The three-layer pattern ensures that as raw data grows, deterministic scripts can extract needed information from the schema because the structure tells the agent exactly where to find specific data (like a client's audit or Remotion templates) without semantic search.

causalpending

Speaker

Adam

Evidence Quote

you can almost write deterministic scripts to be able to extract the information that you need because it's all the schema is telling us, "Hey, look, if you want to go and find this client's audit or this video... that's all done in the Claude MD file, and that navigation is set up.

Source

Karpathy's LLM Wiki Goes Further Than Everyone RealisedAdam Goodyer
Created: 8/13/2026, 9:47:09 AM

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