Blog
Thoughts on Interaction Models
A research agenda for interaction models — dreaming, fetching, and knowing when to interrupt. Password-protected.
Muon
What Muon is actually doing, why it works, and what my experiments suggest about spectral optimization.
The Numerical Cliff
Why multimodal language models experience sharp reasoning collapse near numerical decision boundaries, and how conformal calibration restores guarantees.