Sovereign-grade safety OS for AI coding agents. 62 hooks, 2,025 skills, L1 memory, circuit breakers, and cross-engine enforcement — blocks rm -rf, force push, pipe-to-shell, and 40+ attack vectors before they reach your repo.
Use when the user wants to generate or keep repository documentation up to date via OpenWiki (langchain-ai/openwiki) — an LLM-driven CLI that writes a wiki for a codebase (or a personal knowledge base from Notion/Gmail/Slack/X/web search) and keeps it fresh…
Use when implementing the core AR pipeline (camera pose estimation, marker tracking, projection overlay) from first principles — not when just using ARKit/ARCore/Unity's AR framework as a black box. Triggers on: 'build augmented reality from scratch',…
Use when building a BitTorrent client or any peer-to-peer file-sharing protocol from first principles — not when integrating an existing torrent library. Triggers on: 'build a torrent client', 'implement bittorrent protocol', 'peer wire protocol', 'bencode…
Use when building a chat-platform bot (Discord/Telegram/Slack/Twitter-style) from first principles — the event loop, command routing, and platform API integration, not an LLM agent framework. Triggers on: 'build a discord bot from scratch', 'implement a…
Use when implementing a custom malloc/free-style memory allocator from first principles — not when just using a language's built-in allocator. Triggers on: 'write a malloc implementation', 'build a memory allocator', 'free list allocator', 'buddy allocator',…
Use when designing and simulating a simple CPU/processor from first principles — instruction set design, fetch-decode-execute cycle, a minimal assembler. Not for general low-level programming or existing CPU architecture study. Triggers on: 'design a CPU from…
Use when implementing a text/HTML template engine (lexer, parser, renderer) from first principles — not when just using Handlebars/Jinja/EJS in an app. Triggers on: 'write a template engine', 'build a templating language', 'implement mustache-style…