kalariya hiren

The approval flow is the part I d want to see most clearly on a product like CtrlOps. For teams using AI around SSH or production infra, the scary moment is not command generation; it is deciding whether the next command is allowed.

What proof does the operator get before approval? For example: exact command, expected blast radius, prior command output, remaining debug context, and whether this is a new failure state or just another retry.

Curious how you think about that boundary, especially for teams mixing read-only prod users with fuller staging access.