VProgram
Advanced AI Research
The frontier, and the discipline to move it.
- 501Course
Transformers (Research)
The architecture, at research depth.
3 lessons·ExpertThe mathematics - 502Course
Mixture of Experts
Sparsity, worked.
3 lessons·ExpertThe architecture - 503Course
Reasoning Models
The o1 paradigm.
3 lessons·ExpertThe paradigm - 504Course
Inference Scaling and Test-Time Compute
The new scaling axis.
3 lessons·ExpertThe techniques - 505Course
Memory Architectures
Beyond the context window.
3 lessons·ExpertThe approaches - 506Course
Agentic Systems (Research)
The frontier of autonomy.
3 lessons·ExpertThe frontier - 507Course
Synthetic Data
The move from human data to model data.
3 lessons·ExpertThe techniques - 508Course
Self-Improvement
Models that get better on their own.
3 lessons·ExpertThe paradigms - 509Course
World Models
Learning models of environments.
3 lessons·ExpertThe idea - 510Course
AI for Science
The application that may matter most.
3 lessons·ExpertThe domains - 511Course
Robotics and Embodied AI
Intelligence with a body.
3 lessons·ExpertThe field - 512Course
Multimodal Foundation Models
Beyond text.
3 lessons·ExpertThe architectures - 513Course
Evaluation Benchmarks
The instruments of the field.
3 lessons·ExpertBuilding new benchmarks - 514Course
The Research Practice
How this field produces knowledge.
4 lessons·ExpertReadingWriting and reviewing