Permissions and audit
Separate viewing, suggestion, execution, configuration, and sensitive actions with traceable records.
Safety & control
Evolution needs control. Growth needs accountability.
The value of autonomy is not “letting it do anything.” It is knowing what can be automated, what needs confirmation, what must stay limited, and how each meaningful action remains reviewable.
Sandbox and rollback
Validate high-impact changes in controlled scope and preserve a verified recovery path.
Budget and scope limits
Constrain frequency, cost, tools, queues, and execution ranges before capability expands.