Zorin OS is a good one if you want a nice UI transition from Windows or Mac.
TrippinMallard
What's wrong with ollama?
what if you go outside
This assumes you don't get stuck as something that can't kill itself to re-roll.
Or LLM cleanroom copy it, like the internet did when claude code source was leaked into other languages like rust
At scale though...
That's a good point. We've been using the UML diagrams as a tool to catch behavioral red flags, but the reuse and implementation details of that are left undefined.
Maybe the answer lies in also explicitly spending a few passes focusing on code health, explainability, maintainability (while keeping brain on). This is something I go through at end and then retry verification tests, but not something we explicitly require in our process at the moment.
But in the end you have to know what good looks like and be able to call bullshit. Hmm I guess strong first principles are still the foundation of being good at something, no matter how the tools change. And practice, feedback, and constraint exposure are what turn that into actual effectiveness.

All according to plan