Every AI agent session starts as a fresh mind. It has no memory of yesterday, no memory of the correction you gave it last week, and no idea what your company has already decided.
That is fine for one developer with one project. It falls apart the moment you have five teams, because now the things that must be true everywhere have to somehow be true in every session, of every project, forever.
The obvious answer is to write a good prompt and paste it into each project. That answer fails twice. It drifts out of sync the first week, because six copies of a rule are six rules. And every pasted line is paid for in every session forever, so the document that encodes your standards becomes a tax on all future work.
The better answer is the one your company already uses for people: inheritance, scoped by the org chart, with a channel for asking a human.
Here is the architecture, and then the part where I show you the data on which half of it worked.
