Full-time developer experimenting with local AI, coding agents, hardware, and token efficiency. Using this space to document the models I run, the tools I build, and the configurations I try along the way.


Full-time developer experimenting with local AI, coding agents, hardware, and token efficiency. Using this space to document the models I run, the tools I build, and the configurations I try along the way.

Features that work for one model don’t work for another, and similarly, what works on one piece of hardware doesn’t work on another.

A small Python CLI that gives AI agents two ways to retrieve information from the web: DDG API or visual inspection using Tesseract OCR

Building an AI server using parts from AliExpress. Scrap parts and questionable marketplace postings.