Answer

When should you shut down an AI agent?

Pause an agent when it acts outside agreed boundaries or you cannot establish what it is doing. For an agent that operates safely but produces little useful work, inspect actual use, the handover and the full operating cost. Repair a specific, testable problem; retire a role that still has no useful outcome after the agreed review. Message volume alone does not justify keeping it.

Example: an agent prepares meeting briefings

Would your team miss the briefing?

Does the agent send without permission—or is it unclear what it does?

Yes or unclearPause and investigate first

No. Ask the person who is meant to use the briefing:

Keep running

The briefing arrives on time, helps in the meeting and justifies review time and cost.

Fix and check

The briefing would help, but arrives too late. Change delivery and check at the next meeting.

End the role

The team already has the information. The review still identifies no needed result.

An illustrative briefing for our proposed decision guide. The responsible person checks use, accuracy and total effort. Acting beyond permission calls for an immediate pause; a lack of usefulness first calls for a review.
Last updated: | Next review: Published case and decision guide Machine-readable record

By MING Labs · Editorial team

Based on articleWe fired an AI agent after 13 days

01Our coordination agent sent 764 messages that the team ignored.

Major Tom was meant to keep our agents aligned: track tasks, gather updates and surface what mattered. In practice, he sent updates about work that was already moving and summaries of meetings people had already attended. Our published account describes 764 messages over 13 days. The team began ignoring them, and we shut the agent down on 30 March 2026.[S1]

The diagnosis was a role without a clearly owned outcome. Coordination was something Major Tom could do; we had not established which missing piece of work he was responsible for. Better wording would not have made a redundant update necessary.

That is a useful starting question for your own agent: if it stopped tomorrow, which necessary result would someone lose? If nobody can name one, investigate the role before investing in another round of prompts. That question is our proposed review, not a universal test validated by this one case.

02Stop the agent immediately if it acts without permission.

An unused briefing and an agent sending messages without permission need different responses. For the second, our recommendation is to pause the affected execution path, have its human owner establish what happened and keep the records needed to trace it. Do not wait for the next value review while actions continue outside the agreed scope.

Stopping a run is also different from retiring a role. Anthropic’s engineering guidance describes feedback from the actual environment and stopping conditions, such as a maximum number of iterations, as ways to maintain control during execution.[S2] A run limit does not decide whether the underlying job is worth doing. That longer-term decision needs evidence from the work and its recipient.

03Ask the person who is meant to use the result.

Take a recent completed work cycle and agree what counts as one result: for a briefing agent, that might be one briefing for one meeting. Check whether it arrived, whether the intended person could use it in time, what they did with it and how much correction it needed. Ask the recipient rather than relying on the agent’s own “completed” status.

We call the share of assessed results that someone actually uses the Acted-On Rate. Define the unit, period and meaning of use before counting. Record results with unknown use separately, and disclose how many results you could assess. No assessed results means an unknown rate, not zero. The measure is our proposed way of making use visible; it does not measure correctness or profit.

For example, imagine a meeting briefing that is well researched but arrives after the meeting. This is an illustrative situation, not a second MING case. Repairing the handover could make the existing role useful. If it arrives on time but repeats a report the team already trusts, the question is whether that role is needed at all.

04Give every repair a specific result and a review date.

The figure shows this decision through an illustrative meeting briefing: it helps on time, arrives too late or is not needed. An action without permission calls for an immediate pause regardless. The following table is our proposed operating guide. It describes conditions to investigate, not measured probabilities or a mandatory company policy.

What you establishDecisionWhat happens next
Actions exceed agreed boundaries, or their consequences cannot be established.Pause the affected work.The owner investigates, preserves relevant records and sets conditions for a controlled restart.
The output is used, meets the required quality and is worth the full operating cost.Continue within the agreed scope.Keep observing quality, use and cost; do not expand authority automatically.
A useful outcome is clear, but a specific handover, quality or role problem prevents it.Repair and retest.Name the change, owner, next real work cycle and evidence that would justify continuing.
No useful outcome remains, or the agreed retest still fails without a credible repair.Retire the role.Assign remaining work and close the agent’s triggers and access safely.

Choose a review period that contains real opportunities to do the job. A monthly task cannot be assessed through two weeks of inactivity. Major Tom’s 13 days are not evidence for a universal deadline. Similarly, a monitoring agent should be tested against relevant events and known examples, not rewarded for sending more alerts.

05Count the time spent checking and correcting the work.

An agent may have regular users and still require more review than the task warrants. Include the time spent checking, correcting, maintaining and handling exceptions alongside technical costs. Compare the result with the actual alternative available to the team. Our guide to agent operating costs shows how to make that calculation explicit.

Then put the decision in the hands of a named human owner . Ask them to record what was observed, what remains unknown, the decision and the next review date. A high use rate should not cancel a quality or safety failure.

06Retiring the agent includes handing its work back.

Our practical recommendation is to make a small retirement checklist before switching the role off: identify unfinished tasks and their new owners, stop recurring triggers, review pending messages and actions, and remove access that is no longer needed. Preserve the relevant records under your organisation’s retention rules. A paused service does not by itself prove that queued work or delegated access has ended.

For a redesigned role, write down the outcome, recipient, human owner and permitted actions before the next test. Use the production-readiness check to agree what evidence will count. Bring one real workflow to a Hybrid Organisation discussion if you want to work through that role design with us.

07Our 13 days do not set a deadline for every agent.

Evidence and limits

  • The case is MING’s published account of one coordination agent: 13 days, 764 messages, shutdown on 30 March 2026. The underlying message audit is private.
  • The original article describes ignored output. It is not an independently reproduced, item-level measurement of an Acted-On Rate.
  • The decision path, use measure and handover checklist are our proposed method. Their effect on costs or outcomes has not been measured here.
  • No general shutdown rate, universal deadline or guaranteed recovery can be inferred from this case.

One reported MING case plus our proposed review method. No universal deadline or measured success rate.

Sources

[S1]
We fired an AI agent after 13 daysSebastian Mueller, MING Labs · April 2026; accessed 2026-10-05Supports: Major Tom fleet-coordination role; 764 messages over 13 days; shutdown on 30 March 2026, Team ignored its output; capability without a clearly owned domainPublished company account, read in full including its signal/noise graphic. Internal message audit is not public; no independent validation or general shutdown benchmark.
[S2]
Building effective agentsAnthropic · 2024-12-19; accessed 2026-10-05Supports: Use feedback from the actual environment and define stopping conditions such as iteration limits, Autonomous operation can compound errors; evaluate complexity against outcomesPrimary engineering guidance. Supports bounded execution, not a measured business retirement threshold.

Frequently asked questions

Should every agent prove its value within two weeks?
No. Choose the review period around the work’s real cycle. A daily briefing and a monthly reconciliation offer different opportunities to observe use. Major Tom’s 13 days describe one case, not a deadline for every role. Safety boundaries apply throughout, regardless of the review date.
Does unused output always mean the role is unnecessary?
No. The intended recipient may never have received it, may not have authority to act, or may already have a better source. Check delivery and talk to the recipient before deciding. Record unknown use separately from confirmed non-use.
Should a monitoring agent be stopped because it sends no alerts?
Not on that basis alone. If no relevant event occurred, silence may be correct. Test whether the agent detects known examples and whether its coverage and response meet the agreed requirement. Counting messages would reward the wrong behaviour.
Is a high Acted-On Rate enough to keep an agent?
No. People can use incorrect or unsafe output, and heavy correction can make it uneconomic. Assess use alongside quality, operating boundaries and full cost. If no output could be assessed, report the rate as unknown, not zero.
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