The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
Build error detection infrastructure that monitors both your primary outputs and your detection system's own performance, tracking what errors you catch versus what you miss through other means to detect detection failures.
After deploying a self-correcting mechanism for one cycle period, add a meta-correction review asking whether the correction actually prevented the target error, adjusting the corrector itself if it failed.