But yes, the runbook in the project gives the llm instructions on how to use the scripts and what to modify. I let Claude code read that and tell it to work on

But yes, the runbook in the project gives the llm instructions on how to use the scripts and what to modify. I let Claude code read that and tell it to work on a province. It runs a small segment and analyzes the results until it hits 1-2% error with no systemic errors. If it can't get all the errors out then I have it switch to using gemini-flash-lite-latest instead of 2.5, which costs slightly more but performs much better. Basically Claude code runs a self governing loop with my oversight mutating the prompts and data inputs to extract all the names. EDIT My instructions to the supervising LLM are in here https://github.com/metiscus/roman-names/blob/feature/webapp-rewrite/AGENT_PROVINCE_RUNBOOK.md https://github.com/metiscus/roman-names/blob/feature/webapp-...