We built CodeYam Memory because Claude Code kept repeating the same mistakes and our claude.md files got stale. CodeYam Memory uses a background agent to review your coding session transcripts, identifies confusion patterns, and generates targeted rules with proper scoping. This is a small first step towards our vision of exploring the ideal AI-native development experience, packaged as a lightweight CLI that you can use wherever you use Claude Code.