Latest writing
All posts →LeJEPA - Good in Every Direction
Five years of self-supervised learning ran on superstition. LeJEPA replaces the EMA teacher, the stop-gradient and the rest with one provable term.
JEPA - Nobody Cares About the Wallpaper
On the cover: A police sketch in progress, drawn from a description rather than a photograph A witness sits down across the table. She was in the room. You want t...
VLAs - Pixels to Tokens
VLAs - Pixels to Actions On the cover: perception, solved. Grasping, still two euros a go. Moravec’s paradox in an arcade, and the reason the honest-cons section ...
VLMs - Pixels to Tokens
On the cover: Pieter Bruegel the Elder, “The Tower of Babel” (1563). Everyone on the site is competent and none of them are mutually intelligible, which is precis...
Selected projects
All projects →Legal Research Assistant
On the cover: Legal Research Assistant Platform This project was delivered for MiAI.law, an Australian legal technology firm, to build a modern AI-driven system f...
AI-Driven Quantitative Risk Analysis
On the cover: Digitized Process Flow Diagram (PFD) with highlighted Elementary Process Sections (EPS) and graph This work was conducted at Saudi Aramco. The proje...