2026-03-12
Build an Evaluation Loop
Reliable systems measure the behavior users actually depend on.
An evaluation set should represent normal requests, difficult boundaries, and known failure modes. Automated scoring can check structure and stable facts, while human review covers nuance and usefulness. Tracking the same examples over time turns a vague impression of quality into evidence about regressions and improvements.