Research questionHow can AI memory remain inspectable and directly correctable during long-term interaction?During long-term interaction, models may implicitly revise or create information that guides later inferences, while users cannot see or directly correct those updates. This makes it difficult to keep the system’s evolving understanding aligned with the user.