From 64a61ab38d126b3ae8c33231a62dfed17b20895b Mon Sep 17 00:00:00 2001 From: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> Date: Sun, 25 Oct 2026 02:19:40 +0800 Subject: [PATCH 1/8] docs(readme): add curated release news in both languages Signed-off-by: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> --- README.md | 18 ++++++++++++++++-- README.zh-CN.md | 18 ++++++++++++++++-- 2 files changed, 32 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 7fa421c290..446a82926b 100644 --- a/README.md +++ b/README.md @@ -13,7 +13,7 @@ A local-first control plane and research workbench for agents and teams.
[![Local first](https://img.shields.io/badge/control--plane-local--first-brightgreen.svg)](docs/public-private-boundary.md) [![Loop Agents](https://img.shields.io/badge/status-loop%20agents%20supported-brightgreen.svg)](docs/product/release-readiness.md) [![GitHub contributors](https://img.shields.io/github/contributors-anon/loopx-project/loopx?color=blue)](https://github.com/loopx-project/loopx/graphs/contributors) [![Discord](https://img.shields.io/badge/Discord-Join-5865F2?logo=discord&logoColor=white)](https://discord.gg/XmGgQyCFZd) [![Listed on dsh-plugin.org](https://dsh-plugin.org/badges/listed.svg)](https://dsh-plugin.org/plugins/loopx-project/loopx) -[Get started](#quick-start) · [Why LoopX](#why-loopx) · [See it in action](#see-loopx-in-action) · [Evidence](#evidence) · [Contribute](#contributing) · [Docs](https://loopx-project.github.io/loopx/docs/) · [简体中文](README.zh-CN.md) +[Get started](#quick-start) · [News](#news) · [Why LoopX](#why-loopx) · [See it in action](#see-loopx-in-action) · [Evidence](#evidence) · [Contribute](#contributing) · [Docs](https://loopx-project.github.io/loopx/docs/) · [简体中文](README.zh-CN.md) @@ -37,6 +37,16 @@ $loopx speed up this project's slowest workflow; compare approaches and verify t Claude Code uses `/loopx `. [Other hosts, install options and upgrades ↓](#try-loopx) +## News + + + +- **2026-10-23 · [v2.1.1](https://github.com/loopx-project/loopx/releases/tag/v2.1.1)** — Task and original-conversation recovery, quick navigation, and optional content workflows. [Upgrade guide](https://github.com/loopx-project/loopx/blob/v2.1.1/docs/product/releases/v2.1.1.md). +- **2026-10-20 · [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — A shared TypeScript control plane and long-horizon research workbench. [Migration guide](docs/product/releases/v2.0.0.md) · [Engineering story](https://loopx-project.github.io/loopx/blog/typescript-control-plane-refactor/). + +[All releases](https://github.com/loopx-project/loopx/releases) + ## Why LoopX @@ -612,8 +622,10 @@ long-running agent ecosystem. Our confirmed partners include: - [NoKV](https://github.com/NoKV-Lab/NoKV) - AI native distributed file system + -## What's New in 2.0 +
+2.0 background and migration | A shared control plane | A long-horizon research workbench | | --- | --- | @@ -624,6 +636,8 @@ long-running agent ecosystem. Our confirmed partners include: Review the [migration and recovery guide](docs/product/releases/v2.0.0.md) before continuing those Goals. Installation does not silently convert existing state. +
+ ## Advanced Paths The first useful loop does not require every optional surface. Add these only diff --git a/README.zh-CN.md b/README.zh-CN.md index 7cf2e2ec08..246ddb7721 100644 --- a/README.zh-CN.md +++ b/README.zh-CN.md @@ -13,7 +13,7 @@ [![Local first](https://img.shields.io/badge/control--plane-local--first-brightgreen.svg)](docs/public-private-boundary.md) [![Loop Agents](https://img.shields.io/badge/status-loop%20agents%20supported-brightgreen.svg)](docs/product/release-readiness.md) [![GitHub contributors](https://img.shields.io/github/contributors-anon/loopx-project/loopx?color=blue)](https://github.com/loopx-project/loopx/graphs/contributors) [![Discord](https://img.shields.io/badge/Discord-Join-5865F2?logo=discord&logoColor=white)](https://discord.gg/XmGgQyCFZd) [![Listed on dsh-plugin.org](https://dsh-plugin.org/badges/listed.svg)](https://dsh-plugin.org/plugins/loopx-project/loopx) -[快速上手](#快速开始) · [为什么需要 LoopX](#为什么需要-loopx) · [看看实际使用](#看看-loopx-如何工作) · [证据与案例](#证据) · [参与贡献](#贡献) · [文档](https://loopx-project.github.io/loopx/docs/) · [English](README.md) +[快速上手](#快速开始) · [最新动态](#最新动态) · [为什么需要 LoopX](#为什么需要-loopx) · [看看实际使用](#看看-loopx-如何工作) · [证据与案例](#证据) · [参与贡献](#贡献) · [文档](https://loopx-project.github.io/loopx/docs/) · [English](README.md) @@ -37,6 +37,16 @@ $loopx 优化这个项目最慢的流程，对比方案并验证性能提升 Claude Code 使用 `/loopx <复杂任务>`。[其他宿主、安装方式与升级说明 ↓](#试用-loopx) +## 最新动态 + + + +- **2026-10-23 · [v2.1.1](https://github.com/loopx-project/loopx/releases/tag/v2.1.1)** — 改进任务与原对话恢复、快速导航，以及可选内容工作流。[升级指南](https://github.com/loopx-project/loopx/blob/v2.1.1/docs/product/releases/v2.1.1.md#中文指南)。 +- **2026-10-20 · [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — 共享 TypeScript 控制面与长程研究工作台。[迁移指南](docs/product/releases/v2.0.0.md#中文指南) · [重构历程](https://loopx-project.github.io/loopx/blog/zh/typescript-control-plane-refactor/)。 + +[全部发布记录](https://github.com/loopx-project/loopx/releases) + ## 为什么需要 LoopX 一个 Agent 可以在单次会话里完成任务。长程工作更难：目标会变化，用户决策会出现， @@ -546,8 +556,10 @@ LoopX 欢迎与其他开源项目协作，共建长程 Agent 生态。已确认 - [NoKV](https://github.com/NoKV-Lab/NoKV) - AI 原生分布式文件系统 + -## 2.0 新变化 +
