projects.
Caisson AI
Offline-first RAG over equipment manuals for field technicians: 95% retrieval accuracy with fully on-device search, in 3 paid pilots.
Deferred-Execution Attacks
Defined a new attack class where LLM agents schedule harmful actions to fire after session monitoring ends, then built a trigger-graph monitor that closed the detection gap from 0/4 to 4/4. 1st place at Uncommon Hacks 2026.
HypoGeniC vs HypotheSAEs
Head-to-head comparison of AI hypothesis generation methods across multiple datasets for the Chicago Human+AI Lab.
Prediction Market Microstructure
Studied 593M Kalshi trades: after the 2025 sports launch, the longshot share of taker order flow in non-sports markets rose from 52% to 66%, and weekly longshot returns on short-dated markets fell from +8.3% to −21.6%.
Samsara Equity Research
Buy-rated equity research report on Samsara (NYSE: IOT). DCF and comps valuation, independent FMCSA-based TAM analysis, and primary research with 40+ fleet operators.
AI Adversarial Attack Demo
Interactive platform demonstrating adversarial text attacks for security research and AI robustness testing.
CPS Data Analysis
Northwestern research on Chicago Public Schools data to identify inequalities in education outcomes.
Braille Learning Device
Assistive hardware for learning braille that reached 180 students and won national funding.