Writing

AI systems, distributed infrastructure, and what I learn while building.

Jacobi Forcing: Helping AI write faster

Parallel guesses, the training that makes them useful, and what the speed and accuracy numbers actually show. Includes an animated explanation.

The Verifiable Agent

Why autonomous agents need verifiable execution, trustworthy memory, and a provable right to act.