I'm Thomas, a math and computer science student at the University of Pennsylvania. I build systems that operate on uncertainty and adversaries — poker solvers, prediction markets, plasma physics, computer vision on fight footage, maritime threat detection. Thought I'd be a quant. Turns out I just like edges. Currently shipping control-plane infrastructure on AWS FSx, available for 2027 summer roles and new grad '28.
50MS
Detection latency
Cross-platform arbitrage engine at Astera Holdings, prediction markets.
50K
Pages digitized
CV + NLP pipeline on historical defense records at Penn CURF.
2.3M
MCCFR iterations
R1VER poker solver, GTO convergence on simplified hold'em.
6 shipped
Production products
From AI DJ to maritime defense — see Selected Work below.
18 y/o
Casino exploit
Found a vulnerability in a crypto casino's shuffler. Got hired to fix it.
50MS
Detection latency
Cross-platform arbitrage engine at Astera Holdings, prediction markets.
50K
Pages digitized
CV + NLP pipeline on historical defense records at Penn CURF.
2.3M
MCCFR iterations
R1VER poker solver, GTO convergence on simplified hold'em.
6 shipped
Production products
From AI DJ to maritime defense — see Selected Work below.
18 y/o
Casino exploit
Found a vulnerability in a crypto casino's shuffler. Got hired to fix it.