CS at Dartmouth. I build world models you can act inside: diffusion models that keep their physics well enough to run as simulators, plus the agent harnesses around them.
Open source: open-kb, live at open-kb-demo.vercel.app. PR-monster and videos2robots are coming.
Prediction markets: I rebuilt four months of Polymarket from raw on-chain OrderFilled events, 929M trades, then ran SybilEdge (Breuer et al., WWW '20) over it to tell skilled wallets from noise. OpenWhale wraps that in a local-first agent that paper trades under fixed guardrails. Both are private for now.
Talks: MA'AT · diffusion map completion.

