I spent ten days forcing tiny local models to write real code. Here's what actually breaks.

I had a thought a few weeks ago that wouldn't leave me alone - I depend on Claude Code every day. If it disappeared tomorrow, priced out, rate limited, whatever, I'd want a fallback I actually own. Not a cheaper subscription. Something that runs on my own hardware, forever, at zero marginal cost. So