Controlled AI Implementation

AI doing implementation work inside defined standards, with human approval, rather than generating output nobody can maintain.

Controlled AI implementation means the AI works on the real codebase, follows the site's own standards, and proposes changes a human approves before they ship.

The alternative is speed pointed in an unknown direction.

The word controlled is doing real work in that phrase. Removing the human from the loop would be faster and would make the system a liability rather than an asset.