Overview
Start with a clear benchmark matrix that maps tasks to real user outcomes instead of generic proxy metrics.
Track both quantitative and qualitative signals, including hallucination rates, instruction-following drift, and response utility.
Run stress tests using adversarial prompts and edge-case scenarios to surface brittle behavior early.
Document every observed failure mode with reproducible prompts and mitigation strategies so the team can iterate fast.