Concepts
The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types
Map agent dependencies and arrange in topological order…
Define cognitive sequences by mapping dependencies between agents (which outputs serve as inputs to which other agents), then arrange agents in topological order so no agent executes before its required inputs are available.
Specify the information contract at every agent handoff…
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.
Three-component handoff spec
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.
Fix weak coordination by designing explicit handoff…
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.