- .../src/app/stage/stage-timeline.spec.ts | 4 + .../angular/src/app/stage/stage-timeline.ts | 9 +- 5 files changed, 170 insertions(+), 18 deletions(-) diff --git a/examples/chat/angular/project.json b/examples/chat/angular/project.json index 08f209f45..9fa578d77 100644 --- a/examples/chat/angular/project.json +++ b/examples/chat/angular/project.json @@ -40,7 +40,6 @@ "define": { "THREADPLANE_CHAT_DEBUG": "false" }, - "externalDependencies": ["@threadplane/chat/debug"], "budgets": [ { "type": "initial", diff --git a/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts b/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts index e5c77280b..51addd6e4 100644 --- a/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts @@ -48,4 +48,66 @@ describe('StageMode', () => { expect(posted[0]).toMatchObject({ totalMs: expect.any(Number) }); expect(posted.some((p) => (p as { phase?: string }).phase === 'stream')).toBe(true); }); + + it('keeps the devtools open when a click lands outside the panel', async () => { + const el = fx.nativeElement as HTMLElement; + const region = () => el.querySelector('[role="region"][aria-label="Chat devtools"]'); + expect(region()).toBeTruthy(); + document.dispatchEvent(new MouseEvent('click', { bubbles: true, composed: true })); + fx.detectChanges(); + await fx.whenStable(); + fx.detectChanges(); + expect(region()).toBeTruthy(); + }); +}); + +describe('StageMode responsive dock', () => { + const realMatchMedia = window.matchMedia; + + beforeEach(() => StageMode.disableAutoBootForTests()); + afterEach(() => { + window.matchMedia = realMatchMedia; + StageMode.enableAutoBoot(); + }); + + function stubWidth(width: number): void { + window.matchMedia = ((query: string) => { + const min = Number(/min-width:\s*(\d+)px/.exec(query)?.[1] ?? 0); + return { matches: width >= min, media: query } as MediaQueryList; + }) as typeof window.matchMedia; + } + + async function mount(): Promise> { + TestBed.resetTestingModule(); + TestBed.configureTestingModule({ imports: [StageMode], providers: [provideRouter([])] }); + TestBed.overrideComponent(StageMode, { + set: { providers: StageMode.providersForTest(new StageReplayTransport(async () => MINIMAL)) }, + }); + const fixture = TestBed.createComponent(StageMode); + fixture.detectChanges(); + await fixture.whenStable(); + fixture.detectChanges(); + return fixture; + } + + it('renders no devtools on a phone-width frame', async () => { + stubWidth(600); + const fixture = await mount(); + const el = fixture.nativeElement as HTMLElement; + expect(el.querySelector('chat-debug')).toBeNull(); + expect(el.querySelector('.stage')?.getAttribute('data-dock')).toBe('none'); + }); + + it('docks bottom on a tablet-width frame and right on a wide one', async () => { + stubWidth(900); + let fixture = await mount(); + expect((fixture.nativeElement as HTMLElement).querySelector('.stage')?.getAttribute('data-dock')).toBe( + 'bottom', + ); + stubWidth(1280); + fixture = await mount(); + expect((fixture.nativeElement as HTMLElement).querySelector('.stage')?.getAttribute('data-dock')).toBe( + 'right', + ); + }); }); diff --git a/examples/chat/angular/src/app/stage/stage-mode.component.ts b/examples/chat/angular/src/app/stage/stage-mode.component.ts index 0276d8c1a..f2b4a8488 100644 --- a/examples/chat/angular/src/app/stage/stage-mode.component.ts +++ b/examples/chat/angular/src/app/stage/stage-mode.component.ts @@ -9,6 +9,7 @@ import { effect, inject, signal, + viewChild, type Provider, type WritableSignal, } from '@angular/core'; @@ -68,6 +69,23 @@ const RUN_START_CAP_MS = 2000; const RELOAD_CAP_MS = 10_000; const POLL_MS = 50; +/** + * Where the devtools panel sits, by frame width. `none` is the phone path: the + * website renders stills there, so a docked panel would only eat the chat. + */ +export type StageDock = 'right' | 'bottom' | 'none'; + +const WIDE_QUERY = '(min-width: 1024px)'; +const MEDIUM_QUERY = '(min-width: 768px)'; + +/** SSR/test-safe: without `matchMedia` we assume the wide frame the stage is authored for. */ +function readStageDock(): StageDock { + if (typeof window === 'undefined' || typeof window.matchMedia !== 'function') return 'right'; + if (window.matchMedia(WIDE_QUERY).matches) return 'right'; + if (window.matchMedia(MEDIUM_QUERY).matches) return 'bottom'; + return 'none'; +} + function isRecordMode(): boolean { if (environment.production || typeof location === 'undefined') return false; return new URLSearchParams(location.search).get('record') === '1'; @@ -139,7 +157,7 @@ function stageProviders(replay?: StageReplayTransport): Provider[] { changeDetection: ChangeDetectionStrategy.OnPush, providers: stageProviders(), template: ` -
+
demo.threadplane.ai @@ -167,13 +185,28 @@ function stageProviders(replay?: StageReplayTransport): Provider[] {
- + + @if (dock() === 'right') { + + } @else if (dock() === 'bottom') { + + }
`, @@ -191,7 +224,11 @@ function stageProviders(replay?: StageReplayTransport): Provider[] { /* chat-debug's right dock is position: fixed at width: var(--panel-size, 420px) (libs/chat/debug/.../chat-debug.component.ts, .panel--right), so it is out of flow and would sit ON TOP of the transcript. 420 + 16 gutter = 436px. */ - .stage__column { flex: 1; min-width: 0; display: flex; flex-direction: column; padding-right: var(--stage-devtools-width, 436px); } + .stage__column { flex: 1; min-width: 0; display: flex; flex-direction: column; } + .stage[data-dock='right'] .stage__column { padding-right: var(--stage-devtools-width, 436px); } + /* The bottom dock is fixed to the viewport bottom at 40vh; below 768px no + panel renders at all, so the column keeps its full height. */ + .stage[data-dock='bottom'] .stage__column { padding-bottom: 40vh; } .stage__column > chat { flex: 1; min-height: 0; } .stage__interrupt:empty { display: none; } .stage__interrupt { padding: 8px 12px 0; } @@ -225,13 +262,26 @@ export class StageMode { /** * The devtools' agent contract types `state` as `Signal>` while the untyped LangGraph agent exposes `Signal`, so - * the SAME object needs a cast at this one read site. + * the SAME object needs a cast at this one read site. `DebugAgentWithHistory` + * is not exported from `@threadplane/chat/debug`, so the with-history half of + * the input's union is extracted from the input type itself — the panel's + * Timeline tab only appears for an agent that carries `history`. */ - protected readonly debugAgent = this.agent as unknown as NonNullable< - ReturnType + protected readonly debugAgent = this.agent as unknown as Extract< + NonNullable>, + { history: unknown } >; protected readonly catalog = demoViews(); + /** + * Per-load key. The panel persists `open` under its storage key and closes + * itself on any document click, so a shared key would carry `open: false` + * into the next load and the stage would render with no devtools at all. + */ + protected readonly storageKey = `stage-debug-${Date.now()}`; + protected readonly dock = signal(readStageDock()); + private readonly debugPanel = viewChild(ChatDebugComponent); + readonly timeline = signal(null); readonly controller = signal(null); @@ -246,6 +296,13 @@ export class StageMode { private seekFrame: number | null = null; constructor() { + this.watchDock(); + this.destroyRef.onDestroy(() => { + if (this.seekFrame !== null && typeof cancelAnimationFrame === 'function') { + cancelAnimationFrame(this.seekFrame); + } + this.seekFrame = null; + }); afterNextRender(() => { if (StageMode.autoBoot) { void this.boot(new URLSearchParams(typeof location === 'undefined' ? '' : location.search)); @@ -258,6 +315,31 @@ export class StageMode { }); } + /** + * The devtools panel dismisses itself on ANY document click (and on Escape), + * which on the stage means the first click in the transcript would hide it + * for good. The stage is a display surface, so a close is reversed the + * instant it is reported. + */ + protected onDebugOpenChange(open: boolean): void { + if (open) return; + this.debugPanel()?.setOpen(true); + } + + /** Re-reads the dock whenever the frame crosses a breakpoint. */ + private watchDock(): void { + if (typeof window === 'undefined' || typeof window.matchMedia !== 'function') return; + const update = () => this.dock.set(readStageDock()); + for (const query of [WIDE_QUERY, MEDIUM_QUERY]) { + const mql = window.matchMedia(query); + // `addEventListener` is missing on older MediaQueryList shims (and on the + // stubs a spec installs), so an absent listener must not break the stage. + if (typeof mql?.addEventListener !== 'function') continue; + mql.addEventListener('change', update); + this.destroyRef.onDestroy(() => mql.removeEventListener('change', update)); + } + } + /** Public so a spec (or the still recorder's harness) can boot explicitly. */ async boot(params: URLSearchParams): Promise { try { @@ -347,9 +429,13 @@ export class StageMode { // markReload() fires, so it MUST wait for the adoption's history // refresh: closing the run first stamps an index the replay's // getHistory() (which keys on runIndex) can never serve. - const before = rec.recording().histories.length; const id = this.threadId(); agent.switchThread(null); + // Baseline AFTER the detach has been given a turn: a refresh still in + // flight from the previous beat would otherwise land and satisfy the + // growth check below without the adoption having refreshed at all. + await sleep(0); + const before = rec.recording().histories.length; agent.switchThread(id); await waitUntil( () => !agent.isThreadLoading() && rec.recording().histories.length > before, diff --git a/examples/chat/angular/src/app/stage/stage-timeline.spec.ts b/examples/chat/angular/src/app/stage/stage-timeline.spec.ts index fe03b15cb..50a6e257e 100644 --- a/examples/chat/angular/src/app/stage/stage-timeline.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-timeline.spec.ts @@ -31,6 +31,10 @@ describe('phaseAt', () => { expect(phaseAt(tl, tl.runs[5].startMs)).toBe('resume'); expect(phaseAt(tl, tl.totalMs)).toBe('render'); }); + it('separates the approve submit run (streaming) from the authored hold', () => { + expect(phaseAt(tl, tl.runs[4].startMs + 1)).toBe('stream'); + expect(phaseAt(tl, tl.hold.startMs + 1)).toBe('pause'); + }); }); describe('phaseReachedAt', () => { diff --git a/examples/chat/angular/src/app/stage/stage-timeline.ts b/examples/chat/angular/src/app/stage/stage-timeline.ts index 101013248..72e58e3ea 100644 --- a/examples/chat/angular/src/app/stage/stage-timeline.ts +++ b/examples/chat/angular/src/app/stage/stage-timeline.ts @@ -83,10 +83,11 @@ export function phaseAt(tl: StageTimeline, t: number): StagePhase { } if (current.run.action.kind === 'resume') return 'resume'; // The beats and the phases are almost the same vocabulary, except that the - // `approve` beat is rendered as two phases: everything up to the resume run - // is the pause (the request being made and then held), and the resume run - // itself is `resume`, handled above. - return current.run.beat === 'approve' ? 'pause' : current.run.beat; + // `approve` beat spans three phases: the submit run that streams up to the + // interrupt is `stream`, the authored hold is `pause` (returned above), and + // the resume run is `resume` (also above). Reporting the submit run as + // `pause` would leave a parent unable to tell streaming from held. + return current.run.beat === 'approve' ? 'stream' : current.run.beat; } /** From 320464d4fc1db2e9a31d1555754ec598c364a951 Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 19:33:18 -0700 Subject: [PATCH 14/17] feat(examples/chat): record the four-beat stage fixture live MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The record host now resolves a submit/resume only once the run has closed AND its closing history refresh has landed. Resolving as soon as the agent reported "running" let the script start the next beat (a reload, which detaches and re-adopts the thread) while the first run was still streaming, which aborted it: run 0 recorded zero events and its thread had no checkpoints at reload time. A run that closes on an interrupt is the one exception — the bridge finalizes it as the interrupt arrives and skips the refresh, in replay exactly as in record — so the fixture spec expects a snapshot after every completed run except the one a resume follows. Take 6: 7 runs, 2,275 events, one list_backups → one delete_backups pause, a 116-character audit on resume, 9.1 MB pretty-printed like hero-replay.json. Co-Authored-By: Claude Fable 5.1 --- .../e2e/record-stage-fixture.record.ts | 35 + .../angular/e2e/record-stage-live.config.ts | 52 + .../chat/angular/public/stage-replay.json | 206264 +++++++++++++++ .../src/app/stage/stage-mode.component.ts | 23 +- .../app/stage/stage-replay.fixture.spec.ts | 68 + .../angular/src/app/stage/stage-script.ts | 9 +- 6 files changed, 206443 insertions(+), 8 deletions(-) create mode 100644 examples/chat/angular/e2e/record-stage-fixture.record.ts create mode 100644 examples/chat/angular/e2e/record-stage-live.config.ts create mode 100644 examples/chat/angular/public/stage-replay.json create mode 100644 examples/chat/angular/src/app/stage/stage-replay.fixture.spec.ts diff --git a/examples/chat/angular/e2e/record-stage-fixture.record.ts b/examples/chat/angular/e2e/record-stage-fixture.record.ts new file mode 100644 index 000000000..fd34da0e7 --- /dev/null +++ b/examples/chat/angular/e2e/record-stage-fixture.record.ts @@ -0,0 +1,35 @@ +/** + * NOT a test. Drives /stage?record=1 (the four-beat script against the live + * agent, wrapped in StageRecordingTransport) and writes public/stage-replay.json. + * Run through record-stage-live.config.ts with the backend on :2024 and the + * dev server on :4200 already up. Takes vary; commit a complete one and never + * edit its prose. + */ +import { test, expect } from '@playwright/test'; +import { writeFileSync } from 'node:fs'; +import { resolve } from 'node:path'; + +const OUT = resolve(__dirname, '../public/stage-replay.json'); +/* eslint-disable @typescript-eslint/no-explicit-any */ + +test('record stage fixture', async ({ page }) => { + page.on('console', (m) => { console.log(`[browser:${m.type()}]`, m.text()); }); + await page.goto('/stage?record=1'); + await expect.poll(async () => page.evaluate(() => (window as any).