Reach out

AI hardware observability, frontier infrastructure, research evals, and high-leverage technical systems.

For roles, collaborations, research follow-ups, or technical conversations, use the links below.

Best for roles, collaborations, resume requests, or technical follow-up.

Professional profile, work history, recommendations, and public context.

Public code and site infrastructure when available.

Formal paper on useful AI output cost under real infrastructure constraints.