What I learned using AI throughout the product development lifecycle—from requirements discovery to deployment—while building a production expense reporting app as applied R&D.

An applied software R&D project exploring AI-assisted development practices through a production expense reporting application with zero infrastructure costs and continuous deployment.

Extracting consolidated fragmented knowledge into a canonical data model by combining AI-assisted consolidation with human validation and domain expertise.

Led a strategic initiative to establish EMS ID as a foundational key for personnel tracking across licensing systems, improving data consistency and enabling inter-agency analytics and compliance reporting.

A simple, transparent budgeting system built in Google Sheets—linking financial planning directly to projects and organizational priorities.

Presentation at FASTCON 2019 in Saint Paul on how Bushel tackles challenges of variety and veracity in agricultural data through partnerships and digital infrastructure modernization.