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3 articles

Blog

The Next Decade of Medical AI: No Shortage of Large Models, but an ImageNet Is Missing

What medical AI truly lacks may not be yet another larger model, but an ImageNet-like infrastructure — a foundational data and evaluation system that systematically records current biological states, intervention actions, and subsequent state changes. The next decade of medical AI does not lack large models. What is truly missing is a shared infrastructure for biological state transitions. Whoever defines state, action, and transition may define the underlying coordinate system of next-generation AI in medicine.

2026-05-10

Blog

Medical World Models: Steerable AI vs Harness Engineering

Medical AI cannot rely solely on the external guardrails of harness engineering. A true medical world model must enter the internal architecture of state-action-transition-feedback, making biological state changes representable, deducible, auditable, and correctable. Harness engineering controls the AI system from outside. Steerable world modeling structures biomedical reasoning from inside.

2026-05-10

Blog

Steering, Not Predicting: Steerable Medicine World Model

If a person stood before you and a world model stood beside them, would you trust it with your health? SEWO (Steerable Medicine World Model) argues that the ultimate mission of a world model is not to be a more accurate oracle, but to be a reliable steed — the doctor gives direction, and the model navigates uncertain terrain on its own. Prediction is the means; reliable state transition is the goal.

2026-05-07