About

I work at the intersection of AI, software, and embedded systems.

I’m interested in what happens when reasoning systems gain real interfaces — when models can observe, act, and verify outcomes beyond the chat window.

This site documents technical explorations around that boundary: tool interfaces, hardware control surfaces, debugging workflows, and the constraints that make powerful systems usable and safe.

It’s an ongoing exploration.