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Manage each workplace AI agent like an accountable task runner: assign a human owner, define its purpose and permissions, make its plan and progress visible, and keep a person able to review, pause, or stop consequential actions. When the work is done, retain a clear record of what the agent did, which tools and data it used, and what remains unfinished.
Set up an agent before assigning work
Start with the job, not the agent’s capabilities. Write down the business purpose and the expected result, then name the person or team responsible for the work. The owner should be able to answer for the assignment, review its outcome, and decide what happens when the agent encounters an unexpected situation.
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Define the agent’s boundaries before it starts:
- Purpose: what task it is meant to complete, and what is outside scope.
- Tools and data: which applications, records, and information it may access.
- Allowed actions: what it may read, draft, change, send, or otherwise execute.
- Approval points: which actions must wait for a person to review them.
- Lifecycle: who approves the agent for use, when its access expires, and how it will be decommissioned.
Give it only the access needed for the specific task. A broad permission can turn a limited assignment into an opportunity to affect unrelated data or workflows. Microsoft Learn’s guidance on reducing autonomous agentic AI risk recommends least privilege, visibility, oversight, and lifecycle governance.
Make the plan and live status visible
People should be able to tell what the agent intends to do, what it is doing now, and what is waiting on a person or another system. Show the plan and progress in a place the responsible owner can access, rather than relying on a final message after the work is finished.
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Useful status information includes the current step, completed steps, pending actions, blockers, and any change from the original task. For work that can affect customers, finances, records, or access, show the proposed action before it executes so a reviewer can catch a misunderstanding in time.
Match oversight to the agent’s permissions and the consequences
Not every task needs the same controls. A read-only agent that retrieves information has a different risk profile from one that can send messages, edit records, or trigger transactions. The more an agent can change—and the harder those changes are to reverse—the more important explicit authorization, review gates, and transaction monitoring become.
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| Work pattern | Controls to prioritize |
|---|---|
| Read-only retrieval | Restrict data access to the task; keep accessible logs of queries, tools, and results. |
| Read/write task execution | Use comprehensive authorization, review consequential actions before execution, monitor transactions, and provide a reliable pause or stop control. |
| Multi-agent workflow | Log each step, make ownership and handoffs visible, and apply stronger authorization and transaction monitoring when agents can change state. |
| High-impact or hard-to-reverse action | Require human approval at the critical point and ensure the owner can interrupt execution. |
Human oversight needs to be meaningful: the person must be able to guide, correct, and interrupt the agent, especially when instructions are ambiguous or an action could have significant effects. Logging helps people inspect and reconstruct a task, but it does not prevent mistakes by itself. Prevention also depends on appropriate permissions, validation, and human checkpoints.
Review the result and keep an audit trail
When an agent finishes, its summary should make the outcome easy to check—not simply say that the task is complete. Include what it changed or produced, which tools and data it used, any actions it skipped or could not complete, and anything still awaiting a decision.
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Preserve action and outcome logs so an owner can reconstruct what happened. For a workflow involving several agents, record each step and handoff rather than keeping only a top-level completion note. These records support review and incident investigation; they are not a substitute for limiting access or requiring approval where appropriate.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.Keep managing the agent after deployment
Management does not end when an agent is approved for use. Monitor its performance in the workplace, collect user feedback, and review changes to its task, tools, data access, or operating environment. If something goes wrong, investigate the incident and recover affected work or data where needed. Retire agents and remove access when they are no longer needed.
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This ongoing approach aligns with the NIST AI Risk Management Framework’s Manage function, which covers post-deployment monitoring, feedback, override, incident response, recovery, change management, and decommissioning.
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