I want to know what you can really do with AI on hardware you control: which models and tools hold up on real engineering work, what they cost, and what breaks. Mostly that means models on my own machines; sometimes a rented GPU or a hosted API, for comparison.
Every number here comes from a few runs on the setup the post describes, with the commands to repeat them. Failures included. The views are my own.