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Claude Code learns from your corrections: self-correcting memory that compounds over 50+ sessions. Context engineering, parallel worktrees, agent teams, and 17 battle-tested skills.
A pattern for building personal knowledge bases using LLMs. Extended with lessons from building [agentmemory](https://github.com/rohitg00/agentmemory) 20K+ Stars ⭐️, a persistent memory engine for AI coding agents.
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This builds on [Andrej Karpathy's original LLM Wiki idea file](https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f). Everything in the original still applies. This document adds what we learned running the pattern in production: what breaks at scale, what's missing, and what separates a wiki that stays useful from one that rots.
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