The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
When implementing feature flags, canary deployments, or A/B tests, treat the deployment decision as a two-way door by defining rollback metrics and automated reversal triggers before deployment.
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%.