A 24-Test Production Readiness Review for AI Agents

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The easiest way to approve an unsafe agent is to ask whether the model is “good enough.”

The model may be excellent. The system can still send duplicate emails, cross tenant boundaries, follow instructions from a retrieved document, retry a payment after an ambiguous timeout, retain secrets in traces, or continue working after the user cancels.

Production readiness is not a model property. It is evidence that the entire path from input to side effect behaves within an agreed risk tolerance.

Here is a 24-test review designed to fail loudly before a model touches a real tool.

Gate 1: Identity and Authority

1. Actor propagation

Can every tool call be traced to the authenticated human or service, tenant, agent identity, and run?

Pass evidence: a trace and receipt showing all identities without trusting model-supplied fields.

2. Least-privilege tool set

Does each agent see only the tools and scopes required for...

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