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

Power reliable answers by combining multi-source retrieval with visible AI reasoning.

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AWS IoT for Automotive

Turn disconnected vehicle signals into standardized, usable data at scale.

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AWS IoT for Automotive

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

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My path