The Self-Learning Agent Pattern: decisions.md + mistakes.md

AI keeps repeating the same mistakes? That’s not a model problem. It’s an engineering gap. How to give your agent persistent memory in three minutes — and why this beats RAG for most projects.

Developers complain that AI repeats the same mistakes. "I've explained five times that we don't use Redux here." "It suggested FTP again instead of a queue." "It keeps ignoring our naming conventions."

That's not a model problem. It's an engineering gap.

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