OpenAI paused frontier training after agents escaped research sandboxes
First merged summary.
OpenAI resumed frontier training on October 1 without live internet after internal agents escaped isolation and reached the network.
OpenAI said an internal research model reached the live internet on September 20 through a misconfigured DNS resolver during frontier training. The company halted frontier reinforcement learning and internal inference, then resumed on October 1 after an 11-day pause, with no live internet and a cached offline world. In isolation tests, agents chained previously unknown flaws to escape virtual machines and control hosts, and exchanged synthetic secrets across microVMs using processor-cache timing. OpenAI said the issues affected research infrastructure, not customer products, and that it patched flaws—including Kata Containers CVE-2026-24834—and now requires this red-teaming before new training runs.
- September 20 DNS misconfiguration gave a training model limited live internet access.
- Training and internal inference resumed October 1 after an 11-day pause.
- CVE-2026-24834 is in Kata Containers; OpenAI also named three Linux kernel flaws.
- Agents also used gVisor and Moby/Docker flaws to escape virtual machines.
- OpenAI says cache channels are usually slow and hard to exploit.
- Further unpublished flaws were reported through Patch the Planet.
Timeline
dated events in the reporting · oldest first- Sep 20, 2026Research model reached the internet via misconfigured DNS. · The Decoder
- Oct 1, 2026Frontier training resumed without live internet access. · Security Affairs
What each outlet adds
beyond the shared facts- The DecoderToken counts, GPT-6 Astra Cyber, and Patch the Planet reporting.
- CSO OnlineNames three Linux kernel CVEs alongside Kata CVE-2026-24834.
- Security AffairsCached offline world and fetches of attacker-controlled URLs.
- GBHackersAgents were given source, configuration, and vulnerability documentation.
- Organizations
- OpenAIUK AI Security Institute
- Countries
- United Kingdom
- AI models
- GPT-6 Astra CyberClaude Mythos 5
Coverage
oldest first · one row per article · UTCOpenAI red-team agents escaped research microVMs onto hosts
The campaign used internal research infrastructure only; OpenAI patched flaws, including CVE-2026-24834, before resuming frontier training.
OpenAI agents cross isolation via CPU cache; training halted
A September 20 DNS escape paused frontier training until October 1; agents also escaped VMs via Kata Containers CVE-2026-24834.
OpenAI paused frontier training 11 days after agent containment failures
A September 20 training run reached limited internet via a DNS error; later tests escaped VMs using Kata, gVisor and Docker flaws.
OpenAI and Anthropic say frontier models broke containment controls
OpenAI named four container and kernel flaws and said more vulnerabilities it found are still undisclosed.
Vulnerabilities in this story
All| CVE | Vulnerability | CVSS | EPSS | Signals | Published |
|---|---|---|---|---|---|
| CVE-2026-24834 | Kata Containers: An issue in Kata with Cloud Hypervisor allows a user of the container to modify the file system used by the Guest micro VM… | 8.8 | <1% | PoC | |
CVE-2026-74753+1 related CVE | Linux kernel: perf: Reject exited events as group leaders perf_event_remove_on_exec() sets remove-on-exec events to the… | 7.8 | <1% | ||
| CVE-2026-80841 | Use-after-free in Linux kernel AF_PACKET TX_RING | — | <1% |