- In short
- AI assistance delivers the most value when it is woven into the workflow stages a team already has - the editor, the review process, and the test loop - rather than living in a separate chat window visited occasionally. Integration is also how a team's conventions, review standards, and repeated procedures, which usually live in people's heads, get encoded as Skills and project configuration, so good practice travels with the tooling instead of depending on who is in the room.
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