A production expense reporting app I'm building as an R&D testbed and "kata" for agentic development — using ChatGPT for requirements, Codex for async coding via voice, Gemini for architecture, and Claude in Copilot for supervised edits, with automated E2E testing and edge deployment.

Added an agentic policy review agent to the development and PR workflow so Terms and Privacy updates stay aligned as ExpenseReports.app changes.

Extracting fragmented knowledge into a canonical data model by combining LLM-assisted consolidation with human-in-the-loop validation and domain expertise.

Drove enterprise-wide adoption of a persistent federated identifier as the canonical key across a distributed multi-agency healthcare ecosystem — replacing SSN dependency, enforcing data governance, and enabling longitudinal workforce intelligence.

Built a multi-agent AI system for community paramedicine in a single 24-hour hooley day — aggregating CDA documents, NEMSIS records, PDFs, and imaging reports into unified clinical guidance using agentic workflows and RAG-style retrieval.

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

Building a context engineering layer—system instructions, guardrails, and grounding rules—that lets AI agents reliably author and consume product wiki documentation, closing the loop between structured knowledge and agentic coding.

Developed a product strategy framework for RFP-driven markets using TAM/SAM analysis, whitespace identification, and a feature requirements matrix to prioritize growth in contracted purchasing environments.

Building a copilot-pattern AI assistant to embed product management discipline directly into feature specs, PRDs, and user stories — grounded in product wiki, strategy docs, and Azure DevOps via RAG.

Led the transformation of the Education Program Management module—introducing real-time dashboards, course tracking by position, and sponsor agency workflows to empower education program administrators and state EMS offices.

Designing a product wiki structured around product feature areas — a knowledge base for delivery teams that doubles as RAG-ready grounding context for agentic coding.

A metrics-based quality improvement case study showing year-over-year hotfix reduction in a production SaaS platform.

Led product strategy, system design, and delivery for a complex licensing platform serving state agencies and enterprise customers. Focused on aligning product, data, and architecture decisions to drive measurable growth, scalability, and long-term platform evolution.

Coordinated patent portfolio activities and produced technical IP and documentation, including a blockchain proof of concept.

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.

Managed an IT business unit and executed IT strategy for a research institution, overseeing enterprise applications and research-driven startup projects.

Built secure, scalable web applications and data systems supporting regulated public-sector workflows, forming the foundation for later platform growth.