Principlev1
Treat scale transitions as requiring revalidation, as
Treat scale transitions as requiring revalidation, as schemas validated at one scale often encounter emergent properties at different scales that invalidate their predictions.
Why This Is a Principle
Derives from The human mind is not adapted to interpreting how multi-loop (nonlinear feedback systems) and Catastrophic failures in complex systems rarely result from (Swiss cheese model of failures). Prescribes treating scale changes as validation triggers. Actionable guidance for when to re-test schemas.