The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
When using AI to reduce production costs, maintain human control over directional decisions (what to produce, what argument to make, what judgment to render) while delegating mechanical execution (format conversion, draft expansion, repurposing) to preserve sovereignty through augmentation not replacement.