

Senior digital transformation and AI executive with 20+ years of experience across banking, insurance, and government sectors. Founder of Core4AI, a runtime governance architecture for autonomous AI systems, and Heartbridge, an AI-driven relationship intelligence platform. Specialized in governing AI behavior at scale through human-in-the-loop design, non-stationary objectives, drift detection, and explainable decision frameworks.