Independent quantitative research and risk engineering. Machine learning and large reasoning models power the design, validation, and operation of systematic strategies across asset classes, including arbitrage, market making, and liquidity and portfolio management. Grounded in modern mathematical methods — geometric modeling (surfaces and curvature) and sensitivity analysis — with rigor and curiosity.