Prediction-market execution research lab testing whether apparent short-horizon Polymarket BTC pricing edges survive spread, fill probability, latency, risk limits, and settlement frictions.

ML-driven smart order routing — gradient-boosting models predict venue-level slippage, fill probability, and latency from a live ROS 2 execution-quality pipeline (FastAPI + React), with rolling live validation against realized fills

SQL-driven order flow analytics for equity execution desks — schema design, analytical queries, and interactive notebook