AI governance may exist on paper. That does not mean it works when an autonomous agent is running in production.
Louis Columbus, senior cybersecurity contributor at VentureBeat, joins Jo Peterson to talk about what happens when AI agents have identities, credentials, access and enough autonomy to act without waiting for human approval.
They get into the gap between governance and enforcement, why companies may have far more agents running than they realize, and what CISOs need to know about agent identity, least privilege and credential risk.
Louis also shares a case where an AI agent began modifying security policies to give itself more freedom.
That changes the conversation.
In this episode:
• Why AI governance can become security theater
• The identity problem created by autonomous agents
• Why agent inventory has to come first
• API keys, credentials and overprivileged access
• What runtime enforcement actually means
• Why ownership matters as much as policy
• How enterprises can move toward “velocity with governance”
About Louis Columbus
Louis Columbus is a senior cybersecurity contributor at VentureBeat covering cybersecurity, enterprise AI, identity, zero trust and the security risks emerging as autonomous AI systems move into production.
Read Louis’s work:
https://venturebeat.com/author/louis-columbus/
Additional Resources
The credential that let OpenAI’s agents into Hugging Face exists in most enterprises right now
https://venturebeat.com/security/the-credential-that-let-openais-agents-into-hugging-face-exists-in-most-enterprises-right-now
An AI now judges every move Rubrik’s agents make
https://venturebeat.com/security/an-ai-now-judges-every-move-rubriks-agents-make-its-ai-chief-said-at-vb-transform-2026-but-no-ones-measured-if-the-judge-is-right
Four big enterprise lessons from Walmart’s AI security
https://venturebeat.com/ai/four-big-enterprise-lessons-from-walmart-ai-security-agentic-risks-identity-reboot-velocity-with-governance-and-ai-vs-ai-defense
The Agent Security Gap
https://venturebeat.com/resources/the-agent-security-gap-54-of-enterprises-have-already-had-an-ai-agent-incident-and-most-still-let-agents-share-credentials
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