Method: strict A/B comparison at constant volume. Result: +31% global structural gain (coherence, auditability, legal robustness, usage safety, systemic risk reduction).
The protocol does not automate decisions and does not delegate authority. It documents a controlled human–AI co-architecture where the AI produces structure and the human remains legally and contextually responsible.