__stageRecording?.runs.length ?? 0), { timeout: 400_000 }).toBe(7); + let last = -1; + for (let i = 0; i < 40; i++) { + const n = await page.evaluate(() => (window as any).__stageRecording?.runs.at(-1)?.events.length ?? 0); + if (n > 0 && n === last) break; + last = n; + await page.waitForTimeout(3000); + } + // Let the final run-close history refresh land before reading. + await page.waitForTimeout(2000); + const rec = await page.evaluate(() => (window as any).__stageRecording); + expect(rec.runs.map((r: any) => `${r.beat}:${r.action.kind}`)).toEqual([ + 'stream:submit', 'persist:reload', 'persist:submit', 'persist:submit', 'approve:submit', 'approve:resume', 'render:submit', + ]); + expect(rec.threadId).toBeTruthy(); + writeFileSync(OUT, JSON.stringify(rec, null, 2) + '\n'); + console.log(`wrote ${OUT}`); +}); diff --git a/examples/chat/angular/e2e/record-stage-live.config.ts b/examples/chat/angular/e2e/record-stage-live.config.ts new file mode 100644 index 000000000..524905ee2 --- /dev/null +++ b/examples/chat/angular/e2e/record-stage-live.config.ts @@ -0,0 +1,52 @@ +/** + * Playwright config for recording the stage walkthrough fixture against the + * REAL model, rather than the aimock replay `record-stage.config.ts` uses. + * + * `public/stage-replay.json` is shipped behind a pill that reads "Replaying a + * recorded LangGraph run", so the words in it have to be words a model actually + * said. Recording through aimock makes the stream events real but the prose + * authored, which the pill then misrepresents. + * + * Unlike the other configs this one starts NOTHING — bring your own servers, so + * that the OpenAI key stays in your shell and never reaches a committed file: + * + * # 1. backend on :2024, pointed at the real API + * cd examples/chat/python && \ + * export OPENAI_API_KEY=$(grep -E '^OPENAI_API_KEY=' ../../../.env | cut -d= -f2-) && \ + * uv run langgraph dev --port 2024 --no-browser + * + * # 2. the demo on :4200 (dev build — /stage?record=1 is inert in production) + * npx nx serve examples-chat-angular --port 4200 + * + * # 3. one take + * npx playwright test -c examples/chat/angular/e2e/record-stage-live.config.ts record-stage-fixture + * + * Takes vary: the model is free to answer how it likes, so record several and + * commit the best COMPLETE one (the recorder's own assertions — seven runs in + * the exact beat order, a truthy threadId — reject incomplete takes for you). + * Picking a take is the same latitude a demo video has. Editing what the model + * said is not: that is what this config exists to stop. + * + * The timeout is far longer than the replay config's because a real run streams + * at model speed, with reasoning, instead of at aimock speed. + * + * In a worktree, `../../../.env` (relative to examples/chat/python) does not + * exist — the `.env` lives in the primary checkout, so point the export at + * that path instead. + */ +import { defineConfig } from '@playwright/test'; + +export default defineConfig({ + testDir: '.', + testMatch: '**/record-stage-fixture.record.ts', + fullyParallel: false, + workers: 1, + retries: 0, + reporter: 'list', + timeout: 600_000, + use: { + baseURL: 'http://localhost:4200', + viewport: { width: 1200, height: 720 }, + }, + outputDir: './.record-output', +}); diff --git a/examples/chat/angular/public/stage-replay.json b/examples/chat/angular/public/stage-replay.json new file mode 100644 index 000000000..9ae261ab4 --- /dev/null +++ b/examples/chat/angular/public/stage-replay.json @@ -0,0 +1,206264 @@ +{ + "version": 2, + "recordedAt": "2026-09-06T02:31:14.457Z", + "threadId": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "runs": [ + { + "beat": "stream", + "action": { + "kind": "submit", + "message": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. 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Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 9562, + "output_tokens": 560, + "total_tokens": 10122, + "input_token_details": { + "cache_read": 9216 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + } + } + }, + { + "tMs": 8555, + "event": { + "type": "updates", + "attach_citations": { + "messages": [ + { + "content": "", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "remove", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNB2xRsO-N6mXlvzWFrDPdtcNqjwu3kIAuXPMnyubp8TUDGAkb4A8dtQbKjk7wUN_EKnNW4p576Bq2kEs_qW3T9FNd3EO7BelpLFsGqteYPfYKpHcyTLF018uX6NPBgD3KfyoCnpcrBtVcT47BYQDETmDxm_aG30rfYrpIHYDcdBHYBO_6-iAJMge1gPO2hpqoNIlDyLmDL5heVtiAvIVQt-2qqDBAABseqqBK16Ll0Okc6_esIduSJPIEtnscQQ0iTLFP5lqwgYvJegnJAkk53bOw4Yfohp8Hwb1ug8b1r88ycubgZVSRBExTdIxeUKTpA36NCJSFDkxDumOsHkktJ_RmEYpEdcjwQdvVkm1C3jmuOtynnuJfiGOQjctVDEB_O_x4Tg4yKMgjAnJNJAecjnhonUxLZGSxMj5KMdZw0EQ-XxNkKLxiBtvYBzIx18E-zceM6wyVzSo6aEboHrpIa0LWNu_XSPN1SGSpVgAt-dhWBQNU20OjWp5sDXx7RHKCnLtGGD4EHWYuJdB0sO92ak-IP-_XvIDLMk737k5P-LDesl1KM7L-zLG5wJlUJR_naj8Ig8AdkXOeS2d8x47IKcSCe-GerXed-muHJ0eIx-ubTRKpjLmXq5vOQZAe9Hy3Tk8LqI6fJalq8gXNLAD2qmRDboyV6B1uPU2_BKvp4W7ngJIhO40lyEdZnKqiztiEOtIQTbWzasZBdSENOddsFAjquUclgx_VwxwYnGb2TIO1XATmG9xUdblX8dro9SftyEwPiyYxxknHXsW7b8NGVINYaHihvaaqnRibk8VPqJqmLtTKdk1FuX2egYaXf7K2JOiSMaRMPzfXBlTFExrJn9S1554cDr-zy59VS4Z0Dg-gNz6djAmStpFcAgHOCx_P7CVugbSUUbD7LT6PAvAQNsJkCQjc-zs_gmBVYMqnYTIjByAQcixZFawz4d2jUjTRCzaMF7-0r8qsXC7n03XByoS1d1hbzQa9LIM28kD04noORGFjlWFiU67RS6E8v-4L0iyjnb2JhhmOA1W09nxhxnHhMDU1SDThVytW5yW2QbL-kseznFNJOLVQYpeh6BdeXpPqJbOsnEQL1bCrt774ec-MxLAY6_z2ifcRGSI5h_e7MtAgy0le5-1Br4deSC7GKnkFTgLmejRmFeFGWv7ucp5tLeOHrGf78H1gAp1FBJDQA=", + "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + } + ] + }, + "data": { + "attach_citations": { + "messages": [ + { + "content": "", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "remove", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNB2xRsO-N6mXlvzWFrDPdtcNqjwu3kIAuXPMnyubp8TUDGAkb4A8dtQbKjk7wUN_EKnNW4p576Bq2kEs_qW3T9FNd3EO7BelpLFsGqteYPfYKpHcyTLF018uX6NPBgD3KfyoCnpcrBtVcT47BYQDETmDxm_aG30rfYrpIHYDcdBHYBO_6-iAJMge1gPO2hpqoNIlDyLmDL5heVtiAvIVQt-2qqDBAABseqqBK16Ll0Okc6_esIduSJPIEtnscQQ0iTLFP5lqwgYvJegnJAkk53bOw4Yfohp8Hwb1ug8b1r88ycubgZVSRBExTdIxeUKTpA36NCJSFDkxDumOsHkktJ_RmEYpEdcjwQdvVkm1C3jmuOtynnuJfiGOQjctVDEB_O_x4Tg4yKMgjAnJNJAecjnhonUxLZGSxMj5KMdZw0EQ-XxNkKLxiBtvYBzIx18E-zceM6wyVzSo6aEboHrpIa0LWNu_XSPN1SGSpVgAt-dhWBQNU20OjWp5sDXx7RHKCnLtGGD4EHWYuJdB0sO92ak-IP-_XvIDLMk737k5P-LDesl1KM7L-zLG5wJlUJR_naj8Ig8AdkXOeS2d8x47IKcSCe-GerXed-muHJ0eIx-ubTRKpjLmXq5vOQZAe9Hy3Tk8LqI6fJalq8gXNLAD2qmRDboyV6B1uPU2_BKvp4W7ngJIhO40lyEdZnKqiztiEOtIQTbWzasZBdSENOddsFAjquUclgx_VwxwYnGb2TIO1XATmG9xUdblX8dro9SftyEwPiyYxxknHXsW7b8NGVINYaHihvaaqnRibk8VPqJqmLtTKdk1FuX2egYaXf7K2JOiSMaRMPzfXBlTFExrJn9S1554cDr-zy59VS4Z0Dg-gNz6djAmStpFcAgHOCx_P7CVugbSUUbD7LT6PAvAQNsJkCQjc-zs_gmBVYMqnYTIjByAQcixZFawz4d2jUjTRCzaMF7-0r8qsXC7n03XByoS1d1hbzQa9LIM28kD04noORGFjlWFiU67RS6E8v-4L0iyjnb2JhhmOA1W09nxhxnHhMDU1SDThVytW5yW2QbL-kseznFNJOLVQYpeh6BdeXpPqJbOsnEQL1bCrt774ec-MxLAY6_z2ifcRGSI5h_e7MtAgy0le5-1Br4deSC7GKnkFTgLmejRmFeFGWv7ucp5tLeOHrGf78H1gAp1FBJDQA=", + "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + } + ] + } + } + } + }, + { + "tMs": 8556, + "event": { + "type": "values", + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + } + ], + "data": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. 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Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ], + "data": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + } + } + }, + { + "tMs": 5191, + "event": { + "type": "updates", + "attach_citations": null, + "data": { + "attach_citations": null + } + } + }, + { + "tMs": 5201, + "event": { + "type": "updates", + "generate_title": null, + "data": { + "generate_title": null + } + } + } + ] + }, + { + "beat": "persist", + "action": { + "kind": "submit", + "message": "Make it a haiku instead.", + "checkpointIndex": 9 + }, + "events": [ + { + "tMs": 1036, + "event": { + "type": "metadata", + "run_id": "01a0748e-83a9-7cf3-83c5-00e24cb70205", + "attempt": 1, + "data": { + "run_id": "01a0748e-83a9-7cf3-83c5-00e24cb70205", + "attempt": 1 + } + } + }, + { + "tMs": 1039, + "event": { + "type": "values", + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "Make it a haiku instead.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "7b6bf152-219f-47ab-acfd-b76c6d636c64" + } + ], + "data": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "Make it a haiku instead.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "7b6bf152-219f-47ab-acfd-b76c6d636c64" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd08594c487d0affe4ca93df26dd3", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCFguWZ1b73YEbg1TFNc-IwNkdO0bKyfQbh7WxCiiJ_bcdfj8RglkIWCAOJrhqpfb2ZQTrx-wI9Wl0doEMOJcwwFRj-Xx0NaNbJMkOn8S5v95iOy1cY1NgjrefKBQv7994WM_g-LAhRNs8TC6YqLDIrzpbcVhXmE2QZXiD8pxq8xOgHhZFikkmmrloyGBwa7SZ73jUytPD9X7HkYDNn3JWNVcvXxJlENK4-Cy8zbj9gjY5S1bqEvQUYi45etKwN52czxSj5_8APyMoq7Zcv3sn-0aVp0Ji9rmApZy69eNs4-kqqAQG22OpwicAiM46i35JvdOQxaRc94uHQW1jLlkSyNC-uTjTa3KDh0T-t6A-RX8YSRfwwWMVJRg3jYVupvE7fE6zTnkkfAw_2aCUN72SbQ2fuA7kXj95yyZWS-M-_dLiTGU7tEvvF_Wx4GEchYwpHgR6J7VoR3htiFytyHN3T74y2GyasVv3_Wv-PZwHuHg0qoGsk8PTlkFdazYzzOirYOSrbXdSabLmsw2K8FI9hi4rhgrVbOvsZu_tJWOvwP4qJDCnJR0Ceh0fUAJzd_J1XaDhPlrAch7VfuQMdpibJEA0Emu3JBIbvtSNlRTljbKEvXzvxLhEk-JuFdmAFfMZceOxL-MGiRCs4wxdq2e19tWebgb9haWudgzvAuaOSX25A4bcnGLbveUb936bNh109-RrfKI1MCHVCgS10qP_5IxnceXxwbaQL0giCJBEBlI1FnY0QnJYfzGwBlU9GLi0iLZOiAGpqICtNCVvN4QYr3w_Lv3z7YTu8HN04Z2K9doDwWbC_PkH4lHjKSjnk_ldCNtLdzgg74Z7vRZXkxxF_VSJwVF3aYrZwvIyxIy3RGOLPA8ra-iQGtcJPZT_wL_jaXhTnPABUYhv1Fht7jIrFxomtT2U3nx_5K3ZFrsO0ppsh7kmB0hOxUfeTSE6M8Pktx1nq5LGndL7klEn7rWpIKKvH8TgXRRx3ZbUmZSh2E3UvmTKWI7PrtDn3RFF60bSGXnEaM70X-6daPrd9jh_TMLcx86k6bzAZDCdgSuBTTdQX21Gmz6RarHxDv5EU7_YrifflRt56ccnYckuQ-PaJ7LVwVZ0ruejNuiq42laaNfau94DE92_r13XkbeguFvwcbePSzzG_PWi43OnitoPh_y8TJpAvL3lNUFp7EFc8tGw=", + "index": 0 + }, + { + "type": "text", + "text": "Signals hold, spread change \nComputed blooms, effects wake — clear \nBridges to Rx flow", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd085b15087d087efbebc0e357917" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "created_at": 1788661893, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10300, + "output_tokens": 37, + "total_tokens": 10337, + "input_token_details": { + "cache_read": 9984 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ], + "data": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "Make it a haiku instead.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "7b6bf152-219f-47ab-acfd-b76c6d636c64" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd08594c487d0affe4ca93df26dd3", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCFguWZ1b73YEbg1TFNc-IwNkdO0bKyfQbh7WxCiiJ_bcdfj8RglkIWCAOJrhqpfb2ZQTrx-wI9Wl0doEMOJcwwFRj-Xx0NaNbJMkOn8S5v95iOy1cY1NgjrefKBQv7994WM_g-LAhRNs8TC6YqLDIrzpbcVhXmE2QZXiD8pxq8xOgHhZFikkmmrloyGBwa7SZ73jUytPD9X7HkYDNn3JWNVcvXxJlENK4-Cy8zbj9gjY5S1bqEvQUYi45etKwN52czxSj5_8APyMoq7Zcv3sn-0aVp0Ji9rmApZy69eNs4-kqqAQG22OpwicAiM46i35JvdOQxaRc94uHQW1jLlkSyNC-uTjTa3KDh0T-t6A-RX8YSRfwwWMVJRg3jYVupvE7fE6zTnkkfAw_2aCUN72SbQ2fuA7kXj95yyZWS-M-_dLiTGU7tEvvF_Wx4GEchYwpHgR6J7VoR3htiFytyHN3T74y2GyasVv3_Wv-PZwHuHg0qoGsk8PTlkFdazYzzOirYOSrbXdSabLmsw2K8FI9hi4rhgrVbOvsZu_tJWOvwP4qJDCnJR0Ceh0fUAJzd_J1XaDhPlrAch7VfuQMdpibJEA0Emu3JBIbvtSNlRTljbKEvXzvxLhEk-JuFdmAFfMZceOxL-MGiRCs4wxdq2e19tWebgb9haWudgzvAuaOSX25A4bcnGLbveUb936bNh109-RrfKI1MCHVCgS10qP_5IxnceXxwbaQL0giCJBEBlI1FnY0QnJYfzGwBlU9GLi0iLZOiAGpqICtNCVvN4QYr3w_Lv3z7YTu8HN04Z2K9doDwWbC_PkH4lHjKSjnk_ldCNtLdzgg74Z7vRZXkxxF_VSJwVF3aYrZwvIyxIy3RGOLPA8ra-iQGtcJPZT_wL_jaXhTnPABUYhv1Fht7jIrFxomtT2U3nx_5K3ZFrsO0ppsh7kmB0hOxUfeTSE6M8Pktx1nq5LGndL7klEn7rWpIKKvH8TgXRRx3ZbUmZSh2E3UvmTKWI7PrtDn3RFF60bSGXnEaM70X-6daPrd9jh_TMLcx86k6bzAZDCdgSuBTTdQX21Gmz6RarHxDv5EU7_YrifflRt56ccnYckuQ-PaJ7LVwVZ0ruejNuiq42laaNfau94DE92_r13XkbeguFvwcbePSzzG_PWi43OnitoPh_y8TJpAvL3lNUFp7EFc8tGw=", + "index": 0 + }, + { + "type": "text", + "text": "Signals hold, spread change \nComputed blooms, effects wake — clear \nBridges to Rx flow", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd085b15087d087efbebc0e357917" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "created_at": 1788661893, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10300, + "output_tokens": 37, + "total_tokens": 10337, + "input_token_details": { + "cache_read": 9984 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "Clean up our old database backups, anything older than 90 days.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "b753a836-cc3b-46b9-84e5-a81a98cdc2a8" + } + ], + "data": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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older than 90 days.