Build a rigorous evaluation harness for an LLM feature spanning offline golden sets, LLM-as-judge, and online metrics.
## CONTEXT Shipping LLM features without evaluation is shipping blind. In 2026 mature teams run layered evals: deterministic checks, golden datasets, LLM-as-judge with calibration, and online metrics tied to user outcomes. The hard parts are building trustworthy datasets, keeping judges from rewarding verbosity, and…
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