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.
Invest in implicit coordination mechanisms—shared mental models, conventions, templates, and routines—over explicit communication channels, because implicit coordination scales without consuming bandwidth as agent count grows.