Deliberately introduce controlled stressors and errors

Why This Is a Principle

This principle derives from Neural Plasticity Enables Lifelong Automatic Learning (neuroplasticity and statistical learning) and Mental rehearsal activates the same neural circuits used (mental rehearsal activates execution circuits). The dropout technique in ML and error management training demonstrate this. The principle prescribes intentional exposure to controlled failure during practice. It's a training design principle derived from axioms about learning and adaptation, making it more specific than the axioms but more general than specific training protocols.