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Evaluating LLM Agents

From Observability to Continuous Improvement

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Evaluating LLM-Based Agents

LLM-based agents are multi-step and non-deterministic entities. Meaningful evaluation requires understanding why and how an agent arrived at a result.

Tools like Arize Phoenix provide structured mechanisms to visualize these behaviors.

Full Paper
LLM Tracing