Reasoning models buy accuracy with time — pay only where errors are expensive
Reasoning models & test-time compute
Frontier Horizons
What is coming next — reasoning models, robotics, world models, AI for science — and what should you do about it?
The edge, held critically: test-time reasoning and when to pay for "thinking", embodied AI and the sim-to-real gap, and the AlphaFold-class wins that show where durable value forms.
Lessons in this module
Atoms are harder than tokens — but that is where the century's value sits
Robotics, world models & AI for science