The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
At each handoff point between sequential agents, specify the exact information contract (what specific output the next agent needs from the current agent) to make dependencies explicit and auditable.
For each handoff between agents or pipeline stages, specify three components—defined output format, explicit expectations, and return protocol—to prevent ambiguous handoffs from creating bottlenecks.
For agents with weak coordination, design hand-off protocols by specifying what information transfers, in what format, and at what trigger point—then practice the hand-off deliberately in the next three executions.