The new form and layout are what the business wants and can easily articulate. What they need is people who understand whether the new form needs to both be stored in the local postgres system or if it should trigger a Kafka event to notify other parts of the business.

The AI only world is still one where the form and layout get done, but what happens to that data afterward?