From our design notebook. Updated October 20, 2026. Bubbling AI is in development and is not open for sign-up.
An assistant can draft a thoughtful message quickly. Sending it is a different kind of action: another person, inbox, or service receives something on your behalf. The decision about that action belongs in the product experience.
Agree on the work, understand the boundaries
We want the assistant to understand the direction before it acts: what result you want, what information it can use, and which decisions need your involvement.
A general discussion of a plan is not permission for every possible action. Reading a document, changing a file, sharing a report, and contacting someone have different consequences. A useful interface should make the important boundaries clear without asking a repetitive question about every small step.
Convenience should stay specific
A remembered permission can reduce interruptions for routine work. It should remain specific to the scope you chose and something you can revoke. It should not become an invisible, permanent license to do anything on your behalf.
Privacy also depends on what an action would send. A previously familiar destination does not make every new piece of information appropriate to share. Confidential work needs additional checks and a clear account of what a person is choosing when they authorize it.
The details of those controls matter. We will describe the available approval settings and their limits before the product opens, rather than promise that a single dialog prevents every possible disclosure.
Keep the controls outside the model’s discretion
A model can misunderstand a request or be influenced by material it reads. Access and action rules need to be enforced by the surrounding system. The assistant should not be able to declare itself exempt from a boundary because it believes the outcome will be helpful.
That is also why we distinguish improving the model workflow from relaxing permissions. A better model can make assistance more useful while the person’s control remains intact.
A partnership you can steer
We want a balance: useful initiative inside agreed boundaries, a clear question when a consequential choice needs you, and a way to stop or change course.
Approval is one part of that relationship. Discussion, visible progress, honest reporting, and understandable settings belong beside it.
Read why people need room to think and our approach to privacy.