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "b753a836-cc3b-46b9-84e5-a81a98cdc2a8" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd08977d887d0958d7b91d1a54cd2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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"usage_metadata": { + "input_tokens": 9314, + "output_tokens": 41, + "total_tokens": 9355, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "[{\"id\": \"ng-signals-overview\", \"title\": \"Signals \\u2014 Angular guide\", \"url\": \"https://angular.dev/guide/signals\", \"snippet\": \"Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions.\"}, {\"id\": \"ng-signals-rxjs\", \"title\": \"RxJS interop with signals\", \"url\": \"https://angular.dev/guide/signals/rxjs-interop\", \"snippet\": \"toSignal() and toObservable() bridge between RxJS Observables and signals.\"}, {\"id\": \"ng-control-flow\", \"title\": \"Built-in control flow \\u2014 @if, @for, @switch\", \"url\": \"https://angular.dev/guide/templates/control-flow\", \"sourceType\": \"file\", \"snippet\": \"Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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+ "index": 0 + }, + { + "type": "text", + "text": "Signals hold, spread change \nComputed blooms, effects wake — clear \nBridges to Rx flow", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd085b15087d087efbebc0e357917" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "created_at": 1788661893, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10300, + "output_tokens": 37, + "total_tokens": 10337, + "input_token_details": { + "cache_read": 9984 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "Clean up our old database backups, anything 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "Make it a haiku instead.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "7b6bf152-219f-47ab-acfd-b76c6d636c64" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd08594c487d0affe4ca93df26dd3", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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older than 90 days.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "b753a836-cc3b-46b9-84e5-a81a98cdc2a8" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd08977d887d0958d7b91d1a54cd2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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"usage_metadata": { + "input_tokens": 9314, + "output_tokens": 41, + "total_tokens": 9355, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "[{\"id\": \"ng-signals-overview\", \"title\": \"Signals \\u2014 Angular guide\", \"url\": \"https://angular.dev/guide/signals\", \"snippet\": \"Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions.\"}, {\"id\": \"ng-signals-rxjs\", \"title\": \"RxJS interop with signals\", \"url\": \"https://angular.dev/guide/signals/rxjs-interop\", \"snippet\": \"toSignal() and toObservable() bridge between RxJS Observables and signals.\"}, {\"id\": \"ng-control-flow\", \"title\": \"Built-in control flow \\u2014 @if, @for, @switch\", \"url\": \"https://angular.dev/guide/templates/control-flow\", \"sourceType\": \"file\", \"snippet\": \"Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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+ "index": 0 + }, + { + "type": "text", + "text": "Signals hold, spread change \nComputed blooms, effects wake — clear \nBridges to Rx flow", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd085b15087d087efbebc0e357917" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "created_at": 1788661893, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10300, + "output_tokens": 37, + "total_tokens": 10337, + "input_token_details": { + "cache_read": 9984 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "Clean up our old database backups, anything 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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"usage_metadata": { + "input_tokens": 9314, + "output_tokens": 41, + "total_tokens": 9355, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "[{\"id\": \"ng-signals-overview\", \"title\": \"Signals \\u2014 Angular guide\", \"url\": \"https://angular.dev/guide/signals\", \"snippet\": \"Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions.\"}, {\"id\": \"ng-signals-rxjs\", \"title\": \"RxJS interop with signals\", \"url\": \"https://angular.dev/guide/signals/rxjs-interop\", \"snippet\": \"toSignal() and toObservable() bridge between RxJS Observables and signals.\"}, {\"id\": \"ng-control-flow\", \"title\": \"Built-in control flow \\u2014 @if, @for, @switch\", \"url\": \"https://angular.dev/guide/templates/control-flow\", \"sourceType\": \"file\", \"snippet\": \"Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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+ "index": 0 + }, + { + "type": "text", + "text": "Signals hold, spread change \nComputed blooms, effects wake — clear \nBridges to Rx flow", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd085b15087d087efbebc0e357917" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "created_at": 1788661893, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10300, + "output_tokens": 37, + "total_tokens": 10337, + "input_token_details": { + "cache_read": 9984 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "Clean up our old database backups, anything 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + } + ] + }, + "next": [ + "generate_title" + ], + "tasks": [ + { + "id": "1e7d7b21-1926-9d0e-727f-a53c61f25b6c", + "name": "generate_title", + "path": [ + "__pregel_pull", + "generate_title" + ], + "error": null, + "interrupts": [], + "checkpoint": null, + "state": null, + "result": {} + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-3f52-7383-8125-272822ea9199", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 4, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "0b55dcf1-174e-4c9e-b716-fccf15b1b5cd" + }, + "created_at": "2026-09-06T02:31:23.043645+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b0-d203-68b2-8004-e2dbe78f0579", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b0-d1fd-6ca0-8003-41ec54884707", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b0-d203-68b2-8004-e2dbe78f0579", + "parent_checkpoint_id": "1f1a99b0-d1fd-6ca0-8003-41ec54884707" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 9562, + "output_tokens": 560, + "total_tokens": 10122, + "input_token_details": { + "cache_read": 9216 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + }, + "next": [ + "attach_citations" + ], + "tasks": [ + { + "id": "dfba0e77-4c7c-cff0-21b5-1e2a4dd2c275", + "name": "attach_citations", + "path": [ + "__pregel_pull", + "attach_citations" + ], + "error": null, + "interrupts": [], + "checkpoint": null, + "state": null, + "result": { + "messages": [ + { + "content": "", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "remove", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNB2xRsO-N6mXlvzWFrDPdtcNqjwu3kIAuXPMnyubp8TUDGAkb4A8dtQbKjk7wUN_EKnNW4p576Bq2kEs_qW3T9FNd3EO7BelpLFsGqteYPfYKpHcyTLF018uX6NPBgD3KfyoCnpcrBtVcT47BYQDETmDxm_aG30rfYrpIHYDcdBHYBO_6-iAJMge1gPO2hpqoNIlDyLmDL5heVtiAvIVQt-2qqDBAABseqqBK16Ll0Okc6_esIduSJPIEtnscQQ0iTLFP5lqwgYvJegnJAkk53bOw4Yfohp8Hwb1ug8b1r88ycubgZVSRBExTdIxeUKTpA36NCJSFDkxDumOsHkktJ_RmEYpEdcjwQdvVkm1C3jmuOtynnuJfiGOQjctVDEB_O_x4Tg4yKMgjAnJNJAecjnhonUxLZGSxMj5KMdZw0EQ-XxNkKLxiBtvYBzIx18E-zceM6wyVzSo6aEboHrpIa0LWNu_XSPN1SGSpVgAt-dhWBQNU20OjWp5sDXx7RHKCnLtGGD4EHWYuJdB0sO92ak-IP-_XvIDLMk737k5P-LDesl1KM7L-zLG5wJlUJR_naj8Ig8AdkXOeS2d8x47IKcSCe-GerXed-muHJ0eIx-ubTRKpjLmXq5vOQZAe9Hy3Tk8LqI6fJalq8gXNLAD2qmRDboyV6B1uPU2_BKvp4W7ngJIhO40lyEdZnKqiztiEOtIQTbWzasZBdSENOddsFAjquUclgx_VwxwYnGb2TIO1XATmG9xUdblX8dro9SftyEwPiyYxxknHXsW7b8NGVINYaHihvaaqnRibk8VPqJqmLtTKdk1FuX2egYaXf7K2JOiSMaRMPzfXBlTFExrJn9S1554cDr-zy59VS4Z0Dg-gNz6djAmStpFcAgHOCx_P7CVugbSUUbD7LT6PAvAQNsJkCQjc-zs_gmBVYMqnYTIjByAQcixZFawz4d2jUjTRCzaMF7-0r8qsXC7n03XByoS1d1hbzQa9LIM28kD04noORGFjlWFiU67RS6E8v-4L0iyjnb2JhhmOA1W09nxhxnHhMDU1SDThVytW5yW2QbL-kseznFNJOLVQYpeh6BdeXpPqJbOsnEQL1bCrt774ec-MxLAY6_z2ifcRGSI5h_e7MtAgy0le5-1Br4deSC7GKnkFTgLmejRmFeFGWv7ucp5tLeOHrGf78H1gAp1FBJDQA=", + "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + } + ] + } + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-3f52-7383-8125-272822ea9199", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 3, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "0b55dcf1-174e-4c9e-b716-fccf15b1b5cd" + }, + "created_at": "2026-09-06T02:31:23.041275+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b0-d1fd-6ca0-8003-41ec54884707", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b0-a525-6dcc-8002-27209f42a803", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b0-d1fd-6ca0-8003-41ec54884707", + "parent_checkpoint_id": "1f1a99b0-a525-6dcc-8002-27209f42a803" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + } + ] + }, + "next": [], + "tasks": [], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-3f52-7383-8125-272822ea9199", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 5, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "0b55dcf1-174e-4c9e-b716-fccf15b1b5cd" + }, + "created_at": "2026-09-06T02:31:26.702631+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b0-f4e8-69e0-8005-02c549e61361", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b0-d203-68b2-8004-e2dbe78f0579", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b0-f4e8-69e0-8005-02c549e61361", + "parent_checkpoint_id": "1f1a99b0-d203-68b2-8004-e2dbe78f0579" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + } + ] + }, + "next": [ + "generate_title" + ], + "tasks": [ + { + "id": "1e7d7b21-1926-9d0e-727f-a53c61f25b6c", + "name": "generate_title", + "path": [ + "__pregel_pull", + "generate_title" + ], + "error": null, + "interrupts": [], + "checkpoint": null, + "state": null, + "result": {} + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-3f52-7383-8125-272822ea9199", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 4, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "0b55dcf1-174e-4c9e-b716-fccf15b1b5cd" + }, + "created_at": "2026-09-06T02:31:23.043645+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b0-d203-68b2-8004-e2dbe78f0579", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b0-d1fd-6ca0-8003-41ec54884707", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b0-d203-68b2-8004-e2dbe78f0579", + "parent_checkpoint_id": "1f1a99b0-d1fd-6ca0-8003-41ec54884707" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 9562, + "output_tokens": 560, + "total_tokens": 10122, + "input_token_details": { + "cache_read": 9216 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + }, + "next": [ + "attach_citations" + ], + "tasks": [ + { + "id": "dfba0e77-4c7c-cff0-21b5-1e2a4dd2c275", + "name": "attach_citations", + "path": [ + "__pregel_pull", + "attach_citations" + ], + "error": null, + "interrupts": [], + "checkpoint": null, + "state": null, + "result": { + "messages": [ + { + "content": "", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "remove", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNB2xRsO-N6mXlvzWFrDPdtcNqjwu3kIAuXPMnyubp8TUDGAkb4A8dtQbKjk7wUN_EKnNW4p576Bq2kEs_qW3T9FNd3EO7BelpLFsGqteYPfYKpHcyTLF018uX6NPBgD3KfyoCnpcrBtVcT47BYQDETmDxm_aG30rfYrpIHYDcdBHYBO_6-iAJMge1gPO2hpqoNIlDyLmDL5heVtiAvIVQt-2qqDBAABseqqBK16Ll0Okc6_esIduSJPIEtnscQQ0iTLFP5lqwgYvJegnJAkk53bOw4Yfohp8Hwb1ug8b1r88ycubgZVSRBExTdIxeUKTpA36NCJSFDkxDumOsHkktJ_RmEYpEdcjwQdvVkm1C3jmuOtynnuJfiGOQjctVDEB_O_x4Tg4yKMgjAnJNJAecjnhonUxLZGSxMj5KMdZw0EQ-XxNkKLxiBtvYBzIx18E-zceM6wyVzSo6aEboHrpIa0LWNu_XSPN1SGSpVgAt-dhWBQNU20OjWp5sDXx7RHKCnLtGGD4EHWYuJdB0sO92ak-IP-_XvIDLMk737k5P-LDesl1KM7L-zLG5wJlUJR_naj8Ig8AdkXOeS2d8x47IKcSCe-GerXed-muHJ0eIx-ubTRKpjLmXq5vOQZAe9Hy3Tk8LqI6fJalq8gXNLAD2qmRDboyV6B1uPU2_BKvp4W7ngJIhO40lyEdZnKqiztiEOtIQTbWzasZBdSENOddsFAjquUclgx_VwxwYnGb2TIO1XATmG9xUdblX8dro9SftyEwPiyYxxknHXsW7b8NGVINYaHihvaaqnRibk8VPqJqmLtTKdk1FuX2egYaXf7K2JOiSMaRMPzfXBlTFExrJn9S1554cDr-zy59VS4Z0Dg-gNz6djAmStpFcAgHOCx_P7CVugbSUUbD7LT6PAvAQNsJkCQjc-zs_gmBVYMqnYTIjByAQcixZFawz4d2jUjTRCzaMF7-0r8qsXC7n03XByoS1d1hbzQa9LIM28kD04noORGFjlWFiU67RS6E8v-4L0iyjnb2JhhmOA1W09nxhxnHhMDU1SDThVytW5yW2QbL-kseznFNJOLVQYpeh6BdeXpPqJbOsnEQL1bCrt774ec-MxLAY6_z2ifcRGSI5h_e7MtAgy0le5-1Br4deSC7GKnkFTgLmejRmFeFGWv7ucp5tLeOHrGf78H1gAp1FBJDQA=", + "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + }, + "next": [], + "tasks": [], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "title": "Angular signals explanation and usage", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-6f42-7160-a8dc-79c80886fa6f", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 10, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "203d4e62-2533-4267-8810-9dbbab98ea55" + }, + "created_at": "2026-09-06T02:31:31.985564+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b1-274a-665e-800a-4050097aee1a", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b1-2733-6d28-8009-9f717dd4e5e5", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b1-274a-665e-800a-4050097aee1a", + "parent_checkpoint_id": "1f1a99b1-2733-6d28-8009-9f717dd4e5e5" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + }, + "next": [ + "generate_title" + ], + "tasks": [ + { + "id": "7f3abf8d-356d-fb08-e213-1d110b4f386b", + "name": "generate_title", + "path": [ + "__pregel_pull", + "generate_title" + ], + "error": null, + "interrupts": [], + "checkpoint": null, + "state": null, + "result": {} + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "title": "Angular signals explanation and usage", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-6f42-7160-a8dc-79c80886fa6f", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 9, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "203d4e62-2533-4267-8810-9dbbab98ea55" + }, + "created_at": "2026-09-06T02:31:31.976317+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b1-2733-6d28-8009-9f717dd4e5e5", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b1-272f-6840-8008-21511ac9d0e4", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b1-2733-6d28-8009-9f717dd4e5e5", + "parent_checkpoint_id": "1f1a99b1-272f-6840-8008-21511ac9d0e4" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + }, + "next": [ + "attach_citations" + ], + "tasks": [ + { + "id": "10613d1e-05ac-e912-90e1-961f0250b2d1", + "name": "attach_citations", + "path": [ + "__pregel_pull", + "attach_citations" + ], + "error": null, + "interrupts": [], + "checkpoint": null, + "state": null, + "result": {} + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "title": "Angular signals explanation and usage", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-6f42-7160-a8dc-79c80886fa6f", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 8, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "203d4e62-2533-4267-8810-9dbbab98ea55" + }, + "created_at": "2026-09-06T02:31:31.974550+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b1-272f-6840-8008-21511ac9d0e4", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b1-0bfd-64f0-8007-7ec1fb6542a2", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b1-272f-6840-8008-21511ac9d0e4", + "parent_checkpoint_id": "1f1a99b1-0bfd-64f0-8007-7ec1fb6542a2" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + } + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "title": "Angular signals explanation and usage", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-6f42-7160-a8dc-79c80886fa6f", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 7, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "203d4e62-2533-4267-8810-9dbbab98ea55" + }, + "created_at": "2026-09-06T02:31:29.122833+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b1-0bfd-64f0-8007-7ec1fb6542a2", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b1-0bfb-665a-8006-2137ee45f165", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b1-0bfd-64f0-8007-7ec1fb6542a2", + "parent_checkpoint_id": "1f1a99b1-0bfb-665a-8006-2137ee45f165" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + } + ] + }, + "next": [ + "generate_title" + ], + "tasks": [ + { + "id": "1e7d7b21-1926-9d0e-727f-a53c61f25b6c", + "name": "generate_title", + "path": [ + "__pregel_pull", + "generate_title" + ], + "error": null, + "interrupts": [], + "checkpoint": null, + "state": null, + "result": {} + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-3f52-7383-8125-272822ea9199", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 4, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "0b55dcf1-174e-4c9e-b716-fccf15b1b5cd" + }, + "created_at": "2026-09-06T02:31:23.043645+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b0-d203-68b2-8004-e2dbe78f0579", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b0-d1fd-6ca0-8003-41ec54884707", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b0-d203-68b2-8004-e2dbe78f0579", + "parent_checkpoint_id": "1f1a99b0-d1fd-6ca0-8003-41ec54884707" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 9562, + "output_tokens": 560, + "total_tokens": 10122, + "input_token_details": { + "cache_read": 9216 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + }, + "next": [ + "attach_citations" + ], + "tasks": [ + { + "id": "dfba0e77-4c7c-cff0-21b5-1e2a4dd2c275", + "name": "attach_citations", + "path": [ + "__pregel_pull", + "attach_citations" + ], + "error": null, + "interrupts": [], + "checkpoint": null, + "state": null, + "result": { + "messages": [ + { + "content": "", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "remove", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNB2xRsO-N6mXlvzWFrDPdtcNqjwu3kIAuXPMnyubp8TUDGAkb4A8dtQbKjk7wUN_EKnNW4p576Bq2kEs_qW3T9FNd3EO7BelpLFsGqteYPfYKpHcyTLF018uX6NPBgD3KfyoCnpcrBtVcT47BYQDETmDxm_aG30rfYrpIHYDcdBHYBO_6-iAJMge1gPO2hpqoNIlDyLmDL5heVtiAvIVQt-2qqDBAABseqqBK16Ll0Okc6_esIduSJPIEtnscQQ0iTLFP5lqwgYvJegnJAkk53bOw4Yfohp8Hwb1ug8b1r88ycubgZVSRBExTdIxeUKTpA36NCJSFDkxDumOsHkktJ_RmEYpEdcjwQdvVkm1C3jmuOtynnuJfiGOQjctVDEB_O_x4Tg4yKMgjAnJNJAecjnhonUxLZGSxMj5KMdZw0EQ-XxNkKLxiBtvYBzIx18E-zceM6wyVzSo6aEboHrpIa0LWNu_XSPN1SGSpVgAt-dhWBQNU20OjWp5sDXx7RHKCnLtGGD4EHWYuJdB0sO92ak-IP-_XvIDLMk737k5P-LDesl1KM7L-zLG5wJlUJR_naj8Ig8AdkXOeS2d8x47IKcSCe-GerXed-muHJ0eIx-ubTRKpjLmXq5vOQZAe9Hy3Tk8LqI6fJalq8gXNLAD2qmRDboyV6B1uPU2_BKvp4W7ngJIhO40lyEdZnKqiztiEOtIQTbWzasZBdSENOddsFAjquUclgx_VwxwYnGb2TIO1XATmG9xUdblX8dro9SftyEwPiyYxxknHXsW7b8NGVINYaHihvaaqnRibk8VPqJqmLtTKdk1FuX2egYaXf7K2JOiSMaRMPzfXBlTFExrJn9S1554cDr-zy59VS4Z0Dg-gNz6djAmStpFcAgHOCx_P7CVugbSUUbD7LT6PAvAQNsJkCQjc-zs_gmBVYMqnYTIjByAQcixZFawz4d2jUjTRCzaMF7-0r8qsXC7n03XByoS1d1hbzQa9LIM28kD04noORGFjlWFiU67RS6E8v-4L0iyjnb2JhhmOA1W09nxhxnHhMDU1SDThVytW5yW2QbL-kseznFNJOLVQYpeh6BdeXpPqJbOsnEQL1bCrt774ec-MxLAY6_z2ifcRGSI5h_e7MtAgy0le5-1Br4deSC7GKnkFTgLmejRmFeFGWv7ucp5tLeOHrGf78H1gAp1FBJDQA=", + "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + } + ] + } + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-3f52-7383-8125-272822ea9199", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 3, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "0b55dcf1-174e-4c9e-b716-fccf15b1b5cd" + }, + "created_at": "2026-09-06T02:31:23.041275+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b0-d1fd-6ca0-8003-41ec54884707", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b0-a525-6dcc-8002-27209f42a803", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b0-d1fd-6ca0-8003-41ec54884707", + "parent_checkpoint_id": "1f1a99b0-a525-6dcc-8002-27209f42a803" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + }, + "next": [ + "__start__" + ], + "tasks": [ + { + "id": "13100c18-4874-b850-2302-61fa9e14e3d6", + "name": "__start__", + "path": [ + "__pregel_pull", + "__start__" + ], + "error": null, + "interrupts": [], + "checkpoint": null, + "state": null, + "result": { + "messages": [ + { + "type": "human", + "role": "human", + "content": "Make it a haiku instead." + } + ] + } + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "title": "Angular signals explanation and usage", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-83a9-7cf3-83c5-00e24cb70205", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "input", + "step": 11, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "bad13f93-9e40-4ef6-ba3b-b01eeea9b3be" + }, + "created_at": "2026-09-06T02:31:33.038949+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b1-3156-6238-800b-b73e3d43a61b", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b1-274a-665e-800a-4050097aee1a", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b1-3156-6238-800b-b73e3d43a61b", + "parent_checkpoint_id": "1f1a99b1-274a-665e-800a-4050097aee1a" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + }, + "next": [], + "tasks": [], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "title": "Angular signals explanation and usage", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-6f42-7160-a8dc-79c80886fa6f", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 10, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "203d4e62-2533-4267-8810-9dbbab98ea55" + }, + "created_at": "2026-09-06T02:31:31.985564+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b1-274a-665e-800a-4050097aee1a", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b1-2733-6d28-8009-9f717dd4e5e5", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b1-274a-665e-800a-4050097aee1a", + "parent_checkpoint_id": "1f1a99b1-2733-6d28-8009-9f717dd4e5e5" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + }, + "next": [ + "generate_title" + ], + "tasks": [ + { + "id": "7f3abf8d-356d-fb08-e213-1d110b4f386b", + "name": "generate_title", + "path": [ + "__pregel_pull", + "generate_title" + ], + "error": null, + "interrupts": [], + "checkpoint": null, + "state": null, + "result": {} + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "title": "Angular signals explanation and usage", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-6f42-7160-a8dc-79c80886fa6f", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 9, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "203d4e62-2533-4267-8810-9dbbab98ea55" + }, + "created_at": "2026-09-06T02:31:31.976317+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b1-2733-6d28-8009-9f717dd4e5e5", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b1-272f-6840-8008-21511ac9d0e4", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b1-2733-6d28-8009-9f717dd4e5e5", + "parent_checkpoint_id": "1f1a99b1-272f-6840-8008-21511ac9d0e4" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + }, + "next": [ + "attach_citations" + ], + "tasks": [ + { + "id": "10613d1e-05ac-e912-90e1-961f0250b2d1", + "name": "attach_citations", + "path": [ + "__pregel_pull", + "attach_citations" + ], + "error": null, + "interrupts": [], + "checkpoint": null, + "state": null, + "result": {} + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "title": "Angular signals explanation and usage", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-6f42-7160-a8dc-79c80886fa6f", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 8, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "203d4e62-2533-4267-8810-9dbbab98ea55" + }, + "created_at": "2026-09-06T02:31:31.974550+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b1-272f-6840-8008-21511ac9d0e4", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b1-0bfd-64f0-8007-7ec1fb6542a2", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b1-272f-6840-8008-21511ac9d0e4", + "parent_checkpoint_id": "1f1a99b1-0bfd-64f0-8007-7ec1fb6542a2" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. 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They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10105, + "output_tokens": 196, + "total_tokens": 10301, + "input_token_details": { + "cache_read": 8704 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + } + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "title": "Angular signals explanation and usage", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-6f42-7160-a8dc-79c80886fa6f", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 7, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "203d4e62-2533-4267-8810-9dbbab98ea55" + }, + "created_at": "2026-09-06T02:31:29.122833+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b1-0bfd-64f0-8007-7ec1fb6542a2", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b1-0bfb-665a-8006-2137ee45f165", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b1-0bfd-64f0-8007-7ec1fb6542a2", + "parent_checkpoint_id": "1f1a99b1-0bfb-665a-8006-2137ee45f165" + }, + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + } + ] + }, + "next": [ + "__start__" + ], + "tasks": [ + { + "id": "de3dad53-9604-033c-bbfd-8ebcd143a229", + "name": "__start__", + "path": [ + "__pregel_pull", + "__start__" + ], + "error": null, + "interrupts": [], + "checkpoint": null, + "state": null, + "result": { + "messages": [ + { + "type": "human", + "role": "human", + "content": "Shorter, please." + } + ] + } + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "title": "Angular signals explanation and usage", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-6f42-7160-a8dc-79c80886fa6f", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "input", + "step": 6, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "203d4e62-2533-4267-8810-9dbbab98ea55" + }, + "created_at": "2026-09-06T02:31:29.122045+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b1-0bfb-665a-8006-2137ee45f165", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b0-f4e8-69e0-8005-02c549e61361", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b1-0bfb-665a-8006-2137ee45f165", + "parent_checkpoint_id": "1f1a99b0-f4e8-69e0-8005-02c549e61361" + } + ] + }, + { + "afterRun": 6, + "states": [ + { + "values": { + "messages": [ + { + "content": "Use the search tool to find authoritative information about Angular signals, then explain what they are and when to use them. 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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Cite each source inline as [^doc-id] using the document `id` field returned by the tool.