Latest writing
All posts →World Models - The Film Set That Never Runs Out of Street
Learned simulators generate the street instead of building it. Genie 3, Cosmos and GAIA-3 all look right, and looking right is the cheap part.
Speculative Decoding - Is Attention All You Really Need?
One token costs a full read of every weight in the model. Speculative decoding guesses eight, checks them in a single read, and changes nothing.
Solving Chess - Paths, Nodes and the Proof Nobody Has
Musk and Chess.com were counting different things. Solving chess was never about the tree's size, but about proving which branches you can skip.
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.
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...