The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
When a metric has been used to drive decisions for more than three months without revision, conduct a three-question audit: what behavior does this metric actually incentivize, is the proxy still correlated with the outcome, and what would gaming this metric look like compared to current behavior.
Track workflow quality using multiple metrics that create tension with each other—at minimum cycle time, error rate, and energy cost—to prevent optimization of any single metric from corrupting the system.