My very first tests of local Qwen-coder-next yesterday found it quite capable of acceptably improving Python functions when given clear objectives.

I'm not looking for a vibe coding "one-shot" full project model. I'm not looking to replace GPT 5.2 or Opus 4.5. But having a local instance running some Ralph loop overnight on a specific aspect for the price of electricity is alluring.