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Evaluating AI Agents: Metrics, Traces, and Safety

A practical framework for agent evaluation

  • 1 min read
  • AI Agents
  • Evaluation
  • Safety

Agent evaluation should be systematic and repeatable. We detail task success metrics, trace-based debugging, and safety policies for agents using open-source LLMs.

Evaluation Suite

  • Task success & quality scores
  • Tool error analysis
  • Latency & cost dashboards
  • Safety policy violations