The guide explains two layers of Claude Code improvement, YAML activation tuning and output checks like word count and sentence rules.
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 ...