AI memory is becoming more useful, but usefulness creates a new operating surface. If the system can carry context forward, teams need a memory control plane: summary, source, correction, deletion, sensitive-work mode, and disclosure.

• Why better memory is not just personalization; it is source-of-truth pressure.
• What OpenAI's June 4 memory rollout changes for operators.
• Why memory summaries, source tracing, correction, and deletion paths matter.
• How Lockdown Mode fits sensitive browsing and hostile-input workflows.
• Why audience disclosure still belongs in the release workflow.
• A 45-minute memory-control-plane check for Monday teams.

What would have to be true for your team to trust remembered AI context in production work?

• OpenAI memory rollout:  ...