Keep your host free from lingering services and mismatched versions. Run your dev stack in isolation and rebuild it when needed.
I tested 20+ Linux desktop AI companions—several match or beat Copilot depending on use case. Newelle, LM Studio, PyGPT, and Jan.ai stand out for supporting local models, offline use, and more ...