I design and build decision-support systems for high-variance environments.

Currently developing MDU Engine, an explainable, risk-aware system for paid media capital allocation. My interests include decision logic, validation gates, confidence-aware outputs, auditability, and human-in-the-loop AI.

Writing here to document system design choices and lessons learned while building production decision infrastructure.