The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
Before acting on AI-generated conclusions, apply the defense test: 'Could I defend this conclusion without the AI's output? Do I understand the reasoning well enough to identify where it might be wrong?'—if not, do the cognitive work before proceeding.
When using AI systems, maintain explicit separation between input generation (AI-assisted) and judgment synthesis (human-retained), because outsourcing the integration function constitutes epistemic abdication regardless of input quality.