Training
Evaluating LLMs
From benchmarks to production evals.
11 min read
Public benchmarks (MMLU, GSM8K, HumanEval) measure general capability but leak into training data.
Production evals should reflect your real users — golden datasets, LLM-as-judge, A/B testing.
Track regressions on every model or prompt change.