A single one-way door now defines the transition toward Artificial General Intelligence. Current governance frameworks lack the agility to manage these irreversible shifts in model capability. This gap leaves policymakers lagging behind technical acceleration. Practitioners must now prioritize rapid, iterative safety guardrails over static regulatory checklists to prevent systemic failures during this transition.