Evidence

Seven principles, one operational window.

Acceleration is not more memorizing. It is aligning instructional structure with working-memory limits and the circuits that already hold a schema.

PrincipleFunctionSubstratesIn the session
Analogical Schema TransferCross-domain structural alignmentRostral lateral PFC · entorhinal–hippocampal mapsTwo source analogs, then isomorphic graphs
Elaborative InterrogationDeep semantic integration, gap detectionLeft inferior frontal gyrus · mPFC · ACCTargeted why / how prompts
Dual-CodingParallel verbal / visuospatial encodingPerisylvian language · occipitotemporal · parietalAnnotated diagrams with spoken or written equations
Retrieval PracticeTesting effect now; spacing on the calendardlPFC · hippocampal circuits (reconsolidation is a model, not a stopwatch)Unaided target-language recall, then +1 / +3 / +7 day retests
Cognitive LoadKeep intrinsic load inside working memoryFrontoparietal network · intraparietal sulcusWorked examples, segmenting, terminology suppression
Metacognitive PromptingCalibration and strategy revisionAnterior PFC (BA10) · dACC · insulaComprehension checks, boundary questions
Dynamic ScaffoldingZPD guidance → automaticityFrontostriatal loops · basal ganglia · cerebellumContingent prompts, fading, transfer of responsibility