Evaluating AI agents as black-box systems fails to catch improper tool invocations and schema violations. By implementing layered isolation and validating JSON payloads before execution, QA engineers can verify agent decision-making safely. Injecting mock error responses into the agent observation window ensures robust error handling without exposing live staging environments...
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