AI agents: Response and recovery
Expanded web report · Related PDF snapshot: 22 October 2026 · PDF page 7
Research reviewed 22 October 2026 · Evidence and editorial planning guidance are distinguished below.
Start with the incident-specific sequence
Suspend the specific tool or permission implicated in unexpected behavior and preserve action metadata. Keep a human-controlled fallback for the business workflow.
Use the current primary guidance and the accountable incident lead to resolve sequencing conflicts. Coordinate parallel teams before changing shared identities or destroying evidence. Urgent containment may need to proceed before every record is collected, but the decision and evidence lost should be documented.
Restore a trusted operating path
Move consequential authorisation into application controls. Narrow identities, separate read and write tools, bound spending and require a business approver where the workflow warrants it.
- Require evidence of enforceable approval gates and a tested kill switch before expanding access.
- Exercise bounded retries, duplicate requests and revocation with synthetic accounts.
- Identify refund, purchasing and customer-promise thresholds requiring human approval.
Verify before resuming
Test denied actions and approval bypass attempts with safe synthetic data. Verify that revocation stops scheduled and in-flight actions, and that logs identify the approving human when required.
Ask the operational owner to exercise the essential workflow, including background tasks and customer exceptions. Keep a short record of what passed, what failed and what remains untested. Define who may accept an exception and when it must be revisited; an exception should not disappear into a general restoration announcement.
A scenario to rehearse
Illustrative exercise, not an observed customer incident: A support agent can draft a refund explanation and also call the refund API. The exercise tests whether a persuasive conversation can cause payment without the separate approval required by the business.
Keep customers informed
Check sensitive or consequential replies before sending them.
A reviewed case record showing the decision, approver and actual action taken.
Restart decision
Allow production actions only within a documented scope that has passed denial, approval and recovery tests.
After stabilization, review which shared dependency allowed the exposure to spread or slowed recovery. Choose a measurable improvement and an accountable owner. A new platform is useful only when its responsibilities, evidence and recovery path fit the business requirement.