An agent update changes prompts, tools, and model version simultaneously, making regressions hard to diagnose. Which approach best fits?

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