- Specialization improved precision but contributed to fragmented care across multiple providers.
- AI may enable “AI-augmented generalists” by integrating knowledge across subspecialties.
- This model could improve diagnosis and reduce delays by identifying cross-system connections earlier.
- Risks include bias, lack of transparency, and unresolved legal and regulatory challenges.
- Medical training will need to shift toward AI collaboration, critical evaluation, and ethical use.
The Generalist Is Back – and This Time, AI Is Doing the Heavy Lifting
Conexiant
April 30, 2026