Audience question: complex forms communicate to the user the structure and the options available for each field; how does the AI approach preserve that affordance? Adam answered that the form itself is still present — users can still fill in manually and therefore still see the options. The AI phase is a local ETL pipeline: data in, transformations, state propagated back to the form via websockets. The form is kept precisely because the user needs the option map, and because LLMs could be unreachable at any moment (he cited Anthropic reportedly cancelling a company's subscription that morning).