The math
Derivations and intuition. Linear algebra, probability, and the mechanics that sit under the models.
› matrix alchemy
Notes on the math, the models, and the machines.
RenoCrypt is a working notebook on machine learning, AI, and engineering, kept in the open from first principles to systems that ship.
The models
How modern AI actually works, from attention and transformers to evaluation that holds up.
The machines
Engineering that ships. Pipelines, infrastructure, and the craft of making it run in the real world.