The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
When agent sub-behaviors can execute independently without logical dependency, separate them into distinct agents with independent triggers rather than coupling them into sequences, because coupled agents produce cascading failures.
Separate error detection, diagnosis, correction, and learning into independent subsystems so each can be improved independently and partial failure doesn't disable the entire error-handling architecture.