When teams ask Codex or Claude to help with Android automation, the request usually starts as ordinary language. "Open the app, sign in, check the result, save a screenshot, and stop if the expected text is missing." That kind of instruction is useful, but it is not enough to generate a workflow that should run on a real device. The missing piece is a context contract. By context contract, I mean the minimum set of facts an AI assistant must read before it drafts an Android automation profile...