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "84741d5e-63f5-4999-abb5-2e5aaef887d9" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd075d89087d0b0c42022ae989869", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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+ "index": 0 + }, + { + "type": "text", + "text": "Signals hold, spread change \nComputed blooms, effects wake — clear \nBridges to Rx flow", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd085b15087d087efbebc0e357917" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "created_at": 1788661893, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10300, + "output_tokens": 37, + "total_tokens": 10337, + "input_token_details": { + "cache_read": 9984 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "Clean up our old database backups, anything 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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+ "index": 0 + }, + { + "type": "text", + "text": "Signals hold, spread change \nComputed blooms, effects wake — clear \nBridges to Rx flow", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd085b15087d087efbebc0e357917" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "created_at": 1788661893, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd08533d487d0bd7e0884aa42dc83", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 10300, + "output_tokens": 37, + "total_tokens": 10337, + "input_token_details": { + "cache_read": 9984 + }, + "output_token_details": { + "reasoning": 0 + } + } + }, + { + "content": "Clean up our old database backups, anything 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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built-in syntax.\"}]", + "additional_kwargs": {}, + "response_metadata": {}, + "type": "tool", + "name": "search_documents", + "id": "cf05c76f-3b55-4b78-927c-7fae537c2c70", + "tool_call_id": "call_pDJGIjzsgSIfkCGOAVA9eboo", + "artifact": null, + "status": "success" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd076ea1087d0b845230d1107e8b2", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). They remove manual subscription management and enable synchronous dependency tracking[^ng-signals-overview].\n\nWhen to use them\n- Use signals for component-local state and computed view-model values to simplify code and avoid manual subscriptions.\n- Use computed signals for derived values and effects for side effects triggered by changes.\n- Keep using Observables when you need stream semantics (operators, cancellation); bridge with toSignal()/toObservable() when needed[^ng-signals-overview][^ng-signals-rxjs].\n\nWant a one-line code example for each (writable, computed, Observable→signal)?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd081fa7487d095a4d4a576a87cc6" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd081490487d08031d28a4dd8c9ae", + "created_at": 1788661889, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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+ "index": 0 + }, + { + "type": "text", + "text": "Sources I found:\n- Angular guide: \"Signals\"[^ng-signals-overview]\n- Angular guide: \"RxJS interop with signals\"[^ng-signals-rxjs]\n\nWhat Angular signals are\n- Signals are a built-in reactivity primitive in Angular for representing values that change over time. A signal holds a value and notifies dependents automatically when that value changes, so code that reads the signal re-evaluates/reacts without manual subscription management[^ng-signals-overview].\n- There are a few related primitives: writable signals (you can set their value), computed signals (derive a value from other signals), and effects (run imperative code in response to signal changes) — together these let you express reactive data flow in the app[^ng-signals-overview].\n\nHow they behave (short)\n- Reading a signal registers a dependency; when the signal is updated, Angular re-runs computed signals and effects that depend on it.\n- Signals are synchronous by default: updates propagate immediately to dependents.\n- Signals interoperate with existing RxJS Observables via helpers like toSignal() and toObservable() to convert between the two forms of reactivity[^ng-signals-rxjs].\n\nWhen to use signals\n- Use signals when you want simpler, explicit local state and reactive derivations without the boilerplate of subscriptions and change-detection hacks. They reduce the need to manually manage subscriptions, Subjects, or manual change detection for many common patterns[^ng-signals-overview].\n- Prefer signals for component-local state or derived view-model values where synchronous, fine-grained reactivity is helpful (e.g., computed values used by the template).\n- Use computed signals to encapsulate derived logic instead of recomputing in templates or in getters that trigger extra change detection work.\n- Use effects for side effects that should run in response to signal changes (e.g., logging, imperatively updating non-Angular APIs).\n- When you already use RxJS streams across many layers, continue using Observables; convert when needed. Signals are complementary to RxJS — use toSignal/toObservable when bridging between the two models rather than rewriting everything at once[^ng-signals-rxjs][^ng-signals-overview].\n\nConcise recommendation\n- Adopt signals for component and local state that benefits from direct, synchronous dependency tracking and simpler code (computed values + effects).\n- Keep using Observables where their stream semantics (time, cancellation, complex operators) are required, and bridge between the two when appropriate[^ng-signals-overview][^ng-signals-rxjs].\n\nWould you like short examples showing a writable signal, a computed signal, and converting an Observable to a signal?", + "index": 1, + "id": "msg_04b2ec840244feb0006a9cd07701c487d0b4aa7a78c2eece42" + } + ], + "additional_kwargs": { + "citations": [ + { + "id": "ng-signals-overview", + "index": 1, + "title": "Signals — Angular guide", + "url": "https://angular.dev/guide/signals", + "snippet": "Signals are a reactivity primitive that lets you describe values that change over time without manual subscriptions." + }, + { + "id": "ng-signals-rxjs", + "index": 2, + "title": "RxJS interop with signals", + "url": "https://angular.dev/guide/signals/rxjs-interop", + "snippet": "toSignal() and toObservable() bridge between RxJS Observables and signals." + }, + { + "id": "ng-control-flow", + "index": 3, + "title": "Built-in control flow — @if, @for, @switch", + "url": "https://angular.dev/guide/templates/control-flow", + "snippet": "Native template control flow replaces structural directives like *ngIf and *ngFor with built-in syntax.", + "sourceType": "file" + } + ] + }, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "created_at": 1788661878, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd07682a087d0983187de097e08a0", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": null + }, + { + "content": "Shorter, please.", + "additional_kwargs": { + "type": "human" + }, + "response_metadata": {}, + "type": "human", + "name": null, + "id": "f3da9887-66a9-4a1f-a04c-627bf5be2973" + }, + { + "content": [ + { + "id": "rs_04b2ec840244feb0006a9cd081e17487d0aac502943ed8a245", + "summary": [], + "type": "reasoning", + "content": [], + "encrypted_content": "gAAAAABqnNCBRj8uGTXT8eKNGKSogWSj-IlqAkyGmEu-171emTJajibYxzd5344vY-K322a_MOpWxgTzWAOKFJu0-WU0QSZRKeupjed9MmbhlrBxMzzyEtQl8ZYRKgNMsziCwZFasltH9-i6ak8bQdMPvt2KKK9Nctj9SBfpTzc0BopyKm5MU-PPhP3w5qUlCrNVH00XMMbrC98Bt-4m2GaoNfDAaY6ZJVIfq_7y4U1xqy_56nSSLP8lxbZsc2NZcjxsJj0f5Sp9xb0NBoUsV8_BSmkURfwCsvWUGpS_JYFuJrWqDFKIESFenZzyTZgKjsIQRYwzCWzfraWAgxLD35fr4lcbrybtS305dS9PN450A-oq3aXBTV3wBRvUkvahs8EwyDsPDq2vje9OAH1qG7uBANIPTCbHOUqiKWzOTRDeemdgxmw59XrxtSSjfBS9K5U0JSO1vjE029pMaTYadTiW0reFlei0KAjTYTHxfODs5oJy5X9vEJUk53wJ7e7NRUck-tckhFuVm57hhR0Ixeb5vaMilU93_FMoN8ogFB2HosORc4LmIQpd819HsBkAyNUEXD9qmHCkVlKe0ghHKwfPwROtwSVsm3YKouAF8JxPy6Kf6s1iq5k_LFkyikcbxtxcxE0514s0ChlGLPrXr062v5W0a7LtEowbf9GhiKBhJZ_wwc_qL2vKtEfjQjker0vJKw9ruP08mVEDUOnVvsw_PjTVHi1BXImaFt-rManlA4vbgtcXEli4go2adZrRfn3IYo7skoRrNq3g7vyJrhqZ4FpoB5ZW2izCZzfne69D2C7GEaiOk09IXYvaziVdwnIoWAQOKFat_PeTqfUl4MhhlhunD-i7kkmTR2U6j90l7ojQdnF5SB4pitzFmx7V4xumiXuYr_b-6FKFZw00whYA_j28ug2je9iXtdV5g7wwKd4Wwh2HkDqCYSSbcKgIFS84lYIxc2ZoL11cH3ds5jbGHVNsH5PWtHhsz7NR62NIKUVOE12bCjt6l5xyM0IrjuANnX7n4ES8pOTjIviji0P7w3VQS3V6VwP9Qk8-wT1YB-tP4CMYxs08LW9cPjdyinUKmy153E20ig4WGM_DEBSIvHyKiauP3jsFhOH6oyV6E8bAKpz3PruxHOkwJfDMZP-tunjIlRauBz8wjYb07z6_qEWuWPmf5ZxBxQ4bW4fsrIgrbg9Er7g=", + "index": 0 + }, + { + "type": "text", + "text": "Sources: Angular Signals guide[^ng-signals-overview] and RxJS interop[^ng-signals-rxjs].\n\nWhat they are\n- Signals are Angular’s built-in reactive primitive that hold a value and automatically notify dependents when the value changes (writable signals, computed signals, and effects). 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I kept backups marked retain (bk-2026-03-15-prod and bk-2025-12-31-prod) because they are under retention hold.", + "index": 0, + "id": "msg_04b2ec840244feb0006a9cd090af4087d096f28b33f8d39bb5" + } + ], + "additional_kwargs": {}, + "response_metadata": { + "model_provider": "openai", + "id": "resp_04b2ec840244feb0006a9cd08f8e8487d0b88674777d061668", + "created_at": 1788661903, + "metadata": {}, + "model": "gpt-5-mini-2025-08-07", + "object": "response", + "service_tier": "default", + "status": "completed", + "model_name": "gpt-5-mini-2025-08-07" + }, + "type": "ai", + "name": null, + "id": "resp_04b2ec840244feb0006a9cd08f8e8487d0b88674777d061668", + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": { + "input_tokens": 11011, + "output_tokens": 80, + "total_tokens": 11091, + "input_token_details": { + "cache_read": 10880 + }, + "output_token_details": { + "reasoning": 0 + } + } + } + ] + } + } + ], + "metadata": { + "graph_id": "chat", + "assistant_id": "eb6db400-e3c8-5d06-a834-015cb89efe69", + "user_id": "", + "created_by": "system", + "title": "Angular signals explanation and usage", + "run_attempt": 1, + "langgraph_version": "1.1.10", + "langgraph_api_version": "0.8.7", + "langgraph_plan": "enterprise", + "langgraph_host": "self-hosted", + "langgraph_api_url": "http://127.0.0.1:2024", + "run_id": "01a0748e-ab4f-7381-b7cf-f1b8dd9648cf", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "source": "loop", + "step": 23, + "parents": {}, + "langgraph_auth_user_id": "", + "langgraph_request_id": "50791ea9-740a-415e-8a56-f83669a4a74e" + }, + "created_at": "2026-09-06T02:31:43.346835+00:00", + "checkpoint": { + "checkpoint_id": "1f1a99b1-93a3-6e36-8017-67ad44f3e60b", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "parent_checkpoint": { + "checkpoint_id": "1f1a99b1-8836-6ea4-8016-405a22e9ffcd", + "thread_id": "01a0748e-3f3e-7842-ac56-8a90b5cbd352", + "checkpoint_ns": "" + }, + "interrupts": [], + "checkpoint_id": "1f1a99b1-93a3-6e36-8017-67ad44f3e60b", + "parent_checkpoint_id": "1f1a99b1-8836-6ea4-8016-405a22e9ffcd" + } + ] + } + ] +} diff --git a/examples/chat/angular/src/app/stage/stage-mode.component.ts b/examples/chat/angular/src/app/stage/stage-mode.component.ts index f2b4a8488..43132920c 100644 --- a/examples/chat/angular/src/app/stage/stage-mode.component.ts +++ b/examples/chat/angular/src/app/stage/stage-mode.component.ts @@ -412,17 +412,32 @@ export class StageMode { const rec = this.recording; if (!rec) return; const agent = this.agent; + // A run is only "done" for the recording once its closing history refresh + // has landed: the bridge refreshes history after a run closes, and a next + // run started before that lands cancels the refresh, leaving the previous + // run without a snapshot for the replay's getHistory() to serve. A run + // that closes on an interrupt is the exception — the bridge finalizes it + // as the interrupt arrives and skips the refresh, in replay as in record. + const settle = async (run: Promise): Promise => { + const before = rec.recording().histories.length; + await waitUntil(() => agent.isLoading(), RUN_START_CAP_MS); + await run; + await waitUntil( + () => + !agent.isThreadLoading() && + (rec.recording().histories.length > before || !!agent.interrupt?.()), + RELOAD_CAP_MS, + ); + }; const host: StageScriptHost = { beginRun: (beat, action) => rec.beginRun(beat, action), submit: async (message, checkpointIndex) => { const checkpointId = checkpointIndex !== undefined ? agent.history()[checkpointIndex]?.id : undefined; - void agent.submit({ message }, checkpointId ? ({ checkpointId } as never) : undefined); - await waitUntil(() => agent.isLoading(), RUN_START_CAP_MS); + await settle(agent.submit({ message }, checkpointId ? ({ checkpointId } as never) : undefined)); }, resume: async (value) => { - void agent.submit(null, { command: { resume: value } } as never); - await waitUntil(() => agent.isLoading(), RUN_START_CAP_MS); + await settle(agent.submit(null, { command: { resume: value } } as never)); }, reload: async () => { // The reload's snapshot is stamped with the run count at the moment diff --git a/examples/chat/angular/src/app/stage/stage-replay.fixture.spec.ts b/examples/chat/angular/src/app/stage/stage-replay.fixture.spec.ts new file mode 100644 index 000000000..84a6fcbab --- /dev/null +++ b/examples/chat/angular/src/app/stage/stage-replay.fixture.spec.ts @@ -0,0 +1,68 @@ +/// +import { describe, expect, it } from 'vitest'; +import { existsSync, readFileSync } from 'node:fs'; +import { resolve } from 'node:path'; +import { validateStageRecording } from './stage-recording.types'; +import { buildTimeline } from './stage-timeline'; + +const FIXTURE = resolve(__dirname, '../../../public/stage-replay.json'); + +const FIXTURE_EXISTS = existsSync(FIXTURE); + +describe.skipIf(!FIXTURE_EXISTS)('stage-replay.json', () => { + const rec = FIXTURE_EXISTS ? validateStageRecording(JSON.parse(readFileSync(FIXTURE, 'utf8'))) : (undefined as never); + const tl = FIXTURE_EXISTS ? buildTimeline(rec) : (undefined as never); + const json = (i: number) => JSON.stringify(rec.runs[i].events); + const run = (beat: string, kind: string) => rec.runs.findIndex((r) => r.beat === beat && r.action.kind === kind); + const finalAiText = (i: number): string => { + const vals = rec.runs[i].events.filter((e) => (e.event as { type?: string }).type === 'values'); + const msgs = ((vals.at(-1)?.event as { messages?: { type?: string; content?: unknown; tool_calls?: unknown[] }[] })?.messages ?? []); + const last = [...msgs].reverse().find((m) => m.type === 'ai' && !