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How to evaluate an AI agent

Evaluating an agent requires measuring the whole task, traces, tools, cost, and recovery from failure. A convincing final answer is not enough.

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Video summary

The ideas to retain

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The unit of evaluation is a task

A useful task should specify:

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Four dimensions worth measuring

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1. Outcome

Did the task finish correctly? This is the most visible dimension, but not the only one. The metric should represent partial results and distinguish “could not complete” from “completed…