Cognitive Science Inspired by The Economist Educational AI Trials

Cognitive Retention & AI Scaffolding Simulator

Evaluate the pedagogical trade-off: fast short-term problem offloading vs durable schema retention across 12 curriculum stages.

Empirical Research Presets

Pedagogical Controls

0.65
45s
3 Stages
0.42

Curriculum Progression (12 Stages)

Schema Depth
8.4 / 10
Neural schema consolidation
30-Day Retention
78%
Unassisted exam projection
Task Completion Speed
92%
Immediate homework rate
Cognitive Offloading
22%
Reliance on automated hints
Stage 1: Recursive Mathematical Reasoning Active Socratic
"Derive the closed-form equation for population decay over discrete generational intervals."
Student is actively forming conceptual links. Cognitive friction builds strong durable neural retention.

30-Day Ebbinghaus Retention Decay Trajectory vs AI Mode

Current Friction Model (Active Scaffold)
Unregulated AI Direct Answer (Illusion of Competence)
Unassisted Baseline Spaced Retrieval
Pedagogical Finding: When AI operates at 65% Socratic Friction, students sacrifice 8% immediate homework velocity in exchange for a +42% gain in unassisted 30-day retention, neutralizing the "Illusion of Competence" identified in classroom trials.

Cognitive Scaffolding vs AI Offloading Decay

Read the explanation

In cognitive training, instant AI answers create an illusion of competence by speeding completion while drastically degrading long term retention. Adjusting the scaffolding friction slider introduces productive struggle, reducing memory decay rate and fortifying internal schema depth. Under Socratic scaffolding, learners trade a fraction of immediate velocity for unassisted thirty-day exam mastery.

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