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CONCEPT

Session Structure

The design principle that AI interactions should have built-in duration limits and transitions — imposing the alternation between AI-assisted and unassisted work that self-regulation alone cannot reliably provide.
Session structure is the third principle of developmentally aware AI design. A tool designed for a developing brain imposes structure on the interaction rather than leaving structure to the user's self-regulation — because self-regulation is precisely the executive function capacity the developing brain has not yet fully built. Sessions have defined durations. A session concludes with prompted reflection: What did you learn? What would you do differently? The reflection is followed by a transition to unassisted work. The alternation between AI-assisted and unassisted engagement is built into the tool's design rather than assumed to emerge from the child's choices. Asking a child to self-regulate her use of a supernormally stimulating tool is asking her to exercise the capacity the tool's overuse may be preventing her from developing.
Session Structure
Session Structure

In The You On AI Field Guide

The principle responds to a specific failure mode documented in You On AI and in the Berkeley workplace studies: continuous AI engagement colonizes pauses that would otherwise serve as cognitive rest. Adults with

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