An agent evaluation checks only the final text, but the agent sometimes invokes the wrong external operation. Which approach best fits?

1. Evaluate tool selection, arguments, execution outcome, and final response.
2. Create a versioned golden evaluation set with representative edge cases.
3. Calibrate the judge against human-reviewed examples and define escalation.
4. Version components and compare controlled changes using consistent evaluations.