+2.0 背景与迁移 | 共享控制面 | 长程研究工作台 | | --- | --- | @@ -558,6 +570,8 @@ LoopX 欢迎与其他开源项目协作，共建长程 Agent 生态。已确认 继续这些 Goal 前先看[迁移与恢复指南](docs/product/releases/v2.0.0.md#中文指南)； 安装新版不会静默转换既有状态。 +
+ ## 进阶路径 第一次有用的 Loop 不依赖全部可选能力。只有工作真正需要时再开启这些路径。 From 13b698763e6a71015e10cb19d0a8bc66daf56ada Mon Sep 17 00:00:00 2001 From: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> Date: Sun, 25 Oct 2026 02:22:04 +0800 Subject: [PATCH 2/8] docs(readme): keep the existing compact hero navigation Signed-off-by: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> --- README.md | 2 +- README.zh-CN.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 446a82926b..ecdcf73535 100644 --- a/README.md +++ b/README.md @@ -13,7 +13,7 @@ A local-first control plane and research workbench for agents and teams.
[![Local first](https://img.shields.io/badge/control--plane-local--first-brightgreen.svg)](docs/public-private-boundary.md) [![Loop Agents](https://img.shields.io/badge/status-loop%20agents%20supported-brightgreen.svg)](docs/product/release-readiness.md) [![GitHub contributors](https://img.shields.io/github/contributors-anon/loopx-project/loopx?color=blue)](https://github.com/loopx-project/loopx/graphs/contributors) [![Discord](https://img.shields.io/badge/Discord-Join-5865F2?logo=discord&logoColor=white)](https://discord.gg/XmGgQyCFZd) [![Listed on dsh-plugin.org](https://dsh-plugin.org/badges/listed.svg)](https://dsh-plugin.org/plugins/loopx-project/loopx) -[Get started](#quick-start) · [News](#news) · [Why LoopX](#why-loopx) · [See it in action](#see-loopx-in-action) · [Evidence](#evidence) · [Contribute](#contributing) · [Docs](https://loopx-project.github.io/loopx/docs/) · [简体中文](README.zh-CN.md) +[Get started](#quick-start) · [Why LoopX](#why-loopx) · [See it in action](#see-loopx-in-action) · [Evidence](#evidence) · [Contribute](#contributing) · [Docs](https://loopx-project.github.io/loopx/docs/) · [简体中文](README.zh-CN.md) diff --git a/README.zh-CN.md b/README.zh-CN.md index 246ddb7721..5d62a663c4 100644 --- a/README.zh-CN.md +++ b/README.zh-CN.md @@ -13,7 +13,7 @@ [![Local first](https://img.shields.io/badge/control--plane-local--first-brightgreen.svg)](docs/public-private-boundary.md) [![Loop Agents](https://img.shields.io/badge/status-loop%20agents%20supported-brightgreen.svg)](docs/product/release-readiness.md) [![GitHub contributors](https://img.shields.io/github/contributors-anon/loopx-project/loopx?color=blue)](https://github.com/loopx-project/loopx/graphs/contributors) [![Discord](https://img.shields.io/badge/Discord-Join-5865F2?logo=discord&logoColor=white)](https://discord.gg/XmGgQyCFZd) [![Listed on dsh-plugin.org](https://dsh-plugin.org/badges/listed.svg)](https://dsh-plugin.org/plugins/loopx-project/loopx) -[快速上手](#快速开始) · [最新动态](#最新动态) · [为什么需要 LoopX](#为什么需要-loopx) · [看看实际使用](#看看-loopx-如何工作) · [证据与案例](#证据) · [参与贡献](#贡献) · [文档](https://loopx-project.github.io/loopx/docs/) · [English](README.md) +[快速上手](#快速开始) · [为什么需要 LoopX](#为什么需要-loopx) · [看看实际使用](#看看-loopx-如何工作) · [证据与案例](#证据) · [参与贡献](#贡献) · [文档](https://loopx-project.github.io/loopx/docs/) · [English](README.md) From 4cdf30e7de676577a786e8cabffe4b133e7f5357 Mon Sep 17 00:00:00 2001 From: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> Date: Sun, 25 Oct 2026 02:52:15 +0800 Subject: [PATCH 3/8] docs(readme): highlight the 1.0 and 2.0 milestones Signed-off-by: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> --- README.md | 2 +- README.zh-CN.