The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
At each stage of a multi-phase commitment, calculate the cost ratio between discovering a foundational error now versus discovering it after the next phase completes—when this ratio exceeds 5:1, increase detection investment before proceeding.