Discovery first
User interviews, data analysis, and quick field experiments to surface hidden needs.
Portfolio / writing / systems notes
Technical & AI Product Manager.
I specialize in rapid discovery, low-budget prototyping, and turning technical tradeoffs into clear product decisions. I build serverless data pipelines, multimodal search tools, and local-LLM systems that help people make confident, informed choices.
How I work
Discovery first, execute fast.
Prioritize by impact & cost
Hypothesis testing and tradeoff frameworks that balance product value with real constraints.
Execute fast
Serverless prototypes, reproducible playbooks, and measurable experiments that inform roadmap decisions.
AI-Powered eBird Explorer (NL2SQL)
Talk to your personal eBird data with natural language. Built on Cloudflare Workers + D1 + Workers AI within free-tier limits.
Code Reading Kit
A documentation pattern for explaining implementation decisions through concise examples and annotated prose.
Field Notes Archive
A searchable writing archive organized around tags, dates, and compact editorial summaries.
Build a Remote Edge AI Bioacoustics Monitor
Learn how to build a remote edge AI bioacoustics monitor using BirdNET-Go. Discover the best hardware and microcontrollers for local bird identification.
A Small Release Checklist
A compact checklist for shipping a portfolio update without drama.
Content Layer Notes
Practical notes for keeping Astro content collections predictable.