I operate at the intersection of enterprise operations, risk governance, and AI-enabled decision architecture within large-scale environments. My work centers on designing operating models where accountability is explicit, escalation is disciplined, and judgment scales consistently across distributed teams. I have led the integration of automation and AI-assisted validation frameworks into enterprise risk systems—strengthening preventive controls, […]