Amazon Q and agentic AI initiatives, making complex generative AI accessible across AWS.

Applied SaaS data expertise to the hospitality industry, designing custom analytics solutions that turned complex metrics into real-time, actionable dashboards for property managers and revenue teams.

Focused on transparency to provide clear, actionable insights that improved user confidence and decision-making speed by making complex AI rationale fully explainable.

Teaching human-computer-algorithm interaction and using code as a powerful, expansive tool for designers. Driven by thesis work on Algorithmic Transparency to prepare students for explainable design practices in AI-driven systems.