A Valid Model Response Can Still Be an Unsafe One
A model can return valid JSON. The API can return 200 OK, the evaluation suite can pass, and the confidence score can be high. The system can still do the wrong thing.
Oct 3, 20266 min read

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A model can return valid JSON. The API can return 200 OK, the evaluation suite can pass, and the confidence score can be high. The system can still do the wrong thing.

One of the most common phrases in healthcare AI is: “A human is always in the loop.” It sounds reassuring. But a human reviewing an AI output does not automatically make the workflow safe. The impor

Why model accuracy isn't enough when AI output becomes part of a real healthcare workflow. The model is only one component of the system: Input → AI processing → validation → confidence policy → human
