Helpful for isolated edits
Traditional AI coding assistance is often bounded by the open file, the current prompt, or recent local context. That can help individuals move faster, but it does not create a shared model of the system.
- Context has to be repeatedly explained
- Impact across repositories is hard to see
- Specs, tests, reviews, and delivery artifacts remain scattered

