The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
Distinguish domain-specific facts (treatment protocols, software frameworks, market conditions) requiring aggressive temporal updating from structural principles (logic, mathematics, core psychological mechanisms) where age indicates Lindy-tested robustness, applying opposite update strategies to each type.
Label each belief in your knowledge system with validity windows specifying the time period during which the belief held, converting apparent contradictions across time into explicit version transitions.
When feedback consistently arrives in days or weeks while the behavior repeats daily, the brain cannot reliably attribute consequences to specific actions due to temporal credit assignment failure—requiring external tracking systems to maintain the causal connection.