Why I Started Writing

I've been building AI-powered tools for a while now — bots, pipelines, infrastructure — and I realized I was having too much fun not to share it.

This site is a place to document the experiments. Some will be practical (how do you actually run a medical LLM on your own data without sending it to the cloud?). Some will be architectural (what happens when you try to consolidate 23 microservices onto one machine?). Some will just be weird ideas that seemed worth trying.

The common thread is AI as a tool for real problems. Not "AI will change everything" thought-leadership — more like "I had a stack of medical records and wanted to know what a language model could actually find in them." Or "I wanted a Telegram bot that could switch between Gemini, Claude, and GPT depending on the task."

I work at the intersection of infrastructure and AI, and I run a small venture called Nicolas Ventures where we're exploring how technology can help people with special needs live more independently. Some of that work will show up here too — how AI can assist with safety, coping, and daily tasks in ways that weren't possible a few years ago.

If any of this sounds interesting, stick around. New posts go up as the experiments finish.