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Stop the agent’s further activity if you can do so reliably, contain its access, and preserve its execution records and system logs. Then establish what changed and what it affected before deciding whether to reverse or repair it. Treat the event as an operational incident: a wrong change may be harmless, service-impacting, or a security incident, and the right recovery depends on its scope.
First response: contain activity and preserve evidence
An AI agent can make changes to real systems through tools and APIs. A mistaken action does not by itself show that the agent was compromised; first determine what happened and whether activity is continuing. Assign an accountable human owner to coordinate the response, following your organization’s incident-response and change-management procedures.
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- Stop further activity. Use the agent’s dependable pause or stop control, if available. Know who is authorized to use it. Microsoft recommends system-level controls that can pause or stop an agent immediately; the UK National Cyber Security Centre (NCSC) also advises planning who can stop an agent. Microsoft Learn and the NCSC describe these safeguards.
- Contain its access. Narrow or revoke credentials, tools, and connections that could allow more changes. Revoke elevated or temporary access when appropriate, while considering whether doing so could disrupt essential operations. The NCSC recommends least privilege, limited scope, and temporary credentials where possible; joint CISA and international-partner guidance cautions against broad or unrestricted access, particularly to sensitive data and critical systems.
- Preserve records. Retain the agent’s action, tool, and outcome records together with relevant system activity logs. Protect them from unauthorized access or deletion, and follow your organization’s retention policy. Microsoft recommends accessible execution logs; CISA’s Use Logging on Business Systems guidance calls for logging and centralizing administrative and system activity and monitoring high-risk events.
Do not assume the agent’s records contain its full reasoning or every side effect. Compare them with the underlying system logs and other records available to your team.
Determine what changed and who or what was affected
Build a scoped account of the event before attempting recovery. Review the agent’s recorded tools and outcomes alongside system activity to identify the resources changed, the time and sequence of actions, and whether changes propagated to connected systems.
- Check whether service availability or normal operations were affected.
- Determine whether access, data, security settings, or other controls changed.
- Identify downstream dependencies that may have consumed or relied on the changed state.
- Record what is confirmed, what remains uncertain, and which human owner is coordinating investigation and decisions.
These checks are a practical way to establish scope; the cited guidance does not prescribe a universal forensic checklist. Logging improves visibility, but it does not guarantee a complete record of an agent’s behavior or all effects.
Should you roll back the agent’s change?
Not automatically. Decide whether to reverse, repair, or leave the change in place only after assessing its scope, reversibility, dependencies, and operational and security consequences. A rollback can create a second incident if other systems have already acted on the changed state or if the previous state is no longer safe.
Use the organization’s established change-control and recovery process, and have the accountable owner coordinate with relevant system or service owners. NIST SP 800-61 Rev. 3 places incident response within broader cybersecurity risk management and covers preparation, detection, response, and recovery; it does not provide a rollback sequence that is safe for every system. See NIST SP 800-61 Rev. 3.
Coordinate the incident and communications
Bring in the designated incident-response contacts and the human owner accountable for the agent. Communicate operational impact through the appropriate technology and business channels. Depending on the consequences, the response may also involve communications, legal, or business-continuity roles; CISA recommends assigning crisis-response contacts and responsibilities.
Keep incident records with the relevant evidence and decisions, including the recovery action approved and the reason for choosing it. Follow your organization’s incident and communications procedures rather than treating an agent error as an isolated software issue.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.Before restoring the agent’s access
Keep the agent paused or constrained until the owner has reviewed the cause and verified that the controls needed for safe operation are in place. The NCSC recommends planning for agent failures and loss of control; Microsoft recommends least privilege, approvals for high-risk actions, accessible logs, and lifecycle governance.
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- Reduce permissions, connected tools, and action scope to what the task requires.
- Require human approval for high-risk or irreversible actions.
- Confirm that the pause or stop control is available to the right people.
- Check that execution records and underlying system activity can be monitored and retained.
- Use a bounded, lower-risk scope when resuming, with the accountable owner overseeing the decision.
The NCSC’s deployment principle is direct: “If you cannot understand, monitor or contain an agent’s actions, it is not ready for deployment.”
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