This AI makes a useful distinction between knowledge and delivery.

@MeetResona is treating the document more like the knowledge boundary for an agent, turning one fixed body of knowledge into many possible conversational paths.

The creator defines an outcome for the interaction, and the agent uses the source material while adapting how it explains things as the conversation moves toward that outcome.

A normal document chatbot is reactive. The user decides what to ask next, so the quality of the session depends heavily on whether they already know the right questions.

Here, the document supplies the grounded knowledge, but the agent also has a direction for the conversation.