(m.tool_calls && m.tool_calls.length)); + const c = last?.content; + return typeof c === 'string' ? c : ((c as { type?: string; text?: string }[] | undefined) ?? []).filter((b) => b.type === 'text').map((b) => b.text ?? '').join(''); + }; + const lastToolJson = (i: number): Record => { + const vals = rec.runs[i].events.filter((e) => (e.event as { type?: string }).type === 'values'); + const msgs = ((vals.at(-1)?.event as { messages?: { type?: string; content?: unknown }[] })?.messages ?? []); + const tool = [...msgs].reverse().find((m) => m.type === 'tool'); + return JSON.parse(String(tool?.content ?? '{}')); + }; + + it('walks stream, persist, approve, render', () => { + expect(tl.beats.map((b) => b.beat)).toEqual(['stream', 'persist', 'approve', 'render']); + }); + it('the stream beat calls search_documents and attaches citations', () => { + expect(json(run('stream', 'submit'))).toMatch(/"name":\s*"search_documents"/); + expect(json(run('stream', 'submit'))).toMatch(/citations/); + }); + it('the persist beat has a reload with a history snapshot at its position and a fork', () => { + const reload = run('persist', 'reload'); + expect(rec.histories.some((h) => h.afterRun === reload && h.states.length > 0)).toBe(true); + expect(rec.runs.some((r) => r.action.kind === 'submit' && r.action.checkpointIndex !== undefined)).toBe(true); + }); + it('every completed run close recorded a history snapshot, so the devtools timeline is never empty at a beat', () => { + rec.runs.forEach((_, i) => { + if (rec.runs[i].action.kind === 'reload') return; + // The bridge skips its closing refresh for a run that ends in an + // interrupt (the next run is the resume), in replay as in record. + if (rec.runs[i + 1]?.action.kind === 'resume') return; + expect(rec.histories.some((h) => h.afterRun === i + 1), `run ${i}`).toBe(true); + }); + }); + it('the approve beat lists, pauses inside delete_backups, and resumes with an audit', () => { + const a = json(run('approve', 'submit')); + expect(a).toMatch(/"name":\s*"list_backups"/); + expect(a).toMatch(/"name":\s*"delete_backups"/); + expect(a).not.toMatch(/"name":\s*"request_approval"/); + expect(a).toMatch(/approval_request/); + const audit = lastToolJson(run('approve', 'resume')); + expect(Array.isArray(audit['deleted']) && (audit['deleted'] as unknown[]).length > 0).toBe(true); + expect(finalAiText(run('approve', 'resume')).length).toBeLessThan(1400); + }); + it('the render beat carries an A2UI payload', () => { + expect(json(run('render', 'submit'))).toMatch(/a2ui_JSON/); + }); + it('never contains an API key or bearer token', () => { + expect(JSON.stringify(rec)).not.toMatch(/sk-[A-Za-z0-9]{10,}|Bearer /); + }); +}); diff --git a/examples/chat/angular/src/app/stage/stage-script.ts b/examples/chat/angular/src/app/stage/stage-script.ts index d9c6ef6e9..2b0370bff 100644 --- a/examples/chat/angular/src/app/stage/stage-script.ts +++ b/examples/chat/angular/src/app/stage/stage-script.ts @@ -17,12 +17,13 @@ export const STAGE_PROMPTS = { export interface StageScriptHost { beginRun(beat: StageBeat, action: StageAction): void; /** - * Must not resolve until the agent reports it is running: `submit()` is - * asynchronous, so a host that resolves early lets the script's - * `waitFor(!isRunning())` fall through before the run has even started. + * Resolves once the run has CLOSED and its closing history refresh has + * landed. Resolving any earlier lets the script start the next run while + * the refresh is in flight, which cancels it and leaves this run without a + * history snapshot for the replay to serve. */ submit(message: string, checkpointIndex?: number): Promise; - /** Must not resolve until the agent reports it is running (see `submit`). */ + /** Same contract as `submit`. */ resume(value: string): Promise; reload(): Promise; isRunning(): boolean; From 60eb90ca4f9fd547ab12cb713bdc54ea708a3e7d Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 19:44:25 -0700 Subject: [PATCH 15/17] feat(examples/chat): stage replay e2e and the still recorder for the website fallback stage.spec.ts drives the committed replay through ?t=: the chat renders beside the devtools, the approve hold shows the inert interrupt panel over the backup table, and the end of the recording mounts the generated form with the thread in the Timeline tab. record-stage.config.ts + record-stage-stills.record.ts capture one still per beat at desktop (1200x720) and phone (390x650 at DPR 2, shipped 585 wide) for the website's non-pinned fallback; each still asserts its beat and its byte budget. The recorder exposed a gap: a seek applies a run in one burst, so the chat's last scroll write lands before the tool view, the A2UI surface and the interrupt panel render, leaving the newest content ~700px below the fold. The stage now pins the transcript to its bottom once a seek settles. Co-Authored-By: Claude Fable 5.1 --- .../screenshots/stage-approve-mobile.webp | Bin 0 -> 24214 bytes .../public/screenshots/stage-approve.webp | Bin 0 -> 30070 bytes .../screenshots/stage-persist-mobile.webp | Bin 0 -> 24030 bytes .../public/screenshots/stage-persist.webp | Bin 0 -> 33654 bytes .../screenshots/stage-render-mobile.webp | Bin 0 -> 10338 bytes .../public/screenshots/stage-render.webp | Bin 0 -> 15938 bytes .../screenshots/stage-stream-mobile.webp | Bin 0 -> 34828 bytes .../public/screenshots/stage-stream.webp | Bin 0 -> 52622 bytes .../angular/e2e/record-stage-stills.record.ts | 82 ++++++++++++++++++ .../chat/angular/e2e/record-stage.config.ts | 33 +++++++ examples/chat/angular/e2e/stage.spec.ts | 63 ++++++++++++++ .../app/stage/stage-mode.component.spec.ts | 16 ++++ .../src/app/stage/stage-mode.component.ts | 35 +++++++- 13 files changed, 227 insertions(+), 2 deletions(-) create mode 100644 apps/website/public/screenshots/stage-approve-mobile.webp create mode 100644 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z8uT%OKU30DffHukBp_6948FF#v{V>P06!K*9M8$87FAZTi3-?1O9)A(t?r=kvz4VI zZd-WnD@D3mPL={#6HC?Ykv!bq~ z3}yObKV~hu1NS6-3Z$~6oh#1K^@izV!02k|z0Ne$%0&*MTIQgX6*}y+WK}Uw+F*#a z!-pbvsZITh&S-!38@)5>IK?80(GiOj`ruWU$^o*8~AGqe&Dc zy>ZtElyem?w&PHA8?l1F8#9!m@Iiru7zUv$bC=QPrkpXWJbFxc%8yVjvxf2 z#Is5+VSfynsbAzp@G7aiOFFLMkKj@9bw2Vau~?347pUiwbR6;%#rxA_&k=p^%uc7GqT*AXf|78?_g=5xRB=PrS;UXfNwK) z36^c4K^aLBZ)IMZ>LmxR=Tg1se^ z-BE)d=k+!$R16?Od1M2qsR2dlT<{O>Ki~iW0000000XWQ%Ih=nB(mm~3xEI!_5~Y# zz>;V!_WKHsdL|;dI2$4xzW-@MQZ>cU@HK)x)Ovd1*Xre>_0$Sh0Kb&_9;joUu_*hCJNZCh&`0>vOBMa zUm0)RZ+|*@h?_%BXbi<0?{5K>@Oyir>PrJz4D0Q04BUoXTn4c)A&$&{qRpkKASttmi8OHZe zeH&6fYjrEtpy+#u#NnG1q13Ndh5%Xe!g&s`<%P{1{!7VKiCgac|BpM#eL=)Uy!CZ5 zgJX%g5VCQZZ!Vt4DE+h4QyZ7+ycwYDDc_DXsWxWmaF~gZu0S$9nFjc98kz(lk7+On zut-Xgq&PnqtA1<1K`oF!5NfEq>fBjUUI-xx>hf^RFg&JLKjd6W<*BEmu}so>B1Nz^ zV7++kk6?;wF%&CSj2jt&Cpm~6b&)O|y51bz{EAZddX=a#BhVJ~qv@{s<#3+Y? { + await page.goto('/stage?t=0'); + await page.waitForFunction(() => !!window.__stageTimeline); + const tl = await page.evaluate(() => window.__stageTimeline as StageTimeline); + const settle: Record = { + stream: tl.beats[0].endMs, + persist: tl.beats[1].endMs, + approve: tl.hold.startMs + Math.round((tl.hold.endMs - tl.hold.startMs) / 2), + render: tl.totalMs, + }; + for (const size of SIZES) { + await page.setViewportSize({ width: size.width, height: size.height }); + for (const [beat, t] of Object.entries(settle)) { + await page.goto(`/stage?t=${t}`); + await page.waitForFunction((target) => window.__stageApplied?.t === target, t, { + timeout: 60_000, + }); + await page.waitForTimeout(400); + // What keeps a mistimed capture from shipping silently. + if (beat === 'approve') { + await expect(page.locator('chat-interrupt-panel')).toBeAttached(); + await expect(page.locator('app-backup-table [data-state="rows"]')).toBeAttached(); + } + if (beat === 'render') { + await expect(page.locator('a2ui-surface').first()).toBeAttached(); + await expect(page.locator('chat-interrupt-panel')).toHaveCount(0); + } + const png = await page.screenshot({ type: 'png', fullPage: false }); + const out = resolve(OUT_DIR, `stage-${beat}${size.suffix}.webp`); + const info = await sharp(png) + .resize({ width: size.ship }) + .webp({ quality: 60, effort: 6 }) + .toFile(out); + expect(info.size, `${out} exceeds ${MAX_BYTES} bytes`).toBeLessThanOrEqual(MAX_BYTES); + console.log(`wrote ${out} (${Math.round(info.size / 1024)} KB)`); + } + } +}); diff --git a/examples/chat/angular/e2e/record-stage.config.ts b/examples/chat/angular/e2e/record-stage.config.ts new file mode 100644 index 000000000..705a1cb7d --- /dev/null +++ b/examples/chat/angular/e2e/record-stage.config.ts @@ -0,0 +1,33 @@ +/** + * Playwright config for the stage STILL recorder. Mirrors + * `record-hero.config.ts` — the same aimock-backed global setup, so the demo + * boots without an API key — and captures one still per beat from the + * committed `public/stage-replay.json` (the replay itself needs no model). + * + * The stills are the website's non-pinned fallback: where the live stage + * iframe is not pinned and scrubbed (phones, reduced motion, no JS), the site + * shows these frames instead. + * + * `record-stage-fixture.record.ts` is NOT matched here on purpose: the fixture + * is recorded against the real model via `record-stage-live.config.ts`. + * + * npx playwright test --config examples/chat/angular/e2e/record-stage.config.ts record-stage-stills + */ +import { defineConfig } from '@playwright/test'; + +export default defineConfig({ + testDir: '.', + testMatch: '**/record-stage-stills.record.ts', + fullyParallel: false, + workers: 1, + retries: 0, + reporter: 'list', + timeout: 240_000, + use: { + baseURL: 'http://localhost:4200', + viewport: { width: 1200, height: 720 }, + }, + globalSetup: './global-setup.ts', + globalTeardown: './global-teardown.ts', + outputDir: './.record-output', +}); diff --git a/examples/chat/angular/e2e/stage.spec.ts b/examples/chat/angular/e2e/stage.spec.ts new file mode 100644 index 000000000..73c39acf1 --- /dev/null +++ b/examples/chat/angular/e2e/stage.spec.ts @@ -0,0 +1,63 @@ +import { test, expect, type Page } from '@playwright/test'; +import { attachBrowserHygiene } from './test-helpers'; +import type { StageState } from '../src/app/stage/stage-bridge'; +import type { StageTimeline } from '../src/app/stage/stage-timeline'; + +// Mirrors the augmentation in stage-mode.component.ts, which the e2e tsconfig does not pull in. +declare global { + interface Window { + __stageTimeline?: StageTimeline; + __stageApplied?: StageState; + } +} + +/** + * The /stage route replays the committed `public/stage-replay.json` beside the + * real devtools, seekable by `?t=`. The page publishes its timeline on + * `window.__stageTimeline` once the replay is ready, so the specs read the + * beat boundaries from the recording rather than hard-coding milliseconds + * that would drift on the next re-record. + */ +async function timeline(page: Page): Promise { + await page.goto('/stage?t=0'); + await expect + .poll(() => page.evaluate(() => !!window.__stageTimeline), { timeout: 30_000 }) + .toBe(true); + return page.evaluate(() => window.__stageTimeline as StageTimeline); +} + +test.describe('stage replay', () => { + test.describe.configure({ timeout: 120_000 }); + + test('renders the chat beside the devtools and seeks to the approve hold', async ({ page }) => { + const hygiene = attachBrowserHygiene(page); + const tl = await timeline(page); + await expect(page.getByRole('region', { name: 'Chat devtools' })).toBeVisible(); + await page.goto(`/stage?t=${tl.hold.startMs + 1}`); + await expect(page.locator('chat-interrupt-panel')).toBeAttached({ timeout: 60_000 }); + // The pause comes from delete_backups, after list_backups has rendered its + // registered tool view — the inventory the visitor is being asked about. + await expect(page.locator('app-backup-table [data-state="rows"]')).toBeAttached(); + // Replay is a recording, not a control surface: the panel shows but cannot + // be clicked, so a visitor cannot desync the transcript from t. + expect( + await page + .locator('[data-stage-interrupt]') + .evaluate((el) => getComputedStyle(el).pointerEvents), + ).toBe('none'); + expect(hygiene.consoleErrors).toEqual([]); + }); + + test('the end of the recording mounts the generated form and the devtools shows the thread', async ({ + page, + }) => { + const hygiene = attachBrowserHygiene(page); + const tl = await timeline(page); + await page.goto(`/stage?t=${tl.totalMs}`); + await expect(page.locator('a2ui-surface').first()).toBeAttached({ timeout: 90_000 }); + await expect(page.locator('chat-interrupt-panel')).toHaveCount(0); + await page.getByRole('tab', { name: 'Timeline' }).click(); + await expect(page.getByRole('region', { name: 'Chat devtools' })).toContainText(/checkpoint/i); + expect(hygiene.consoleErrors).toEqual([]); + }); +}); diff --git a/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts b/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts index 51addd6e4..d0ca7c4e3 100644 --- a/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts @@ -36,6 +36,22 @@ describe('StageMode', () => { expect(window.