Some of the domains I spend the most time thinking about and building in.
I like framing questions precisely, building datasets, and designing evaluation harnesses. I've worked on visual commonsense reasoning with Prof. Ernest Davis, focusing on “visibility” and how models represent what can or cannot be seen.
I work on agentic systems that interact with crypto markets: signal engines, dashboards, and workflows where models, data, and humans all have to line up. I care about transparency, traceability, and hard guarantees more than hype.
Currently exploring OOD detection for robot control policies, specifically using score-based methods to detect when a diffusion policy is operating outside its training distribution.
Other interests. Competitive gaming (usually top ~2,000 globally in Clash Royale, Grand Champion III in Rocket League, peaked at rank 598 in Marvel Rivals), the gym, and sports like football, rugby, badminton, table tennis, and fives.