Blog
Engineering Notes
Lessons from building production AI systems on constrained hardware. No theory — just what worked, what didn't, and why.
Career
Coming soon From Program Manager to Production ML
What 22 years of enterprise IT taught me about building AI systems — and what it didn't.
Infrastructure
Coming soon Running Production ML on Consumer Hardware
How a single GPU server replaced $18K/month in cloud AI inference — and the tradeoffs that come with it.
Engineering
Coming soon What 400 AI Podcast Episodes Taught Me About LLM Context Management
The phased generation pipeline that solved a 104K token overflow problem.
First posts coming April 2026. In the meantime, see what I've built or read my story.