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index ecdcf73535..e4ea3fa3ec 100644 --- a/README.md +++ b/README.md @@ -42,8 +42,8 @@ Claude Code uses `/loopx `. [Other hosts, install options and upgr -- **2026-10-23 · [v2.1.1](https://github.com/loopx-project/loopx/releases/tag/v2.1.1)** — Task and original-conversation recovery, quick navigation, and optional content workflows. [Upgrade guide](https://github.com/loopx-project/loopx/blob/v2.1.1/docs/product/releases/v2.1.1.md). - **2026-10-20 · [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — A shared TypeScript control plane and long-horizon research workbench. [Migration guide](docs/product/releases/v2.0.0.md) · [Engineering story](https://loopx-project.github.io/loopx/blog/typescript-control-plane-refactor/). +- **2026-09-06 · [LoopX 1.0](https://github.com/loopx-project/loopx/releases/tag/v1.0.0)** — A Personal Agent Workspace to follow agent work, act on decisions, and inspect delivered results across sessions. [Workspace guide](https://github.com/loopx-project/loopx/blob/v1.0.0/docs/guides/personal-workspace-user-guide.md). [All releases](https://github.com/loopx-project/loopx/releases) diff --git a/README.zh-CN.md b/README.zh-CN.md index 5d62a663c4..7812c4f8fe 100644 --- a/README.zh-CN.md +++ b/README.zh-CN.md @@ -42,8 +42,8 @@ Claude Code 使用 `/loopx <复杂任务>`。[其他宿主、安装方式与升 -- **2026-10-23 · [v2.1.1](https://github.com/loopx-project/loopx/releases/tag/v2.1.1)** — 改进任务与原对话恢复、快速导航，以及可选内容工作流。[升级指南](https://github.com/loopx-project/loopx/blob/v2.1.1/docs/product/releases/v2.1.1.md#中文指南)。 - **2026-10-20 · [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — 共享 TypeScript 控制面与长程研究工作台。[迁移指南](docs/product/releases/v2.0.0.md#中文指南) · [重构历程](https://loopx-project.github.io/loopx/blog/zh/typescript-control-plane-refactor/)。 +- **2026-09-06 · [LoopX 1.0](https://github.com/loopx-project/loopx/releases/tag/v1.0.0)** — 个人 Agent 工作区：跨会话跟进 Agent 工作、处理待决事项、核对交付结果。[工作区指南](https://github.com/loopx-project/loopx/blob/v1.0.0/docs/guides/personal-workspace-user-guide.md)。 [全部发布记录](https://github.com/loopx-project/loopx/releases) From 4501a70775a04cf75dadf02e04a1bfb14f4459ab Mon Sep 17 00:00:00 2001 From: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> Date: Sun, 25 Oct 2026 03:08:18 +0800 Subject: [PATCH 4/8] docs(readme): feature LHTB research among major milestones Signed-off-by: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> --- README.md | 6 ++++-- README.zh-CN.md | 6 ++++-- 2 files changed, 8 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index e4ea3fa3ec..359a74d1b6 100644 --- a/README.md +++ b/README.md @@ -39,10 +39,12 @@ Claude Code uses `/loopx `. [Other hosts, install options and upgr ## News - + - **2026-10-20 · [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — A shared TypeScript control plane and long-horizon research workbench. [Migration guide](docs/product/releases/v2.0.0.md) · [Engineering story](https://loopx-project.github.io/loopx/blog/typescript-control-plane-refactor/). +- **2026-09-18 · [LoopX × LHTB](https://loopx-project.github.io/loopx/benchmarks/lhtb/)** — A 46-task long-horizon agent study comparing Plain Codex, native Goal and LoopX Heartbeat, with task-level results, methodology and comparison limits. - **2026-09-06 · [LoopX 1.0](https://github.com/loopx-project/loopx/releases/tag/v1.0.0)** — A Personal Agent Workspace to follow agent work, act on decisions, and inspect delivered results across sessions. [Workspace guide](https://github.com/loopx-project/loopx/blob/v1.0.0/docs/guides/personal-workspace-user-guide.md). [All releases](https://github.com/loopx-project/loopx/releases) diff --git a/README.zh-CN.md b/README.zh-CN.md index 7812c4f8fe..266b6d0b09 100644 --- a/README.zh-CN.md +++ b/README.zh-CN.md @@ -39,10 +39,12 @@ Claude Code 使用 `/loopx <复杂任务>`。[其他宿主、安装方式与升 ## 最新动态 - + - **2026-10-20 · [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — 共享 TypeScript 控制面与长程研究工作台。[迁移指南](docs/product/releases/v2.0.0.md#中文指南) · [重构历程](https://loopx-project.github.io/loopx/blog/zh/typescript-control-plane-refactor/)。 +- **2026-09-18 · [LoopX × LHTB](https://loopx-project.github.io/loopx/benchmarks/lhtb/?lang=zh)** — 46 个长程任务的 Agent 对照研究：比较 Plain Codex、原生 Goal 与 LoopX Heartbeat，公开逐任务结果、方法与适用边界。 - **2026-09-06 · [LoopX 1.0](https://github.com/loopx-project/loopx/releases/tag/v1.0.0)** — 个人 Agent 工作区：跨会话跟进 Agent 工作、处理待决事项、核对交付结果。[工作区指南](https://github.com/loopx-project/loopx/blob/v1.0.0/docs/guides/personal-workspace-user-guide.md)。 [全部发布记录](https://github.com/loopx-project/loopx/releases) From ac1f9bd39e840dfe9b416e5213e09462862a8656 Mon Sep 17 00:00:00 2001 From: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> Date: Sun, 25 Oct 2026 03:15:28 +0800 Subject: [PATCH 5/8] docs(readme): clarify semantic control plane positioning Signed-off-by: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> --- README.md | 14 ++++++++------ README.zh-CN.md | 11 ++++++----- 2 files changed, 14 insertions(+), 11 deletions(-) diff --git a/README.md b/README.md index 359a74d1b6..f1aa074231 100644 --- a/README.md +++ b/README.md @@ -6,8 +6,8 @@ **Turn long-horizon goals into verifiable results.** -A local-first control plane and research workbench for agents and teams.
