Principlev1
Run bounded experiments operating without a schema before
Run bounded experiments operating without a schema before formally releasing it, testing whether framework coherence improves and whether essential capabilities are lost.
Why This Is a Principle
Grounded in Domain-Specific Calibration Development (calibration develops from feedback loops) and Human memory under stress and cognitive load is unreliable (memory under stress is unreliable). Prescribes empirical validation before irreversible release—transforming a theoretical judgment into a tested hypothesis.