Technical Function: Graph Neural Networks (GNN) that model the child’s problem-solving sequences as a “Cognitive Logic Map” to detect structural reasoning gaps.

How/What it Helps: Decodes the “Architecture of Thought,” allowing for the identification of executive function failures and the targeting of specific cognitive scaffolding.

In-Person Improvement: Visualizes the “Why” behind an incorrect response, shifting the therapist’s focus from correcting the answer to repairing the thought process.