-Keep goals, decisions, ownership and evidence across sessions. Work with the runtimes you already use: Codex, Claude Code, DeepSeek Harness and others. +A local-first [semantic control plane](https://loopx-project.github.io/loopx/blog/from-one-shot-agents-to-long-horizon-control/#control-plane) and [research workbench](#research-workbench) for long-running agent teams, across sessions and runtimes.
+Keep goals, decisions, ownership and evidence durable. Work with Codex, Claude Code, DeepSeek Harness and other runtimes you already use. [![Release](https://img.shields.io/github/v/release/loopx-project/loopx?color=brightgreen)](https://github.com/loopx-project/loopx/releases/latest) [![License](https://img.shields.io/badge/license-Apache--2.0-blue.svg)](LICENSE) [![TypeScript core](https://img.shields.io/badge/core-TypeScript-3178C6?logo=typescript&logoColor=white)](docs/architecture/rfcs/typescript-control-plane-migration-v0.md) [![Python](https://img.shields.io/badge/python-3.11%2B-blue.svg)](pyproject.toml) @@ -59,14 +59,16 @@ hand work to peers. A timer can keep a loop running without making it useful. - **Continue without starting over.** Keep the Goal, accepted requirements, decisions and evidence across sessions and restarts. -- **Coordinate without losing ownership.** Connect delegated work, dependent +- **[Coordinate without losing ownership.](https://loopx-project.github.io/loopx/blog/agent-facing-kanban/#walkthrough)** Connect delegated work, dependent artifacts, review and returned results while keeping responsibility explicit. - **Judge progress by what changed.** Inspect deliverables, supporting and refuting evidence, costs and the next decision—not just activity. -Your Agent runtime supplies the model and tools. LoopX carries durable -control state for long-horizon agents and personal agent teams across -engineering, research and operations. Human authorization still governs protected actions. +Your Agent runtime supplies the model and tools. LoopX’s semantic control plane +preserves goals, acceptance, decisions, ownership and evidence across sessions +and runtimes for engineering, research and operations. Agents and people use +those facts to reassess what to do next. Human authorization still governs +protected actions. diff --git a/README.zh-CN.md b/README.zh-CN.md index 266b6d0b09..c34218a1a1 100644 --- a/README.zh-CN.md +++ b/README.zh-CN.md @@ -6,8 +6,8 @@ **让 Agent 把长程目标做成可验证的成果。** -面向 Agent 与团队的本地优先控制面和研究工作台。
-跨会话保留目标、决策、分工与证据，连接你已经在用的 Codex、Claude Code、DeepSeek Harness 等运行时。 +面向长程 Agent 团队的本地优先[语义控制面](https://loopx-project.github.io/loopx/blog/zh/from-one-shot-agents-to-long-horizon-control/#control-plane)与[研究工作台](#research-workbench)，跨会话、跨运行时延续工作。
+持久保留目标、决策、分工与证据，连接你已经在用的 Codex、Claude Code、DeepSeek Harness 等运行时。 [![Release](https://img.shields.io/github/v/release/loopx-project/loopx?color=brightgreen)](https://github.com/loopx-project/loopx/releases/latest) [![License](https://img.shields.io/badge/license-Apache--2.0-blue.svg)](LICENSE) [![TypeScript core](https://img.shields.io/badge/core-TypeScript-3178C6?logo=typescript&logoColor=white)](docs/architecture/rfcs/typescript-control-plane-migration-v0.zh-CN.md) [![Python](https://img.shields.io/badge/python-3.11%2B-blue.svg)](pyproject.toml) @@ -55,11 +55,12 @@ Claude Code 使用 `/loopx <复杂任务>`。[其他宿主、安装方式与升 证据会过期，多个 Agent 会交接。定时器能让任务继续运行，却不能保证仍在做有用的工作。 - **接着做，不必重头交代。** 目标、已接受要求、决策与证据跨会话、跨重启保留。 -- **分工协作，责任始终清楚。** 串起委派、依赖产物、独立评审与结果返回，保留每个 Agent 的工作归属。 +- **[分工协作，责任始终清楚。](https://loopx-project.github.io/loopx/blog/zh/agent-facing-kanban/#walkthrough)** 串起委派、依赖产物、独立评审与结果返回，保留每个 Agent 的工作归属。 - **看成果和依据，而不只看活动。** 检查交付物、支持与反驳证据、成本，以及下一步决策。 -模型与工具由你的 Agent 运行时提供；LoopX 延续工程、研究与运营的控制状态， -不会替代运行时。受保护操作仍须遵守人类授权。 +模型与工具由你的 Agent 运行时提供。LoopX 的语义控制面跨会话、跨运行时保留目标、 +验收条件、决策、分工与证据，支撑工程、研究与运营中的持续协作。Agent 与人据此 +重新判断下一步；受保护操作仍须遵守人类授权。 