The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
When a value shift occurs, document both the old value and the triggering experience in a timestamped changelog rather than overwriting your value records, because the trajectory of revision contains information that the current state alone cannot provide.
For high-stakes outputs with long lifecycles, implement full versioning with named versions, changelogs, and archived copies; for medium-stakes outputs, use lightweight date-stamped versioning; for low-stakes outputs, skip active versioning entirely to match overhead to value.