Laurie Voss builds a full evals loop for a Claude agent: tracing, judges, CI gating

AI Engineer · youtube · 2026-10-18

At AI Engineer NYC 2026, Laurie Voss (Arize AI Head of DevRel, npm co-founder) walks through building a complete evals loop for a Claude-powered financial analyst agent that once confidently claimed "116% of analysts agree." The workshop covers tracing with Arize Phoenix, reading traces, code evals vs LLM-as-a-judge, writing and validating your own judge, proving prompt fixes via experiments, upgrading from Claude Haiku 4.5 to 5.5 with evidence, and gating everything in CI with npm test.

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