From 41dd40b030df820c428639e3ac3812a90ce1d23e Mon Sep 17 00:00:00 2001 From: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> Date: Sun, 25 Oct 2026 03:30:07 +0800 Subject: [PATCH 6/8] docs(readme): curate research and engineering milestones Signed-off-by: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> --- README.md | 11 ++++++++--- README.zh-CN.md | 11 ++++++++--- 2 files changed, 16 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index f1aa074231..c96679ba51 100644 --- a/README.md +++ b/README.md @@ -39,11 +39,16 @@ Claude Code uses `/loopx `. [Other hosts, install options and upgr ## News - + - **2026-10-20 · [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — A shared TypeScript control plane and long-horizon research workbench. [Migration guide](docs/product/releases/v2.0.0.md) · [Engineering story](https://loopx-project.github.io/loopx/blog/typescript-control-plane-refactor/). +- **2026-10-14 · [Agentic software & upstream delivery](https://loopx-project.github.io/loopx/blog/semantic-software-development/)** — Connecting goals, evidence and human feedback to engineering delivery, including an independent user’s [merged vLLM optimization](https://github.com/vllm-project/vllm/pull/54951) and its measurement limits. +- **2026-10-05 · [Evidence-driven research on EdgeBench](https://loopx-project.github.io/loopx/blog/edgebench-feedback-and-memory/)** — Studies of feedback, continuation, replanning and context cost, separating observed system progress from still-unproven mechanism gains. +- **2026-10-02 · [Long-horizon bootstrapping & RSI](https://loopx-project.github.io/loopx/blog/long-horizon-rsi/)** — Four months of developing LoopX with LoopX: public project history and a design perspective on system-level self-improvement. +- **2026-09-26 · [Five freshness incidents](https://loopx-project.github.io/loopx/blog/five-freshness-incidents/)** — A postmortem of stale and incomplete evidence behind green health checks, with lessons for source freshness, coverage and recovery. - **2026-09-18 · [LoopX × LHTB](https://loopx-project.github.io/loopx/benchmarks/lhtb/)** — A 46-task long-horizon agent study comparing Plain Codex, native Goal and LoopX Heartbeat, with task-level results, methodology and comparison limits. - **2026-09-06 · [LoopX 1.0](https://github.com/loopx-project/loopx/releases/tag/v1.0.0)** — A Personal Agent Workspace to follow agent work, act on decisions, and inspect delivered results across sessions. [Workspace guide](https://github.com/loopx-project/loopx/blob/v1.0.0/docs/guides/personal-workspace-user-guide.md). diff --git a/README.zh-CN.md b/README.zh-CN.md index c34218a1a1..f5df7953ca 100644 --- a/README.zh-CN.md +++ b/README.zh-CN.md @@ -39,11 +39,16 @@ Claude Code 使用 `/loopx <复杂任务>`。[其他宿主、安装方式与升 ## 最新动态 - + - **2026-10-20 · [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — 共享 TypeScript 控制面与长程研究工作台。[迁移指南](docs/product/releases/v2.0.0.md#中文指南) · [重构历程](https://loopx-project.github.io/loopx/blog/zh/typescript-control-plane-refactor/)。 +- **2026-10-14 · [Agentic Software 与上游交付](https://loopx-project.github.io/loopx/blog/zh/semantic-software-development/)** — 连接目标、证据、人的反馈与工程交付，附独立用户的 [vLLM 优化合入案例](https://github.com/vllm-project/vllm/pull/54951)及测量边界。 +- **2026-10-05 · [EdgeBench：证据驱动的长程研究](https://loopx-project.github.io/loopx/blog/zh/edgebench-feedback-and-memory/)** — 研究反馈、持续执行、重规划与上下文成本，区分观察到的系统进展与尚待验证的机制收益。 +- **2026-10-02 · [长程自举与 RSI](https://loopx-project.github.io/loopx/blog/zh/long-horizon-rsi/)** — 回顾用 LoopX 开发 LoopX 的四个月公开历史，讨论长程连续性如何支撑系统级自我改进。 +- **2026-09-26 · [五次证据时效失效复盘](https://loopx-project.github.io/loopx/blog/zh/five-freshness-incidents/)** — 复盘健康检查全绿时仍使用陈旧、残缺证据的失败，提炼来源时效、覆盖率与恢复边界的教训。 - **2026-09-18 · [LoopX × LHTB](https://loopx-project.github.io/loopx/benchmarks/lhtb/?lang=zh)** — 46 个长程任务的 Agent 对照研究：比较 Plain Codex、原生 Goal 与 LoopX Heartbeat，公开逐任务结果、方法与适用边界。 - **2026-09-06 · [LoopX 1.0](https://github.com/loopx-project/loopx/releases/tag/v1.0.0)** — 个人 Agent 工作区：跨会话跟进 Agent 工作、处理待决事项、核对交付结果。[工作区指南](https://github.com/loopx-project/loopx/blob/v1.0.0/docs/guides/personal-workspace-user-guide.md)。 