Audience question about complex forms where selecting one option scopes subsequent options, and how to help users confirm the AI interpreted their requirements correctly. Adam's answer: audit the form first — maybe you can simplify or flatten nested paths and don't need them at all. If nesting is required, consider (a) showing the user a preview of the LLM's current understanding (as terminals do) and (b) cross-checking the AI's interpretation against trusted data (e.g. validate an address against actual physical locations) so you catch misunderstandings before they reach the user.