I'm not a developer. My background is in business analysis, project management, product management, and systems analysis. I've written some code and SQL in the past, but this isn't my forte. I understand code and architecture, but I can't write it myself with any real proficiency.
That said, I've been leading full stack development teams for over a decade, so moving to having AI developers felt natural. I make the same product and architectural decisions, I get the same pushback, I see the same mistakes, and I have the same postmortem discussions to see where we get better. This isn't "vibe coding" where you put three sentences down and ask for a one-shot application in return. This is the same product building I do at work... just not with humans.
A series of webinars and articles demystifying modern AI models. Helping people understand, make decisions, and build local architecture.
We built a custom version of DeepSeek v4 Flash and a custom inference provider to run it. Full details on what we built, why, and how - plus the lessons learned.
A dual-DGX version of the Heretic censorship-removal tool, built so we can abliterate models too large for a single node.
We built a web app that removes image backgrounds and saves as PNGs. This was our first POC directing agents for product development.