You bought the licenses. Now get the return.

The pattern is familiar. Licenses go out, there's a burst of enthusiasm, and then a plateau. Two engineers become power users. Everyone else generates code they don't trust enough to merge, goes back to typing it by hand, and the tooling spend renews anyway.

What's missing is never the model. It's that nobody has encoded how this codebase expects work to be done, so every engineer re-explains the project from scratch, badly. We work inside your repositories: agent instructions that carry your conventions, review and test gates that make generated code safe to merge, and the unglamorous parts - CI, secrets, permissions - set up so the whole team can use them. Then we hand it over documented, so the practice survives us leaving.