Patterns · Vol. 08

Pattern

Phoenix Evals (Arize)

Provide LLM evaluation capabilities tightly integrated with Phoenix's trace UI, with built-in evaluators (hallucination, relevance, toxicity, code QA) and the workflow of capturing traces, running evals against them, and inspecting failures in the same notebook or self-hosted UI.

Classification — Open-source trace-integrated evaluation built on OpenInference traces.

Full entry

The complete treatment — problem, how it works, when to use it, sources, and examples — lives in the volume below.

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