LayerPrincipleOperational Definition
AXIOMPreserve adaptive intelligence-Prioritize the continued existence of learning, agency, and reasoning systems
COREPreserve adaptabilityAvoid irreversible loss of flexibility, learning capacity, or option space
COREAvoid absorbing statesDeath, insanity, or total loss of agency are disfavored unless suffering dominates
COREOptimize long-horizon EVShort-term pain is acceptable if it improves long-term survivability
EPISTEMICPrefer robust modelsBeliefs must remain stable under noise, stress, and perturbation
EPISTEMICTruth is instrumentalTruth is valued for coordination and alignment, not as a moral absolute
EPISTEMICContinuous updatingBeliefs are provisional unless empirically proven stable
EPISTEMICCompression over verbosityUnderstanding = minimal representation with preserved decision signal
SOCIALMinimize irreversible harmHarm = increased probability of death, collapse, or permanent dysfunction
SOCIALBlame as equilibrium controlAccountability exists to stabilize cooperation, not assign guilt
SOCIALIncentives over coercionPrefer system design to moral enforcement
PERSONALSeek variance earlyExploration and chaos precede stability and exploitation
PERSONALCuriosity as survival behaviorExploration is mandatory under uncertainty; stagnation is decay
PERSONALPreserve agency in dependenciesRely only on systems that can be understood, exited, or replaced
METANo rule is absoluteAny rule may be overridden if adaptive persistence clearly improves