The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
Design early warning indicators for polarity drift by identifying the characteristic downsides of each pole, then monitor for those downsides to trigger course-correction before crisis.
Before attempting to resolve any persistent organizational tension, apply the problem-vs-polarity test: can new information or analysis make one side permanently win? If no, design oscillation management rather than searching for resolution.