I use a locally deployed Qwen 27B model to generate initial code for a hobby project. The workflow involves feeding the AI a description, accepting its initially buggy and unstructured output, then iteratively reviewing and fixing one issue at a time. This collaborative approach helps produce higher‑quality code than a single‑pass AI generation.