__stageApplied?.t).toBe(25); }); + it('pins the transcript to its newest content once a seek settles', async () => { + // The chat shows its welcome screen until a message lands, so the scroll + // container only exists once the first run has been applied. + await fx.componentInstance.boot(new URLSearchParams('t=0')); + fx.detectChanges(); + const scroller = (fx.nativeElement as HTMLElement).querySelector('chat .chat-scroll'); + expect(scroller).toBeTruthy(); + // jsdom lays nothing out: stand in for a transcript taller than its box. + Object.defineProperty(scroller, 'scrollHeight', { configurable: true, value: 2400 }); + Object.defineProperty(scroller, 'scrollTop', { configurable: true, writable: true, value: 0 }); + await fx.componentInstance.controller()?.seek(25); + fx.detectChanges(); + await new Promise((r) => requestAnimationFrame(() => requestAnimationFrame(() => r()))); + expect(scroller?.scrollTop).toBe(2400); + }); + it('posts ready and state through the bridge', async () => { const posted: unknown[] = []; fx.componentInstance.bridge = { diff --git a/examples/chat/angular/src/app/stage/stage-mode.component.ts b/examples/chat/angular/src/app/stage/stage-mode.component.ts index 43132920c..93b66b2a1 100644 --- a/examples/chat/angular/src/app/stage/stage-mode.component.ts +++ b/examples/chat/angular/src/app/stage/stage-mode.component.ts @@ -2,6 +2,7 @@ import { ChangeDetectionStrategy, Component, DestroyRef, + ElementRef, EnvironmentInjector, InjectionToken, afterNextRender, @@ -291,17 +292,21 @@ export class StageMode { ? { onSeek: () => () => undefined, postReady: () => undefined, postState: () => undefined } : browserStageBridge(); + private readonly host = inject>(ElementRef); private lastPosted = ''; private seekTarget: number | null = null; private seekFrame: number | null = null; + private pinFrame: number | null = null; constructor() { this.watchDock(); this.destroyRef.onDestroy(() => { - if (this.seekFrame !== null && typeof cancelAnimationFrame === 'function') { - cancelAnimationFrame(this.seekFrame); + if (typeof cancelAnimationFrame === 'function') { + if (this.seekFrame !== null) cancelAnimationFrame(this.seekFrame); + if (this.pinFrame !== null) cancelAnimationFrame(this.pinFrame); } this.seekFrame = null; + this.pinFrame = null; }); afterNextRender(() => { if (StageMode.autoBoot) { @@ -403,6 +408,32 @@ export class StageMode { this.lastPosted = key; this.bridge.postState(state); if (typeof window !== 'undefined') window.__stageApplied = state; + this.pinTranscript(); + } + + /** + * Pins the transcript to its newest content once a seek has settled. The + * chat scrolls itself on each new message and on each token while pinned, + * but a seek applies a whole run in one burst, so its last + * `scrollTop = scrollHeight` write lands BEFORE the registered tool view + * (the backup table), the A2UI surface, and the interrupt panel — which sits + * above the chat and shrinks it — have rendered, and the newest content ends + * up below the fold: at the hold the transcript sat ~700px above its bottom. + * Live token cadence hides the same gap. One frame per seek, last wins; two + * frames deep so the views render in the first and layout settles in the + * second. `.chat-scroll` is the chat's own scroll container + * (libs/chat/.../chat.component.ts, `#scrollContainer`); it exposes no + * scroll API. + */ + private pinTranscript(): void { + if (typeof requestAnimationFrame !== 'function' || this.pinFrame !== null) return; + this.pinFrame = requestAnimationFrame(() => { + this.pinFrame = requestAnimationFrame(() => { + this.pinFrame = null; + const el = this.host.nativeElement.querySelector('chat .chat-scroll'); + if (el) el.scrollTop = el.scrollHeight; + }); + }); } // ── Record mode ─────────────────────────────────────────────────────────── From 76096bc7eeb1a498b53ae48634450bbd7dd93c09 Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 19:59:40 -0700 Subject: [PATCH 16/17] fix(examples/chat): stage pin re-arms, stills look beats up by name, e2e guards the pinned viewport The transcript pin scheduled one two-frame pair per seek and dropped any publish that landed while that pair was in flight, so content rendering after the pending pair's inner frame could stay below the fold. pinTranscript now keeps one pair in flight at a time and a publish during the pair re-arms exactly one more pair after it (pinPending). The destroy hook still cancels whichever frame is pending and clears the flag, so nothing runs after destroy. The docblock now also states that this deliberately overrides the chat's unpin-on-user-scroll for a scrubbed display surface. The pin still reaches into the chat's private .chat-scroll container. The proper fix is a public scrollToBottom() on ChatComponent (today the protected onScrollBubbleClick); that touches libs/ and is deferred, recorded as a TODO at the call site. The unit spec polls frame by frame instead of hard-coding "two frames deep", and gains a re-arm case whose scrollHeight grows after the first pair's inner frame. Mutation-checked: removing the re-arm fails only the new case; removing the publish() call fails both. The still recorder looks beats up by name (StageBeat) rather than by index, collects oversized files and asserts once after both loops so a failure cannot leave a half-rewritten set, and its header says deviceScaleFactor 2 applies to both sizes. stage.spec.ts asserts the interrupt panel and the A2UI surface are in the viewport, guarding the pin end to end, and explains the +1 on the hold boundary. The shared window augmentation moves to e2e/stage-globals.d.ts. Co-Authored-By: Claude Fable 5.1 --- .../public/screenshots/stage-persist.webp | Bin 33654 -> 33656 bytes .../angular/e2e/record-stage-stills.record.ts | 32 ++++++------ examples/chat/angular/e2e/stage-globals.d.ts | 11 ++++ examples/chat/angular/e2e/stage.spec.ts | 15 +++--- .../app/stage/stage-mode.component.spec.ts | 47 ++++++++++++++++-- .../src/app/stage/stage-mode.component.ts | 35 +++++++++++-- 6 files changed, 107 insertions(+), 33 deletions(-) create mode 100644 examples/chat/angular/e2e/stage-globals.d.ts diff --git a/apps/website/public/screenshots/stage-persist.webp b/apps/website/public/screenshots/stage-persist.webp index 5533b998053b4c61e86fc8828bfdba35d891c2cd..75eb1383154a5a268bd610dba29e1f7bcf67d487 100644 GIT binary patch delta 28086 zcmZU5Q*bT}%w}!dws~sXw%wlM)NbF}wr$(CZQHiH-|YN5yEA)}o8+0`BA8_I5(4rT z0)nh8B`$6s2n3`dCakEg$Vp@xk8B42@ble6|AF|*cnvuEjSo}-9*tim1vmX={~oRX zMMnaBUB&Ud>VWDwTUTMv$G!<&Ii&BA8nWYJ%j 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b/examples/chat/angular/e2e/record-stage-stills.record.ts index 2818ec7df..94decfa56 100644 --- a/examples/chat/angular/e2e/record-stage-stills.record.ts +++ b/examples/chat/angular/e2e/record-stage-stills.record.ts @@ -14,24 +14,17 @@ * the devtools docked right. Below 768px the stage renders NO devtools (see * `readStageDock` — the phone path is chat only, a docked panel would eat the * transcript), so the phone still is the chat at 390x650 (3:5, the phone - * ratio the hero poster uses), captured at deviceScaleFactor 2 so the shipped - * 585-wide file is a crisp downscale rather than a 1.5x upscale of a 390px - * raster. + * ratio the hero poster uses). `deviceScaleFactor: 2` applies to BOTH sizes: + * the desktop still is a 2400-wide raster downscaled to 1200, and the phone + * still a 780-wide raster downscaled to 585 — crisp downscales rather than a + * 1x raster shipped as-is or a 1.5x upscale of a 390px one. */ import { expect, test } from '@playwright/test'; import { resolve } from 'node:path'; import sharp from 'sharp'; -import type { StageState } from '../src/app/stage/stage-bridge'; +import type { StageBeat } from '../src/app/stage/stage-recording.types'; import type { StageTimeline } from '../src/app/stage/stage-timeline'; -// Mirrors the augmentation in stage-mode.component.ts, which the e2e tsconfig does not pull in. -declare global { - interface Window { - __stageTimeline?: StageTimeline; - __stageApplied?: StageState; - } -} - const OUT_DIR = resolve(__dirname, '../../../../apps/website/public/screenshots'); const SIZES = [ { suffix: '', width: 1200, height: 720, ship: 1200 }, @@ -46,12 +39,20 @@ test('capture stage stills', async ({ page }) => { await page.goto('/stage?t=0'); await page.waitForFunction(() => !!window.__stageTimeline); const tl = await page.evaluate(() => window.__stageTimeline as StageTimeline); + const endOf = (b: StageBeat) => { + const hit = tl.beats.find((x) => x.beat === b); + if (!hit) throw new Error(`recording has no "${b}" beat`); + return hit.endMs; + }; const settle: Record = { - stream: tl.beats[0].endMs, - persist: tl.beats[1].endMs, + stream: endOf('stream'), + persist: endOf('persist'), approve: tl.hold.startMs + Math.round((tl.hold.endMs - tl.hold.startMs) / 2), render: tl.totalMs, }; + // Collected, not asserted per file: a throw mid-loop would leave the set + // half rewritten. Every offender is listed once after both loops. + const oversized: string[] = []; for (const size of SIZES) { await page.setViewportSize({ width: size.width, height: size.height }); for (const [beat, t] of Object.entries(settle)) { @@ -75,8 +76,9 @@ test('capture stage stills', async ({ page }) => { .resize({ width: size.ship }) .webp({ quality: 60, effort: 6 }) .toFile(out); - expect(info.size, `${out} exceeds ${MAX_BYTES} bytes`).toBeLessThanOrEqual(MAX_BYTES); + if (info.size > MAX_BYTES) oversized.push(`${out} (${info.size} bytes)`); console.log(`wrote ${out} (${Math.round(info.size / 1024)} KB)`); } } + expect(oversized, `stills over ${MAX_BYTES} bytes:\n${oversized.join('\n')}`).toEqual([]); }); diff --git a/examples/chat/angular/e2e/stage-globals.d.ts b/examples/chat/angular/e2e/stage-globals.d.ts new file mode 100644 index 000000000..056f86a11 --- /dev/null +++ b/examples/chat/angular/e2e/stage-globals.d.ts @@ -0,0 +1,11 @@ +import type { StageState } from '../src/app/stage/stage-bridge'; +import type { StageTimeline } from '../src/app/stage/stage-timeline'; + +// Mirrors the augmentation in stage-mode.component.ts: the e2e tsconfig does +// not compile src/, so the stage specs and the still recorder share this copy. +declare global { + interface Window { + __stageTimeline?: StageTimeline; + __stageApplied?: StageState; + } +} diff --git a/examples/chat/angular/e2e/stage.spec.ts b/examples/chat/angular/e2e/stage.spec.ts index 73c39acf1..b3da759bb 100644 --- a/examples/chat/angular/e2e/stage.spec.ts +++ b/examples/chat/angular/e2e/stage.spec.ts @@ -1,16 +1,7 @@ import { test, expect, type Page } from '@playwright/test'; import { attachBrowserHygiene } from './test-helpers'; -import type { StageState } from '../src/app/stage/stage-bridge'; import type { StageTimeline } from '../src/app/stage/stage-timeline'; -// Mirrors the augmentation in stage-mode.component.ts, which the e2e tsconfig does not pull in. -declare global { - interface Window { - __stageTimeline?: StageTimeline; - __stageApplied?: StageState; - } -} - /** * The /stage route replays the committed `public/stage-replay.json` beside the * real devtools, seekable by `?t=`. The page publishes its timeline on @@ -33,8 +24,12 @@ test.describe('stage replay', () => { const hygiene = attachBrowserHygiene(page); const tl = await timeline(page); await expect(page.getByRole('region', { name: 'Chat devtools' })).toBeVisible(); + // +1: strictly inside the hold. The boundary instant still belongs to the + // outgoing run (phaseReachedAt in stage-timeline.ts renders t minus an epsilon). await page.goto(`/stage?t=${tl.hold.startMs + 1}`); await expect(page.locator('chat-interrupt-panel')).toBeAttached({ timeout: 60_000 }); + // Guards the transcript pin: the panel and the newest content sit in view. + await expect(page.locator('chat-interrupt-panel')).toBeInViewport({ timeout: 60_000 }); // The pause comes from delete_backups, after list_backups has rendered its // registered tool view — the inventory the visitor is being asked about. await expect(page.locator('app-backup-table [data-state="rows"]')).toBeAttached(); @@ -55,6 +50,8 @@ test.describe('stage replay', () => { const tl = await timeline(page); await page.goto(`/stage?t=${tl.totalMs}`); await expect(page.locator('a2ui-surface').first()).toBeAttached({ timeout: 90_000 }); + // Guards the transcript pin: the generated form is the newest content. + await expect(page.locator('a2ui-surface').first()).toBeInViewport({ timeout: 90_000 }); await expect(page.locator('chat-interrupt-panel')).toHaveCount(0); await page.getByRole('tab', { name: 'Timeline' }).click(); await expect(page.getByRole('region', { name: 'Chat devtools' })).toContainText(/checkpoint/i); diff --git a/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts b/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts index d0ca7c4e3..6f4116941 100644 --- a/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts @@ -36,20 +36,57 @@ describe('StageMode', () => { expect(window.