Recorded generation state
Requests are tracked through their lifecycle, with saved results and checkpoints. Recovery can use existing outputs after an interruption.
Controlled execution
Usage limits and cancellation controls place boundaries around generation. Recorded request identities help prevent duplicate work.
Persistent project state
The canvas, project records and source assets remain linked beyond a single session. Users can return to the workspace and continue from saved work.