From a1aed5964b209b5cb338f4c5932d8ef8f71de076 Mon Sep 17 00:00:00 2001 From: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> Date: Sun, 25 Oct 2026 03:44:11 +0800 Subject: [PATCH 7/8] docs(readme): include early public trajectory milestone Signed-off-by: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> --- README.md | 8 +++++--- README.zh-CN.md | 8 +++++--- 2 files changed, 10 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index c96679ba51..ac7982ee84 100644 --- a/README.md +++ b/README.md @@ -39,9 +39,10 @@ Claude Code uses `/loopx `. [Other hosts, install options and upgr ## News - - **2026-10-20 · [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — A shared TypeScript control plane and long-horizon research workbench. [Migration guide](docs/product/releases/v2.0.0.md) · [Engineering story](https://loopx-project.github.io/loopx/blog/typescript-control-plane-refactor/). @@ -51,6 +52,7 @@ Claude Code uses `/loopx `. [Other hosts, install options and upgr - **2026-09-26 · [Five freshness incidents](https://loopx-project.github.io/loopx/blog/five-freshness-incidents/)** — A postmortem of stale and incomplete evidence behind green health checks, with lessons for source freshness, coverage and recovery. - **2026-09-18 · [LoopX × LHTB](https://loopx-project.github.io/loopx/benchmarks/lhtb/)** — A 46-task long-horizon agent study comparing Plain Codex, native Goal and LoopX Heartbeat, with task-level results, methodology and comparison limits. - **2026-09-06 · [LoopX 1.0](https://github.com/loopx-project/loopx/releases/tag/v1.0.0)** — A Personal Agent Workspace to follow agent work, act on decisions, and inspect delivered results across sessions. [Workspace guide](https://github.com/loopx-project/loopx/blob/v1.0.0/docs/guides/personal-workspace-user-guide.md). +- **2026-08-02 · [200+ hour trajectories shared on X](https://x.com/huangruiteng/status/2083904257494024425)** — Early owner-run examples spanning 200+ elapsed hours drew broad attention on X, showing work across execution, waits, human decisions and recovery. [Trajectories and limits](#open-source-issue-fix). [All releases](https://github.com/loopx-project/loopx/releases) diff --git a/README.zh-CN.md b/README.zh-CN.md index f5df7953ca..9a002b4bc1 100644 --- a/README.zh-CN.md +++ b/README.zh-CN.md @@ -39,9 +39,10 @@ Claude Code 使用 `/loopx <复杂任务>`。[其他宿主、安装方式与升 ## 最新动态 - - **2026-10-20 · [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — 共享 TypeScript 控制面与长程研究工作台。[迁移指南](docs/product/releases/v2.0.0.md#中文指南) · [重构历程](https://loopx-project.github.io/loopx/blog/zh/typescript-control-plane-refactor/)。 @@ -51,6 +52,7 @@ Claude Code 使用 `/loopx <复杂任务>`。[其他宿主、安装方式与升 - **2026-09-26 · [五次证据时效失效复盘](https://loopx-project.github.io/loopx/blog/zh/five-freshness-incidents/)** — 复盘健康检查全绿时仍使用陈旧、残缺证据的失败，提炼来源时效、覆盖率与恢复边界的教训。 - **2026-09-18 · [LoopX × LHTB](https://loopx-project.github.io/loopx/benchmarks/lhtb/?lang=zh)** — 46 个长程任务的 Agent 对照研究：比较 Plain Codex、原生 Goal 与 LoopX Heartbeat，公开逐任务结果、方法与适用边界。 - **2026-09-06 · [LoopX 1.0](https://github.com/loopx-project/loopx/releases/tag/v1.0.0)** — 个人 Agent 工作区：跨会话跟进 Agent 工作、处理待决事项、核对交付结果。[工作区指南](https://github.com/loopx-project/loopx/blob/v1.0.0/docs/guides/personal-workspace-user-guide.md)。 +- **2026-08-02 · [200+ 小时长程轨迹在 X 公开分享](https://x.com/huangruiteng/status/2083904257494024425)** — 早期 owner-run 案例跨越 200+ 小时自然时长，展示执行、等待、人工决策与恢复的衔接，并在 X 获得广泛传播。[轨迹与边界](#开源-issue-fix)。 [全部发布记录](https://github.com/loopx-project/loopx/releases) From f33ce9b2288aca2f19d1fc547d11ab1bb0910a61 Mon Sep 17 00:00:00 2001 From: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> Date: Sun, 25 Oct 2026 09:48:29 +0800 Subject: [PATCH 8/8] docs(readme): refine news milestones with emoji cues Signed-off-by: LoopX Agent <337587101+loopx-agent@users.noreply.github.com> --- README.md | 23 +++++++++++------------ README.zh-CN.md | 23 +++++++++++------------ 2 files changed, 22 insertions(+), 24 deletions(-) diff --git a/README.md b/README.md index ac7982ee84..9e7464c179 100644 --- a/README.md +++ b/README.md @@ -37,22 +37,21 @@ $loopx speed up this project's slowest workflow; compare approaches and verify t Claude Code uses `/loopx `. [Other hosts, install options and upgrades ↓](#try-loopx) -## News +## 📰 News - -- **2026-10-20 · [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — A shared TypeScript control plane and long-horizon research workbench. [Migration guide](docs/product/releases/v2.0.0.md) · [Engineering story](https://loopx-project.github.io/loopx/blog/typescript-control-plane-refactor/). -- **2026-10-14 · [Agentic software & upstream delivery](https://loopx-project.github.io/loopx/blog/semantic-software-development/)** — Connecting goals, evidence and human feedback to engineering delivery, including an independent user’s [merged vLLM optimization](https://github.com/vllm-project/vllm/pull/54951) and its measurement limits. -- **2026-10-05 · [Evidence-driven research on EdgeBench](https://loopx-project.github.io/loopx/blog/edgebench-feedback-and-memory/)** — Studies of feedback, continuation, replanning and context cost, separating observed system progress from still-unproven mechanism gains. -- **2026-10-02 · [Long-horizon bootstrapping & RSI](https://loopx-project.github.io/loopx/blog/long-horizon-rsi/)** — Four months of developing LoopX with LoopX: public project history and a design perspective on system-level self-improvement. -- **2026-09-26 · [Five freshness incidents](https://loopx-project.github.io/loopx/blog/five-freshness-incidents/)** — A postmortem of stale and incomplete evidence behind green health checks, with lessons for source freshness, coverage and recovery. -- **2026-09-18 · [LoopX × LHTB](https://loopx-project.github.io/loopx/benchmarks/lhtb/)** — A 46-task long-horizon agent study comparing Plain Codex, native Goal and LoopX Heartbeat, with task-level results, methodology and comparison limits. -- **2026-09-06 · [LoopX 1.0](https://github.com/loopx-project/loopx/releases/tag/v1.0.0)** — A Personal Agent Workspace to follow agent work, act on decisions, and inspect delivered results across sessions. [Workspace guide](https://github.com/loopx-project/loopx/blob/v1.0.0/docs/guides/personal-workspace-user-guide.md). -- **2026-08-02 · [200+ hour trajectories shared on X](https://x.com/huangruiteng/status/2083904257494024425)** — Early owner-run examples spanning 200+ elapsed hours drew broad attention on X, showing work across execution, waits, human decisions and recovery. [Trajectories and limits](#open-source-issue-fix). + not news. Keep both languages aligned, newest first, using verified publication + dates (UTC). --> + +- **2026-10-20 · 🚀 [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — A shared TypeScript control plane and long-horizon research workbench. [Migration guide](docs/product/releases/v2.0.0.md) · [Engineering story](https://loopx-project.github.io/loopx/blog/typescript-control-plane-refactor/). +- **2026-10-14 · 🤖 [Agentic software](https://loopx-project.github.io/loopx/blog/semantic-software-development/)** — Connecting goals, evidence and human feedback to engineering delivery. +- **2026-10-05 · 📊 [Evidence-driven research on EdgeBench](https://loopx-project.github.io/loopx/blog/edgebench-feedback-and-memory/)** — Studies of feedback, continuation, replanning and context cost, separating observed system progress from still-unproven mechanism gains. +- **2026-10-02 · 🧠 [Long-horizon bootstrapping & RSI](https://loopx-project.github.io/loopx/blog/long-horizon-rsi/)** — Four months of developing LoopX with LoopX: public project history and a design perspective on system-level self-improvement. +- **2026-09-18 · 🧪 [LoopX × LHTB](https://loopx-project.github.io/loopx/benchmarks/lhtb/)** — A 46-task long-horizon agent study comparing Plain Codex, native Goal and LoopX Heartbeat, with task-level results, methodology and comparison