›  matrix alchemy

Technical depth you can build on. Every claim comes with the math. One source, the entire stack.

Long-form writing on machine learning, systems, and security, precise enough to cite and practical enough to ship. Derivations, benchmarks, and working code are part of every piece, so results can be verified, not just quoted. Model internals, systems engineering, and security research as one body of work, consistent from the mathematics to the deployed system.