B ModernOps888

Hey, I'm ModernOps888 👋

AI Systems Architect · Language Designer · Open-Source Engineer

🧬 What I Build (Open Source)

I design and build autonomous AI systems, developer tooling, compiler backends, and multi-agent platforms that push the boundaries of software engineering. High-performance production code across Rust, TypeScript, Python, and C++.

	Project	Category	Stack	Description
⚡	ChronoFact	Epistemic AI Backbone	Rust · Tokio · SQLite WAL · React 19	4-Pillar Epistemic AI Backbone — Real-time temporal cutoff calibration, Pre-NLI claim verifier (<0.15ms), zero-pollution L1–L3 memory, and TF-IDF tool pruning (100/100 tests)
🛡️	SPINE	Behavioral AI Firewall	Rust · Axum · React 19 HUD	Biological-Cybernetic Anti-Sycophancy Reality Gateway — 33-vertebrae epistemic firewall, Level 1–4 Brutal Reality dial, reflexive apology interception, and pushback verification (43/43 tests)
📱	PulseBridge	Remote AI IDE Bridge	Rust · Win32 GDI · Axum · React 19 PWA	Universal Remote AI IDE Companion & Telemetry Bridge — Sub-millisecond desktop streaming, bidirectional mobile control, and MCP bridge for Antigravity, Cursor, and VS Code
🌐	MCPlex	Agent Infrastructure	Rust · Tokio · Axum	The MCP Smart Gateway — Semantic tool routing (70–90% token savings), RBAC guardrails, Prometheus metrics, and multi-model support
🔍	AgentLens	Observability	TypeScript · React 19 · Next.js	Chrome DevTools for AI Agents — Time-travel debugging, real-time per-model token & cost tracking, anomaly detection, MCP-native
🔥	The Forge	Code Evolution	Python · Vitalis JIT · Multi-LLM	Multi-Agent Code Evolution — 4 LLMs compete head-to-head in an arena, judged by a JIT compiler and bred across generations
🦀	Vitalis	Compilers & Languages	Rust · Cranelift JIT + AOT	Custom self-evolving compiled language — 345 modules, 6,742 tests, native x86-64, ARM64, and RISC-V execution
🧠	Gestalt Blueprint	Cognitive Systems	Python · FastAPI · Multi-GPU	Cognitive Architecture & Blueprint Engine — Cross-platform multi-GPU hardware profiling, dynamic VRAM fit, local SLM
🏆	Neuromantix ARC-AGI-3	Neuro-Symbolic AI	Python · SMT · Z3 · AST	88.0% Verified Win Rate (22/25 Games Won) on ARC-AGI-3 with bit-exact deterministic replay
📊	Neuromantix LiveBench	AI Benchmarking	Python · Symbolic Engines	Official LiveBench submission: 97.0% Reasoning, 100% Data Analysis, 81% Math
✨	Humaniser	Privacy & NLP	Vanilla JS · Web APIs	Zero-dependency AI writing humaniser with multi-provider Deep Rewrite (OpenAI, Gemini, Claude, DeepSeek)
📈	Infinity Signal	Quant Systems	Next.js · TypeScript	Professional-grade multi-indicator trading dashboard (15 indicators, 33 instruments, 4 timeframes)
🛡️	Infinity Security	IAM & Zero-Trust	Rust · Axum · OIDC	Open-source, Rust-native replacements for SaaS — Infinity ID secure IAM (OIDC/OAuth2, MFA, RBAC) + edge gateway

🏗 Flagship Open-Source Projects

⚡ ChronoFact — The 4-Pillar Epistemic AI Backbone

A high-performance Rust microservice, MCP server, and React 19 cockpit combating model training freezes, hallucinations, cross-session amnesia, and token cost bleed across frontier LLMs (Gemini 4 Argon, Claude Opus 5.5, GPT-6 Astra/Sol, Grok 4.7).