__stageApplied?.t).toBe(25); }); - it('pins the transcript to its newest content once a seek settles', async () => { + /** The chat's scroll container, with jsdom's zero layout replaced by a tall transcript. */ + async function bootWithScroller(): Promise { // The chat shows its welcome screen until a message lands, so the scroll // container only exists once the first run has been applied. await fx.componentInstance.boot(new URLSearchParams('t=0')); fx.detectChanges(); const scroller = (fx.nativeElement as HTMLElement).querySelector('chat .chat-scroll'); - expect(scroller).toBeTruthy(); + if (!scroller) throw new Error('chat .chat-scroll did not render'); // jsdom lays nothing out: stand in for a transcript taller than its box. - Object.defineProperty(scroller, 'scrollHeight', { configurable: true, value: 2400 }); + Object.defineProperty(scroller, 'scrollHeight', { configurable: true, writable: true, value: 2400 }); Object.defineProperty(scroller, 'scrollTop', { configurable: true, writable: true, value: 0 }); + return scroller; + } + + const frame = () => new Promise((r) => requestAnimationFrame(() => r())); + + /** Polls frame by frame so the test pins the BEHAVIOR, not how many frames deep it lands. */ + async function pinnedWithin(scroller: HTMLElement, frames: number): Promise { + for (let i = 0; i < frames; i++) { + if (scroller.scrollTop === scroller.scrollHeight) return true; + await frame(); + } + return scroller.scrollTop === scroller.scrollHeight; + } + + it('pins the transcript to its newest content once a seek settles', async () => { + const scroller = await bootWithScroller(); await fx.componentInstance.controller()?.seek(25); fx.detectChanges(); - await new Promise((r) => requestAnimationFrame(() => requestAnimationFrame(() => r()))); - expect(scroller?.scrollTop).toBe(2400); + expect(await pinnedWithin(scroller, 6)).toBe(true); + expect(scroller.scrollTop).toBe(2400); + }); + + it('re-arms one more pin when a publish lands while a pair is in flight', async () => { + const scroller = await bootWithScroller(); + const c = fx.componentInstance.controller(); + if (!c) throw new Error('no controller'); + // The first publish schedules the pair; the second lands while that pair + // is still in flight, so it must re-arm one more pair rather than be dropped. + await c.seek(25); + fx.detectChanges(); + await c.seek(30); + fx.detectChanges(); + // The content that grows AFTER the first pair's inner frame: the two-frame + // pair alone would pin at 2400 and leave the new 1200px below the fold. + await frame(); + await frame(); + expect(scroller.scrollTop).toBe(2400); + Object.defineProperty(scroller, 'scrollHeight', { configurable: true, writable: true, value: 3600 }); + expect(await pinnedWithin(scroller, 6)).toBe(true); + expect(scroller.scrollTop).toBe(3600); }); it('posts ready and state through the bridge', async () => { diff --git a/examples/chat/angular/src/app/stage/stage-mode.component.ts b/examples/chat/angular/src/app/stage/stage-mode.component.ts index 93b66b2a1..5277e30de 100644 --- a/examples/chat/angular/src/app/stage/stage-mode.component.ts +++ b/examples/chat/angular/src/app/stage/stage-mode.component.ts @@ -297,6 +297,8 @@ export class StageMode { private seekTarget: number | null = null; private seekFrame: number | null = null; private pinFrame: number | null = null; + /** A publish landed while a pin pair was in flight; one more pair follows it. */ + private pinPending = false; constructor() { this.watchDock(); @@ -307,6 +309,7 @@ export class StageMode { } this.seekFrame = null; this.pinFrame = null; + this.pinPending = false; }); afterNextRender(() => { if (StageMode.autoBoot) { @@ -419,19 +422,43 @@ export class StageMode { * (the backup table), the A2UI surface, and the interrupt panel — which sits * above the chat and shrinks it — have rendered, and the newest content ends * up below the fold: at the hold the transcript sat ~700px above its bottom. - * Live token cadence hides the same gap. One frame per seek, last wins; two - * frames deep so the views render in the first and layout settles in the - * second. `.chat-scroll` is the chat's own scroll container + * Live token cadence hides the same gap. + * + * Scheduling: one pair of frames is in flight at a time — the views render + * in the first, layout settles in the second, and the scroll write lands at + * the end of the second. A publish that arrives while a pair is in flight + * re-arms exactly one more pair after it, so content that renders after + * the pending pair's inner frame is still pinned rather than dropped. + * + * This deliberately overrides the chat's own unpin-on-user-scroll: the + * stage is a scrubbed display surface, not a reading surface, so a viewer + * who scrolls up is re-pinned on the next applied seek. + * + * `.chat-scroll` is the chat's own scroll container * (libs/chat/.../chat.component.ts, `#scrollContainer`); it exposes no * scroll API. + * TODO: replace with a public scrollToBottom() on ChatComponent + * (libs/chat/src/lib/compositions/chat/chat.component.ts, today protected + * onScrollBubbleClick) so this stops depending on the private .chat-scroll + * class. */ private pinTranscript(): void { - if (typeof requestAnimationFrame !== 'function' || this.pinFrame !== null) return; + if (typeof requestAnimationFrame !== 'function') return; + if (this.pinFrame !== null) { + this.pinPending = true; + return; + } this.pinFrame = requestAnimationFrame(() => { + // The pair now owns every publish that arrived before this frame fired. + this.pinPending = false; this.pinFrame = requestAnimationFrame(() => { this.pinFrame = null; const el = this.host.nativeElement.querySelector('chat .chat-scroll'); if (el) el.scrollTop = el.scrollHeight; + if (this.pinPending) { + this.pinPending = false; + this.pinTranscript(); + } }); }); } From 947bd3797a45d338513210409bae0a3438f45f88 Mon Sep 17 00:00:00 2001 From: Brian Love Date: Sat, 5 Sep 2026 20:08:55 -0700 Subject: [PATCH 17/17] test(examples/chat): stage pin specs step a stubbed animation frame instead of racing the real one Co-Authored-By: Claude Fable 5.1 --- .../app/stage/stage-mode.component.spec.ts | 154 ++++++++++++------ 1 file changed, 108 insertions(+), 46 deletions(-) diff --git a/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts b/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts index 6f4116941..e49ddc99a 100644 --- a/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts +++ b/examples/chat/angular/src/app/stage/stage-mode.component.spec.ts @@ -36,57 +36,119 @@ describe('StageMode', () => { expect(window.__stageApplied?.t).toBe(25); }); - /** The chat's scroll container, with jsdom's zero layout replaced by a tall transcript. */ - async function bootWithScroller(): Promise { - // The chat shows its welcome screen until a message lands, so the scroll - // container only exists once the first run has been applied. - await fx.componentInstance.boot(new URLSearchParams('t=0')); - fx.detectChanges(); - const scroller = (fx.nativeElement as HTMLElement).querySelector('chat .chat-scroll'); - if (!scroller) throw new Error('chat .chat-scroll did not render'); - // jsdom lays nothing out: stand in for a transcript taller than its box. - Object.defineProperty(scroller, 'scrollHeight', { configurable: true, writable: true, value: 2400 }); - Object.defineProperty(scroller, 'scrollTop', { configurable: true, writable: true, value: 0 }); - return scroller; - } + describe('transcript pin', () => { + // The pin is a pair of animation frames; the real ~16ms frame races the + // controller's macrotask timing, so these specs step a stubbed frame + // queue by hand and control exactly where each publish lands. + type Frame = { id: number; cb: FrameRequestCallback }; + let queue: Frame[] = []; + let cancelled: number[] = []; + let nextId = 0; + const realRaf = globalThis.requestAnimationFrame; + const realCaf = globalThis.cancelAnimationFrame; + const realWindowRaf = window.requestAnimationFrame; + const realWindowCaf = window.cancelAnimationFrame; + + beforeEach(() => { + queue = []; + cancelled = []; + nextId = 0; + const raf = (cb: FrameRequestCallback): number => { + const id = ++nextId; + queue.push({ id, cb }); + return id; + }; + const caf = (id: number): void => { + cancelled.push(id); + queue = queue.filter((f) => f.id !== id); + }; + globalThis.requestAnimationFrame = raf; + globalThis.cancelAnimationFrame = caf; + window.requestAnimationFrame = raf; + window.cancelAnimationFrame = caf; + }); - const frame = () => new Promise((r) => requestAnimationFrame(() => r())); + afterEach(() => { + globalThis.requestAnimationFrame = realRaf; + globalThis.cancelAnimationFrame = realCaf; + window.requestAnimationFrame = realWindowRaf; + window.cancelAnimationFrame = realWindowCaf; + }); - /** Polls frame by frame so the test pins the BEHAVIOR, not how many frames deep it lands. */ - async function pinnedWithin(scroller: HTMLElement, frames: number): Promise { - for (let i = 0; i < frames; i++) { - if (scroller.scrollTop === scroller.scrollHeight) return true; - await frame(); + /** Runs exactly the callbacks queued at the time of the call, in order. */ + function step(): void { + const batch = queue; + queue = []; + for (const { cb } of batch) cb(performance.now()); } - return scroller.scrollTop === scroller.scrollHeight; - } - it('pins the transcript to its newest content once a seek settles', async () => { - const scroller = await bootWithScroller(); - await fx.componentInstance.controller()?.seek(25); - fx.detectChanges(); - expect(await pinnedWithin(scroller, 6)).toBe(true); - expect(scroller.scrollTop).toBe(2400); - }); + /** Steps until nothing is queued: settles whatever boot scheduled. */ + function flush(): void { + for (let i = 0; i < 20 && queue.length > 0; i++) step(); + if (queue.length > 0) throw new Error('animation frames never settled'); + } - it('re-arms one more pin when a publish lands while a pair is in flight', async () => { - const scroller = await bootWithScroller(); - const c = fx.componentInstance.controller(); - if (!c) throw new Error('no controller'); - // The first publish schedules the pair; the second lands while that pair - // is still in flight, so it must re-arm one more pair rather than be dropped. - await c.seek(25); - fx.detectChanges(); - await c.seek(30); - fx.detectChanges(); - // The content that grows AFTER the first pair's inner frame: the two-frame - // pair alone would pin at 2400 and leave the new 1200px below the fold. - await frame(); - await frame(); - expect(scroller.scrollTop).toBe(2400); - Object.defineProperty(scroller, 'scrollHeight', { configurable: true, writable: true, value: 3600 }); - expect(await pinnedWithin(scroller, 6)).toBe(true); - expect(scroller.scrollTop).toBe(3600); + /** The chat's scroll container, with jsdom's zero layout replaced by a tall transcript. */ + async function bootWithScroller(): Promise { + // The chat shows its welcome screen until a message lands, so the scroll + // container only exists once the first run has been applied. + await fx.componentInstance.boot(new URLSearchParams('t=0')); + fx.detectChanges(); + // Boot publishes too: drain its pair so each spec starts with no pin in flight. + flush(); + const scroller = (fx.nativeElement as HTMLElement).querySelector('chat .chat-scroll'); + if (!scroller) throw new Error('chat .chat-scroll did not render'); + // jsdom lays nothing out: stand in for a transcript taller than its box. + Object.defineProperty(scroller, 'scrollHeight', { configurable: true, writable: true, value: 2400 }); + Object.defineProperty(scroller, 'scrollTop', { configurable: true, writable: true, value: 0 }); + return scroller; + } + + /** Applies a seek and lets its publish schedule (or re-arm) the pin; no frame runs. */ + async function publishAt(t: number): Promise { + const c = fx.componentInstance.controller(); + if (!c) throw new Error('no controller'); + await c.seek(t); + fx.detectChanges(); + } + + it('pins the transcript to its newest content once a seek settles', async () => { + const scroller = await bootWithScroller(); + await publishAt(25); + expect(queue.length).toBeGreaterThan(0); + step(); // outer frame: views render + expect(scroller.scrollTop).toBe(0); + step(); // inner frame: layout settled, the write lands + expect(scroller.scrollTop).toBe(2400); + }); + + it('re-arms one more pin when a publish lands while a pair is in flight', async () => { + const scroller = await bootWithScroller(); + await publishAt(25); // schedules the pair + step(); // outer frame fires: the pair now owns everything before it + await publishAt(30); // lands between outer and inner: must re-arm + step(); // inner frame: writes the current height, then re-arms + expect(scroller.scrollTop).toBe(2400); + // Content that grows AFTER the first pair's inner frame: without the + // re-arm nothing is queued and the new 1200px stay below the fold. + Object.defineProperty(scroller, 'scrollHeight', { configurable: true, writable: true, value: 3600 }); + expect(queue.length).toBeGreaterThan(0); + step(); + step(); + expect(scroller.scrollTop).toBe(3600); + }); + + it('cancels an in-flight pin on destroy so no frame writes after teardown', async () => { + const scroller = await bootWithScroller(); + await publishAt(25); + const pending = queue.map((f) => f.id); + expect(pending.length).toBeGreaterThan(0); + fx.destroy(); + expect(cancelled.some((id) => pending.includes(id))).toBe(true); + expect(queue.some((f) => cancelled.includes(f.id))).toBe(false); + flush(); + expect(scroller.scrollTop).toBe(0); + }); }); it('posts ready and state through the bridge', async () => {