AI agent oversight, explained directly.
Does the EU AI Act require human oversight of AI agents?
Yes — Article 14 of the EU AI Act requires effective human oversight of high-risk AI systems, and Article 12 requires automatic logging. Current deadlines after the 2026 Digital Om…
What is a guardian agent?
A guardian agent is an AI system that oversees other AI agents — reviewing, approving, blocking, or auditing their actions. Gartner published its first Market Guide for Guardian Ag…
What is human-in-the-loop for AI agents?
Human-in-the-loop for AI agents means a person reviews and approves an agent's consequential actions before they execute. How the pattern works, when to use it, and benchmark data:…
How do I add a human approval step to a LangGraph or CrewAI agent?
Add a human approval gate to any LangGraph, CrewAI, or other Python agent: register the action type, escalate before the risky call, wait for the decision, resume. Working code usi…
What audit trail do AI agents need for SOC 2?
SOC 2's common criteria (CC6, CC7, CC8) require access control, complete logging and monitoring, and controlled change — applied to AI agents, that means integrity-protected logs o…
Can you be liable when an AI agent goes rogue?
Legal analyses following the July 2026 OpenAI–Hugging Face incident argue that companies can face liability — including under the CFAA's recklessness standard — for autonomous AI a…