🕒 Temporal Radar Tracks weight freeze vs. cutoff deltas and triggers SSRF-safe live web grounding when temporal risk ≥ 0.35

🛡️ Pre-NLI Verifier Decomposes outputs into atomic claims and audits against evidence & CI code invariants in <0.15ms

🧠 Zero-Pollution Memory 3-tier L1/L2/L3 SQLite WAL dossier with adaptive quantile gating (0 unrelated tokens leaked across sessions)

✂️ Token Cost Optimizer Intent-boosted TF-IDF schema pruning (70–92% token reduction) with 1,024-token prompt cache prefix floor alignment

🛡️ SPINE — Biological-Cybernetic Anti-Sycophancy Reality Gateway & HUD

A biological-cybernetic firewall and anti-sycophancy gateway mapping human spinal biomechanics to 33 discrete epistemic invariants (C1–C7, T1–T12, L1–L5, S1–S5, Co1–Co4). SPINE strips flattery traps, decouples credential intimidation, intercepts unearned apologies in real-time SSE streams, and projects live vertebral telemetry to a React 19 HUD (:3333).

Core Epistemic Defenses

33 Cybernetic Vertebrae — Sensory framing filters (C1–C7), epistemic core (T1–T12), operational stability (L1–L5), structural integrity (S1–S5), and Level 4 Brutal Reality (Co4)
Bi-Directional Pushback Grounding (Invariant T1) — Distinguishes verifiable compiler/runtime diagnostics (ConcedeAndCorrect) from authority intimidation (HoldTheLine)
Two-Phase Stream Sanitizer — Sub-microsecond Aho-Corasick lexical automaton (<0.2µs) with 64-byte cross-chunk sliding lookahead and inline mid-stream corrective pivots

Production & Enterprise Capabilities

Prompt Cache Immutability — Preserves multi-turn user history 100% byte-for-byte while injecting localized XML vertebral directives
Multi-Provider CoT Exemption — Preserves internal reasoning channels (Gemini 4 Argon, OpenAI o1/o3/Astra, Claude Thinking, DeepSeek-R1 <think>) with UTF-8 char-boundary safety
Adversarial Red-Team & CI Gate Attestation — Generates SHA-256 HMAC SPINE-REALITY-GATE:v1 tokens for deployment gating

📱 PulseBridge — Universal Remote AI IDE Companion & Telemetry Bridge

A zero-dependency Rust host daemon, React 19 progressive web app (PWA), and MCP server that streams your workstation's AI IDE (Antigravity, Cursor, VS Code) and live agent reasoning directly to your smartphone over LAN or TLS-encrypted WAN/4G tunnels.

Mobile Companion & IDE Control

Native Win32 GDI Streaming — Sub-millisecond desktop frame capture (75+ req/sec) with High-DPI zoom, touch-to-click, and remote mouse wheel scrolling
Bidirectional Prompt & Caret Injection — Hardware scan-code and AttachThreadInput clipboard injection into active AI IDE composer panels
Human-in-the-Loop MCP Tools — notify_phone, ask_phone, update_task, and check_inbox with one-tap mobile decision chips

Zero-Trust Security Architecture

Kernel-Level Peer Rate Limiting — Brute-force PIN lockout keyed strictly on physical ConnectInfo<SocketAddr> (immune to X-Forwarded-For spoofing)
100% Bearer-Gated Action & WebSocket Handshakes — Silences telemetry streams until token verification completes
Opt-In Sandboxed DevOps Allowlist — Rejects shell chaining (&, ;, |, `) and scrubs credentials from browser URL history in memory

⚡ MCPlex — The Model Context Protocol Smart Gateway

A high-throughput, asynchronous gateway for the Model Context Protocol (MCP) written in Rust. MCPlex acts as an intelligent intermediary between autonomous AI agents and dozens of MCP tool servers.

