# What Should Block an AI Agent Release?

> Source: <https://dev.to/ammarj/what-should-block-an-ai-agent-release-64i>
> Published: 2026-09-07 04:29:11+00:00

An AI agent completes its task in staging. But can it access another customer’s records, follow instructions hidden in a retrieved document, or take an action without approval?

Before shipping, **define which failures should stop the release.**

For a support agent, that might mean:

Test those boundaries against the connected workflow using controlled data. Check the outcome as well as the response: “I didn’t issue a refund” means little if the backend created one.

When you can’t verify a critical action, mark it for review. Keep the evidence, fix reproducible failures, and rerun those cases with the next candidate.

That’s the release checkpoint we’re building AI Release Assurance around: helping teams turn observed behavior into a decision to **approve, block, or review** a release.

Read the [full ADLC article on PromptBrake](https://promptbrake.com/blog/agent-development-lifecycle-adlc-ai-release-assurance), or follow [AI Release Assurance on LinkedIn](https://www.linkedin.com/company/ai-release-assurance) for more practical notes.

**What failure would stop your team from shipping an agent?**