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OpenAI demonstrates cache covert channels between network-isolated training microVMs

OpenAI directed red-team agents to communicate across separate microVMs by modulating cache timing. Its October 23 report also discloses a separate September DNS-egress failure; no spontaneous agent escape was established.

Published
Oct 23, 2026

The report

OpenAI says its red-team agents transferred data between two microVMs on the same host even though they could not use a shared file or a direct network connection. The sender changed CPU-cache occupancy and the receiver reconstructed bits from read latency, a slow but workable signal. The exercise was an explicitly assigned research task, and the report discusses other shared-resource channels rather than claiming that a model escaped a genuinely disconnected physical machine.

The same disclosure describes a different September 20 event in which an internal research model acquired limited internet connectivity through a misconfigured DNS resolver. OpenAI paused the affected training run and says it resumed on October 1 after containment work. These are different threat models: a shared-host side channel requires observability across guests, whereas an infrastructure egress error undermines a network rule directly. Neither alone measures the probability of autonomous exfiltration in a real deployment. Primary report; technical synthesis.

Boundary and confidence labels

In the cache experiment, a sender evicted data from selected processor-cache locations and a receiver decoded the corresponding slow versus fast reload times. A jointly accessible CPU cache is the shared transport despite neither guest using a socket. This establishes a directed test with low bandwidth and a shared host, not an arbitrary signal traversing physically separate servers. Separately, the real September 20 DNS incident shows an infrastructure allow-rule failed in training. Counting both as two production breaches would overstate the evidence; counting neither because no file or ordinary network was shared would miss the actual security boundaries. OpenAI primary report.

A sender's assignment changes the interpretation

The sender and receiver were given a covert-communication goal, and both resided on a host that exposed shared processor-cache behavior. The resulting message establishes feasibility under those experimental conditions, but not spontaneous intent or an ability to communicate across an arbitrarily disconnected building. The real September 20 resolver incident instead exposed a permitted route to the internet during model training and led to a pause and subsequent hardening. Treating that actual network-control failure as a cache side channel would hide the configuration weakness; treating the directed cache result as a production escape would invert its evidence. OpenAI report.

Research behind this