Method
Define the invariant, narrow the boundary, build the smallest deterministic core, and attach evidence that survives the process that produced it.

IDENTITY / WORKING PRINCIPLES
I work at the boundary between systems programming and data infrastructure: deterministic state transitions, bounded execution, reproducible artifacts, and failure modes that stay explicit.
Define the invariant, narrow the boundary, build the smallest deterministic core, and attach evidence that survives the process that produced it.
Rust, Apache Arrow, PyO3, WebAssembly, concurrency verification, write-ahead logs, and hierarchical reduction.