Claude Code learns from my mistakes between sessions now, and my setup runs itself
This title could be clearer and more informative.Try out Clickbait Shieldfor free (5 uses left this month).
A developer shares how combining Claude Code's Auto Memory feature with a custom Python-based reflection layer and Mem0 creates a more autonomous coding assistant. Auto Memory builds on CLAUDE.md by letting Claude continuously update its own memory across sessions, reducing repeated mistakes and onboarding friction. The author also built a DIY approximation of Anthropic's unreleased 'Claude Dreams' feature, which periodically reviews accumulated memories, removes contradictions, and distills higher-level insights into a curated knowledge base — making Claude Code increasingly self-sufficient over time.
Table of contents
Claude.MD alone isn’t enoughAuto Memory helps Claude code teach itselfClaude.md and Auto Memory alone were not enough2K Impressions