The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
Before retiring any agent, map all dependencies by identifying what consumes its output, what constraints it enforces, and what failures it masks—then explicitly reroute, replace, or accept each dependency gap.
When removing an agent, execute graduated shutdown by reducing frequency or scope before full elimination, monitoring for hidden dependencies during the transition period.