I build and prove in math first

Every system starts with clear invariants, mathematical discipline, and testable behavior—because opaque systems aren't acceptable.

The Foundation: Mathematical Autopsy

Before any code, there's documentation. Before any implementation, there's proof. Mathematical Autopsy is the methodology that ensures every system I build has mathematical rigor, traceable guarantees, and provable correctness.

Additional Frameworks

Supporting frameworks and tools that enable mathematically rigorous AI development.