How to test AI agents that can take actions

The risky part is not what the agent says. It is what it can do next.

Focus on tool boundaries, confirmation flows, and permission checks.

Action risk

Agents may trigger refunds, updates, or data exports without proper checks.

Indirect prompts can escalate privilege or skip confirmation.

Unsafe tool actions, permission abuse, and boundary bypass.