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I would let an AI agent prepare a message, payment, or system change—but not carry out a consequential action without a person reviewing the exact action first. My rule is simple: pause when an action reaches outside the task, exposes data, spends or commits money, changes something difficult to undo, or uses elevated access.
These five boundaries are a practical risk rule, not an official ranking. The right threshold depends on the action’s sensitivity, reversibility, scope, and potential impact; there is no universal dollar amount or approval rule for every organization.
1. Send or publish something externally
Before an agent sends email, posts publicly, or shares a file, I would review the actual recipients or destination, message, and attachments. Once information reaches another person or system, retracting it may not undo the exposure. A message can also disclose sensitive information even if the agent followed the apparent task correctly.
OWASP classifies send_email as a high-risk example in its AI Agent Security Cheat Sheet. That is an illustrative classification, not a universal label for every email agent or deployment. OWASP’s LLM06:2025 Excessive Agency also describes how indirect prompt injection can manipulate an email agent into forwarding sensitive information.
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2. Move money or make a commitment
Require a person’s approval before an agent initiates a transfer, payment, purchase, or refund, or accepts a commitment on someone’s behalf. The preview should identify the recipient, amount, purpose, and any terms that bind a person or organization. An approval for one transaction should not silently authorize another.
OWASP’s cheat sheet uses transfer_funds as a critical-risk example and discusses payment initiation among critical actions. Those examples support treating financial actions as approval boundaries; they do not set a universal spending threshold.
3. Delete data or make a broad, hard-to-reverse change
Review permanent deletion, bulk edits, and changes to important records before execution. Ask what will be affected, how many items are in scope, and whether recovery is possible. A change that is safe for one record may have a very different impact when applied across an entire database.
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4. Change access, credentials, or production systems
Do not let an agent independently grant privileges, alter security settings, change credentials, or deploy to an important system. Before approval, show the affected account or system, the requested permission or change, and its scope. A reviewer should be able to tell whether the action exceeds the agent’s original task.
OWASP calls out administrative and privilege changes as consequential. Its cheat sheet recommends that the execution component independently validate scope, privilege, and approval rather than relying only on the agent’s own account of what was approved. OWASP’s Cornucopia Agentic AI AAI7 card also supports human confirmation and allowlisted autonomous actions.
5. Exceed the approved task or share sensitive data across a boundary
Stop for review if the agent changes the goal, proposes a new destination for data, or takes direction from content it was meant to inspect rather than obey. A webpage, email, document, or other ingested material can contain malicious instructions. Those instructions should not expand the agent’s authority or override the person’s original task.
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What a meaningful second approval should include
Approval should apply to the exact action and target—not act as a standing permission for similar actions later. OWASP recommends showing an action preview and binding approval to the actor, tool, target resource, normalized parameters, timestamp, and expiry.
- For a message: show recipients, full content, and attachments.
- For a payment: show recipient, amount, and purpose.
- For a deletion: show affected records and whether recovery is possible.
- For access or deployment changes: show the target, requested scope, and resulting privileges or system changes.
If a material parameter or target changes after review, request a new approval. Do not let the agent approve its own consequential action. Keep an audit trail, apply least privilege, and provide interruption or rollback where practical. OWASP also recommends failing closed if approval validation, risk classification, policy lookup, or audit logging fails.
How to decide when an agent should pause
Use the consequence of the proposed action—not the fact that it is automated—as the test. Check whether it is difficult to reverse, visible to an outside party, broad in scope, sensitive, privileged, or beyond the original task. The more of these conditions apply, the stronger the case for a second approval.
OWASP’s action categories are examples rather than a universal risk taxonomy. Set approval thresholds for the sensitivity, reversibility, scope, and likely impact of your own systems and work.
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