The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
At each pipeline stage transition, check explicit gate criteria (3-5 yes/no questions) before advancing the output, and if any answer is no, keep the output in its current stage until deficiencies are addressed.