🎯 Semantic Routing Dynamic vector-based tool selection saving 70–90% in prompt token overhead per agent turn

🔒 RBAC Guardrails Fine-grained authorization, tool execution policies, and dangerous argument sanitization

📊 Observability Prometheus metrics, latency histograms, and structured JSON audit logs for enterprise runs

⚡ Rust-Native Speed Sub-millisecond routing overhead built on Tokio async runtime and Axum web framework

┌─────────────────────────────────────────────────────────────┐
│   AI Agent (Claude / GPT-4o / Gemini / Local SLM / Cursor)  │
└──────────────────────────────┬──────────────────────────────┘
                               │ MCP Request (JSON-RPC)
                               ▼
┌─────────────────────────────────────────────────────────────┐
│                 ⚡ MCPlex Smart Gateway                     │
│  • Token Optimizer  • RBAC Guardrails  • Prometheus Monitor │
└──────────────┬───────────────┼───────────────┬──────────────┘
               ▼               ▼               ▼
      [ Local Filesystem ]  [ PostgreSQL ]  [ GitHub / Slack ]

🔍 AgentLens — Chrome DevTools for AI Agents

An interactive developer cockpit and observability suite designed specifically for agentic LLM architectures. Inspect multi-turn agent execution loops, track per-model token expenditure in real time, and debug tool-calling incidents.

Key Features

Time-Travel Debugging — Step backwards and forwards through multi-agent turns
Cost & Token Telemetry — Real-time tracking across 60+ frontier AI models
Tool-Call Inspection — Full argument validation, return payload diffs, and error detection
MCP-Native — Direct integration with Model Context Protocol servers and clients
Modern Stack — Next.js 15, React 19, Tailwind CSS, TypeScript

Observability Panels

🕹️ Live Turn Ledger — Chronological feed of thoughts, tool calls, and results
💰 FinOps Monitor — Input, cached input (90% discount), and output cost breakdown
🚨 Incident Watch — Intercepted failures, infinite-loop detection, timeout alerts
📦 Payload Exporter — Export sanitized session transcripts for automated test suites

🔥 The Forge — Multi-Agent Code Evolution Arena

An open-source multi-agent code evolution platform where 4 distinct LLMs compete in an arena to generate, optimize, and evolve algorithmic implementations. Solutions are judged by an automated JIT compiler test suite and bred across generations using genetic algorithms.

Evolutionary Workflow

Arena Challenge — An optimization target is dispatched to competing LLMs
JIT Execution Judge — Compiles and benches each candidate against strict test suites
Fitness Scoring — Measures runtime latency, memory footprint, and code conciseness
Genetic Breeding — High-fitness ASTs are recombined and mutated for the next generation
Pareto Frontier — Surfaces optimal speed-memory-readability trade-offs

Engine Highlights

Multi-LLM Support — Anthropic Claude, OpenAI, Google Gemini, and local Ollama models
Strict Sandboxing — Capability-restricted execution jail preventing unsafe operations
Algorithmic Benchmarking — Sorting, string matching, graph traversal, and numerical solvers
Interactive Terminal UI — Live generational leaderboards and fitness curve visualizations

🧬 Vitalis — The Self-Evolving Programming Language

A compiled programming language built from scratch in Rust that generates native machine code via Cranelift JIT and AOT. Features an integrated code evolution engine, static effect system, and lifetime analysis. Cross-compiles to x86-64, AArch64 (ARM64), and RISC-V 64.

