The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
Design verification as three independent layers—continuous signals (daily metrics), periodic samples (weekly/monthly spot-checks), and infrequent structural audits (quarterly full reviews)—with each layer optimized for different failure detection at different resource costs.
For recurring commitments with documented histories of failure, install multiple reinforcing commitment layers (pre-commitment + device + public accountability + implementation intention) rather than relying on any single mechanism, because commitment failures typically result from alignment of multiple weaknesses not single-point vulnerabilities.