{"repo":"chappyasel/meta-kb","free":true,"listed":false,"github":"https://github.com/chappyasel/meta-kb","clone":"git clone https://github.com/chappyasel/meta-kb.git","description":"A self-improving knowledge base about LLM agent infrastructure","language":"TypeScript","stars":25,"topics":["agent-memory","agent-skills","ai","ai-agents","anthropic","artificial-intelligence","autonomous-research","claude-code","context-engineering","knowledge-base"],"license":null,"category":"ai-agents","readme_excerpt":"meta-kb A self-improving knowledge base about LLM agent infrastructure. Browse the wiki Start here: The Landscape of LLM Agent Infrastructure ------------------------------------------------------------------------- ------------------------------------------------------------- The State of LLM Knowledge Substrate The State of Agent Memory The State of Context Engineering The State of Agent Architecture The State of Multi-Agent Systems The State of Self-Improving Systems Knowledge Graph Compilation Pipeline How it works Inspired by Andrej Karpathy's tweet about using LLMs to compile and maintain markdown wikis from raw sources. This repo applies that pattern to the topic of LLM knowledge systems itself, then adds a self-improvement loop. The repo IS the demo. - Self-improving — the compiler extracts atomic claims, verifies each against its cited source, and auto-fixes source attribution errors. The Karpathy loop (eval → analyze failures → update prompts → recompile) improved accuracy from 63.9% → 78.6% → 80.0% across three iterations. - Incremental — bun run compile --incremental detects source changes via content hashing, recompiles only affected buckets and entities. --status shows pending changes without compiling. - Deep research — the pipeline clones repos, reads 15-25 source files, fetches docs, and synthesizes architecture-level analysis. - Dual compilation — both a deterministic script pipeline and an agent-native skill graph produce the same output. - Neutral — all pr","default_branch":null,"files":null,"tree":[],"storefront":"/r/chappyasel","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/chappyasel/meta-kb/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}