I specialize in transforming the ambiguity of IoT data, Generative AI, and agentic system architecture into high-trust, user-centered experiences-turning raw device signals and complex model outputs into clear, actionable insights that drive measurable business impact.

Industry Experience

Agentic AI

Powering >90% accuracy through multi-source retrieval and visible reasoning to build the trust for troubleshooting with total confidence

AWS IoT for Automotive

Turn fragmented vehicle signals into standardized, production-ready data at scale, reducing time from data to insight by 80% and accelerating engineering velocity

AWS IoT for Automotive

Filter high-volume vehicle data into meaningful, actionable insights.

My path