The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
Never add agents to sequential reasoning tasks—distribute additional agents only to genuinely parallel workstreams where coordination overhead is measurably less than throughput gain.
Schedule agent addition reviews 7-14 days after deployment to verify whether actual coordination cost matches pre-addition estimates, removing the agent if cost exceeds estimate by more than 50%.