Introduce a temporary, reviewable memory buffer where new facts can be stored separately from the AI’s main knowledge base. The AI can reference these facts during a session, but they are only integrated permanently after verification by developers. This allows controlled continuous learning, prevents misinformation, and enables the AI to safely absorb cultural or emerging knowledge without compromising its users since anything added must get approved by the user either by agreeing or marking it.