Deep dives on AI & data in production.

Evaluation

Evaluating AI Systems in Production

A field guide to evaluating LLM and ML systems in production: eval sets that mirror reality, metrics that matter, LLM-as-judge done safely, and regression gates that hold.

Welzin Team · June 28, 2026 · 7 min read