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REFERENCE NOTE / 38CODE CONTEXT

A TOOL WE STUDIED

Karpathy’s LLM Wiki

Knowledge can accumulate as a maintained, inspectable artifact.

Design reference

01 / THE WORK

What we admire

Andrej Karpathy’s LLM Wiki idea treats a body of knowledge as something an agent can maintain over time, rather than rediscovering the same relationships from scratch on every question. That compounding quality made it a direct reference for Review Memory.

02 / THE LESSON

The principle that stayed

Memory only helps when a reader can tell which source and revision support a claim. An old observation should become stale when the code it describes changes.

03 / OUR BOUNDARY

Where CodeVetter stands

The project log explicitly credits this pattern for Review Memory. The idea remains bounded by source fingerprints and staleness rules; this article does not claim the full proposal is shipped or that Karpathy built a CodeVetter integration.