Added RAG-powered conversational search to my portfolio site, allowing visitors to ask questions instead of navigating pages — demonstrating how retrieval-augmented generation and edge inference reduce friction and accelerate understanding.

A presentation exploring how software platforms maximize efficiency and reduce operational complexity through deliberate integration with specialized third-party services for authentication, payments, verification, and compliance.

Developed API-based business models and helped land strategic customers through incentive-driven network effects.

Served as a domain and platform expert, helping internal teams and external partners understand system capabilities and translate them into usable solutions.

Capstone presentation for the Master of Science in Management of Technology program at the University of Minnesota, exploring how data lakes can serve as a foundation for incremental innovation and research-aligned product development.

Presentation at the University of Minnesota Tableau User Group (October 2017) on building a data lake and embedding dashboards in web applications.