My Work

Turned a banking crisis into a calculated trade by reading balance sheets while others panicked.

Built an ML-driven risk platform that processes 89 million trades and identifies dangerous behavior before blowouts happen.

Built cross-Pacific infrastructure to measure price propagation between exchanges—and discovered why the arbitrage edge doesn't exist.

Built two probabilistic models that identify conditions where forecast skill beats market consensus—turning calibrated edge into directional trading signals.

Probabilistic gold trading system where every signal must survive an 11-gate falsification framework, Holm-corrected significance testing, and walk-forward validation before it reaches production.

Cut chargeback rates in half with a hybrid AI + operations system that turned fraud defense into a competitive advantage.

Turned an existential platform shutdown into a new B2B infrastructure offering—and invented the pricing model the industry adopted.

Designed a Cayman SPC structure to scale seven-figure broker relationships across multiple brands without compounding legal overhead.

Reversed a processor termination and converted a $2M chargeback surge into a structured recovery—by proving survival was more profitable than shutdown.

Built an AI system that doesn't chat—it debates, checks its math, and enforces risk compliance before every trade.

Autonomous pipeline that turns raw SEC Form 4 filings into scored insider signals—with an isolated AI agent that must earn approval before any alert fires.

The Zillow for real investors—an AI assistant that analyzes municipal fiscal health to predict long-term property value.

LightGBM forecasting model for day-ahead P&L prediction—research project exploring predictive risk signals.

Built an intelligent parsing system that turns messy broker blasts into structured listings and auto-matches them to client criteria.

Code-defined FX monitoring with push notifications—because alerts should be reproducible, not UI-configured.

Weekend prototype for car flipping arbitrage—aggregates dealer offers and computes deal viability in real-time.