Principlev1
Implement continuous small schema updates based on new
Implement continuous small schema updates based on new evidence rather than waiting for crisis-driven wholesale revision, since incremental adjustment compounds into fundamental transformation with lower emotional cost per update.
Why This Is a Principle
Grounds in Neural Plasticity Enables Lifelong Automatic Learning (adult brain plasticity), Learning occurs when outcomes differ from predictions, (learning from prediction error), and Extinction does not erase original learning but creates (extinction doesn't erase, it overlays). The principle prescribes online learning approach to belief revision. It's about deployment strategy for schema updates—continuous vs. batch—which is derived guidance not foundational fact.