General-purpose AI is getting incredibly capable, but many industrial problems don’t need a giant model that can do everything.
Specialized foundation models for manufacturing, energy, and biology could match or beat general models with a fraction of the compute, learning new tasks from little or no labeled data.
Apply for the Winter 2027 batch at ycombinator.com/apply.


