The Principal and the Swarm
How AI agents turned one investor into a research firm — and what the experiments found. An overview of four modes of AI-native intelligence, each built from scratch, for free, in days.
Chicago, IL
I invest in middle market companies by day and build autonomous AI systems by night.
Principal at Queens Court Capital, a special situations PE firm. Previously H.I.G. Capital, Comvest Partners, and Fidus Capital. Michigan Ross BBA.
Building
41K+ lines of code. Regime detection, ML architecture, nightly learning loops. Runs in production daily.
Prediction market research API. Bracket scoring, Monte Carlo sims, calibration — built for the agent economy.
AI intelligence APIs, autonomous workflows, and tools at the intersection of finance and AI.
Writing
How AI agents turned one investor into a research firm — and what the experiments found. An overview of four modes of AI-native intelligence, each built from scratch, for free, in days.
Seven forms of business and investment diligence that only become practical in the agent era — and how to package them without sounding like AI theater.
A time-gated multi-agent probe of Peloton in mid-2021, with Lululemon as a control. Not a prediction engine — a fragility-mapping experiment.