How We Fixed a Prompt That Gave Every AI Report an EV Section
Batch LLM report generation with zero failures, yet a prompt tuned on one industry gave all 201 reports an EV section. How we caught it and what fixed it.

Batch LLM report generation with zero failures, yet a prompt tuned on one industry gave all 201 reports an EV section. How we caught it and what fixed it.

How we built an LLM document classifier: one model call returns five fields, label rules written as decision tests, our own schema check and a weekly eval.