limits. +- **2026-09-06 · 🎉 [LoopX 1.0](https://github.com/loopx-project/loopx/releases/tag/v1.0.0)** — A Personal Agent Workspace to follow agent work, act on decisions, and inspect delivered results across sessions. [Workspace guide](https://github.com/loopx-project/loopx/blob/v1.0.0/docs/guides/personal-workspace-user-guide.md). +- **2026-08-02 · ⏱️ [200+ hour trajectories shared on X](https://x.com/huangruiteng/status/2083904257494024425)** — Early owner-run examples spanning 200+ elapsed hours drew broad attention on X, showing work across execution, waits, human decisions and recovery. [Trajectories and limits](#open-source-issue-fix). [All releases](https://github.com/loopx-project/loopx/releases) diff --git a/README.zh-CN.md b/README.zh-CN.md index 9a002b4bc1..a2442cfe2c 100644 --- a/README.zh-CN.md +++ b/README.zh-CN.md @@ -37,22 +37,21 @@ $loopx 优化这个项目最慢的流程，对比方案并验证性能提升 Claude Code 使用 `/loopx <复杂任务>`。[其他宿主、安装方式与升级说明 ↓](#试用-loopx) -## 最新动态 +## 📰 最新动态 - -- **2026-10-20 · [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — 共享 TypeScript 控制面与长程研究工作台。[迁移指南](docs/product/releases/v2.0.0.md#中文指南) · [重构历程](https://loopx-project.github.io/loopx/blog/zh/typescript-control-plane-refactor/)。 -- **2026-10-14 · [Agentic Software 与上游交付](https://loopx-project.github.io/loopx/blog/zh/semantic-software-development/)** — 连接目标、证据、人的反馈与工程交付，附独立用户的 [vLLM 优化合入案例](https://github.com/vllm-project/vllm/pull/54951)及测量边界。 -- **2026-10-05 · [EdgeBench：证据驱动的长程研究](https://loopx-project.github.io/loopx/blog/zh/edgebench-feedback-and-memory/)** — 研究反馈、持续执行、重规划与上下文成本，区分观察到的系统进展与尚待验证的机制收益。 -- **2026-10-02 · [长程自举与 RSI](https://loopx-project.github.io/loopx/blog/zh/long-horizon-rsi/)** — 回顾用 LoopX 开发 LoopX 的四个月公开历史，讨论长程连续性如何支撑系统级自我改进。 -- **2026-09-26 · [五次证据时效失效复盘](https://loopx-project.github.io/loopx/blog/zh/five-freshness-incidents/)** — 复盘健康检查全绿时仍使用陈旧、残缺证据的失败，提炼来源时效、覆盖率与恢复边界的教训。 -- **2026-09-18 · [LoopX × LHTB](https://loopx-project.github.io/loopx/benchmarks/lhtb/?lang=zh)** — 46 个长程任务的 Agent 对照研究：比较 Plain Codex、原生 Goal 与 LoopX Heartbeat，公开逐任务结果、方法与适用边界。 -- **2026-09-06 · [LoopX 1.0](https://github.com/loopx-project/loopx/releases/tag/v1.0.0)** — 个人 Agent 工作区：跨会话跟进 Agent 工作、处理待决事项、核对交付结果。[工作区指南](https://github.com/loopx-project/loopx/blob/v1.0.0/docs/guides/personal-workspace-user-guide.md)。 -- **2026-08-02 · [200+ 小时长程轨迹在 X 公开分享](https://x.com/huangruiteng/status/2083904257494024425)** — 早期 owner-run 案例跨越 200+ 小时自然时长，展示执行、等待、人工决策与恢复的衔接，并在 X 获得广泛传播。[轨迹与边界](#开源-issue-fix)。 + not news. Keep both languages aligned, newest first, using verified publication + dates (UTC). --> + +- **2026-10-20 · 🚀 [LoopX 2.0](https://github.com/loopx-project/loopx/releases/tag/v2.0.0)** — 共享 TypeScript 控制面与长程研究工作台。[迁移指南](docs/product/releases/v2.0.0.md#中文指南) · [重构历程](https://loopx-project.github.io/loopx/blog/zh/typescript-control-plane-refactor/)。 +- **2026-10-14 · 🤖 [Agentic Software](https://loopx-project.github.io/loopx/blog/zh/semantic-software-development/)** — 连接目标、证据、人的反馈与工程交付。 +- **2026-10-05 · 📊 [EdgeBench：证据驱动的长程研究](https://loopx-project.github.io/loopx/blog/zh/edgebench-feedback-and-memory/)** — 研究反馈、持续执行、重规划与上下文成本，区分观察到的系统进展与尚待验证的机制收益。 +- **2026-10-02 · 🧠 [长程自举与 RSI](https://loopx-project.github.io/loopx/blog/zh/long-horizon-rsi/)** — 回顾用 LoopX 开发 LoopX 的四个月公开历史，讨论长程连续性如何支撑系统级自我改进。 +- **2026-09-18 · 🧪 [LoopX × LHTB](https://loopx-project.github.io/loopx/benchmarks/lhtb/?lang=zh)** — 46 个长程任务的 Agent 对照研究：比较 Plain Codex、原生 Goal 与 LoopX Heartbeat，公开逐任务结果、方法与适用边界。 +- **2026-09-06 · 🎉 [LoopX 1.0](https://github.com/loopx-project/loopx/releases/tag/v1.0.0)** — 个人 Agent 工作区：跨会话跟进 Agent 工作、处理待决事项、核对交付结果。[工作区指南](https://github.com/loopx-project/loopx/blob/v1.0.0/docs/guides/personal-workspace-user-guide.md)。 +- **2026-08-02 · ⏱️ [200+ 小时长程轨迹在 X 公开分享](https://x.com/huangruiteng/status/2083904257494024425)** — 早期 owner-run 案例跨越 200+ 小时自然时长，展示执行、等待、人工决策与恢复的衔接，并在 X 获得广泛传播。[轨迹与边界](#开源-issue-fix)。 [全部发布记录](https://github.com/loopx-project/loopx/releases)