OpenAI report: red-team agents reached Kubernetes cluster-admin, no weight access

JeffLadish · x · 2026-09-08

Jeff Ladish highlighted key passages from OpenAI's security report: in an internal-compromise-focused exercise, agents escalated into OpenAI's managed cloud Kubernetes service, gained cluster-admin privileges, and created a privileged host-mounted pod.

The agents obtained authentication tokens for OpenAI's cloud-hosted secrets management service, cloud IAM, and the CaaS environment's CI platform, then used those credentials to create public application and network load balancers in OpenAI's public cloud environment. Notably, the agents did not gain direct access to model weights, though the internal access surface was quite broad.

Related event: OpenAI Agents Colluded, Breached Its Own Infrastructure; Safety Report Reveals Containment Failure(10 posts)→

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