Every model carries the fingerprints of who taught it.

Models need their Feynmans: people brilliant at a craft and brilliant at teaching it. Merely stack-ranking a discipline won't find them.

These experts are elite in their domain, have a strong intuition for where today's models succeed and fail, and find this work intrinsically motivating.

The models are moving into work where a right answer is hard to check. The expert's job is to systemize what they know, with enough rigor to make it verifiable.

Experts like this are impatient for the models to catch up. They want to fast-forward to a world where they can do even more esoteric work, backed by a swarm of agents that actually understand their specialty.

We believe this new form of work is meaningful, challenging and enticing to the experts at the absolute top of their field.