Every developer who has used an AI coding assistant has experienced the same frustration: You spend an afternoon teaching Claude Code or Codex the quirks of your codebase, the naming conventions, the deployment pipeline, and the legacy database schema nobody documented. Then you close the session. When you open a new one, most of that context is gone.
So, you have to start over. This cycle of context loss and re-explanation has become one of the most persistent friction points in AI-assisted development. Two open-source projects are now…

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