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Why Medical AI Needs Reasoning, Not Only Recognition

Medical AI is moving from single-task recognition toward generalist reasoning systems — and we should rethink what ‘understanding’ really means in clinical settings.

Motivation

Medical AI is moving from single-task recognition toward generalist reasoning systems…

Key Ideas

  1. Medical foundation models should not only identify patterns.
  2. Clinical deployment requires structured reasoning.
  3. Agentic workflows may provide a path toward more trustworthy decision-making.

Reflection