It's pretty simple.

You treat the AI like a junior.

You make it write pseudo code in the tickets.

Then you make it write code in the tickets for the tricky stuff.

Have it reference relevant documentation/APIs.

Then there is no lost knowledge.

(Still, sometimes it sneaks in some "helpful" belt and suspenders, but for the most part, I know everything that is going on in the code base with this method.)