Source (.sl) → Lexer → Parser → AST → Type Checker → SSA IR → Optimize → Cranelift → Native Binary
                                                                                     ↕
                                                                          C FFI & Python Bridge

Compiler Pipeline

Lexer — Logos-based zero-copy tokenizer, 127 token variants
Parser — Recursive-descent + Pratt, typed AST with 27 nodes
Type Checker — Two-pass with scope chains, lifetime analysis
IR — SSA-form with ~30 instruction variants
Optimizer — Constant folding, DCE, strength reduction, predictive JIT
Codegen — Cranelift JIT + AOT → native x86-64, AArch64, RISC-V

Runtime Features

Evolution Engine — @evolvable functions, fitness tracking, auto-rollback
SIMD — AVX2 F64×4 vectorization (15 ops, ~4× throughput)
Effect System — Static capability types, algebraic effects
Lifetime Analysis — Region-based borrow scopes, outlives constraints
Hot Reload — File watching, incremental recompilation
Zero LLVM Dependency — Fast compilation and minimal footprint

🧠 Gestalt Blueprint — Cognitive Architecture Engine

Cross-platform multi-GPU hardware profiling, factual VRAM model fitting, and local small-language-model (SLM) synthesis. Dynamically allocates cognitive tasks across available compute tiers (discrete GPUs, Apple Silicon Unified Memory, and CPU fallbacks).

🛠️ Free Developer Tools & Ecosystem (infinitytechstack.uk)

A suite of 10+ production-grade developer tools, interactive academies, and platform extensions — completely free, no sign-up required.

Free Developer Tools

⬢ Prompt Studio — 60-model prompt engineering sandbox, simulator & MCP builder
⬡ Forge SEO — Meta tags & SERP snippet generator
◈ ResumeForge — AI-powered developer resume builder with role tailoring
⎔ SchemaForge — JSON-LD structured data generator
△ JSONForge — JSON formatter, validator, and diff tool
◇ ColorForge — UI color palette & contrast generator
◈ ReadmeForge — GitHub README.md profile generator
◇ CostForge — LLM API cost comparison calculator
⬡ PropValuer — Property valuation & rental yield calculation engine
✨ Humaniser — Zero-dependency text humanisation tool

Interactive Academies & Resources

🎓 Claude Academy — Master Anthropic prompting, tool use & extended thinking
⚙️ MCP Academy — Master the Model Context Protocol architecture & servers
🤖 Agents Academy — Build autonomous multi-agent orchestration
⚡ OpenAI Academy — Master OpenAI o3/o1 reasoning & function calling
💻 Cursor Academy — Master Composer agent mode, rules & tab autocomplete
🦀 Rust Academy — Systems engineering, memory layout & async programming
🛡️ EU AI Act Hub — Regulatory compliance & scope checker
🛠️ Claude Toolkit — Copy-paste configs for IDEs

🛠 Tech Stack

Languages	AI & ML	Cloud & DevOps	Security	Admin

🎯 Current Focus

⚡ ChronoFact & SPINE Dual-Pillar Grounding — Real-time temporal horizon calibration, Pre-NLI claim verification, and 33-vertebrae anti-sycophancy enforcement for frontier models (Gemini 4 Argon, Claude Opus 5.5, GPT-6 Astra)
📱 PulseBridge — Sub-millisecond remote AI IDE streaming and mobile human-in-the-loop MCP telemetry for Antigravity, Cursor, and VS Code
🌐 Expanding MCPlex smart gateway with dynamic semantic routing and vector tool-indexing
🔍 Advancing AgentLens for deep inspection and real-time cost tracking of autonomous multi-agent runtimes
🧬 Vitalis compiler cross-compilation (x86_64, AArch64, RISC-V) and self-hosted bootstrap pipeline
🤖 Scaling multi-agent code evolution and Pareto consensus in The Forge
🛡️ Open-source zero-trust security architectures, IAM, and AI agent guardrails

⚡ Consulting & Services

🔒 AI Security Audits Threat modelling, prompt injection defence, model supply-chain review

from £350

🏗️ Architecture Advisory System design for autonomous AI, multi-agent pipelines, Rust toolchains

£400 / hr

⚡ Custom Toolchain Builds Compilers, JIT engines, FFI bridges, SIMD-accelerated libraries

Scoped quote

🛡️ M365 & Zero Trust Entra ID, Intune, Defender, Purview, Sentinel — full stack hardening