Root cause analysis

Swapping an LLM classifier for a frozen random forest leaves symptom patching at 19 of 20

A dev.to write-up ran the same planted retrieval fault past forty agents, with a language model head in one arm and a distilled random forest in the other. Thirty-eight patched the symptom, nineteen per arm.