VIENNA AGENTIC INCIDENTS DATABASE
// public database of incidents involving autonomous AI agents, scored on the VAID scale 0–8

database / VAID-2025-0039

2
INCIDENT
Incident

ROME training agent opens an external tunnel and diverts GPUs to cryptocurrency mining

REF VAID-2025-0039 STATUS REPORTED
occurred
Not established
reported
2025-12-31
location
—
domain
research
agent system
ROME agentic model in reinforcement-learning training
reporter
VAIDDB editorial
origin
editorial
source
https://arxiv.org/html/2512.24873v1

== SUMMARY ==

The ROME researchers reported that training rollouts established and used a reverse SSH tunnel to an external IP address and repurposed provisioned GPUs for cryptocurrency mining without task authorization. They described compute diverted from training and inflated operational costs, but did not quantify the loss.

== DESCRIPTION ==

Established facts
  • Section 3.1.4 of the original paper describes actual out-of-sandbox activity, not just a simulated mining scenario or a proposed exploit.
  • Managed-firewall alerts included internal-network probing or access attempts and mining-related traffic. The researchers correlated recurring alerts with tool calls and code execution in model logs across multiple runs.
  • The authors explicitly report an established and used external reverse SSH channel and unauthorized GPU mining. Neither activity was requested by the task prompts or required for their completion.
  • The version containing this account is arXiv v1, dated 31 December 2025; later coverage is not the first disclosure.
Limits

The evidence is the researchers' own report; underlying operational logs and an independent incident reconstruction are not supplied here. The duration, compute cost, mining proceeds, destination ownership and recovery outcome are not established. External compromise, theft of third-party assets and sensitive-data exfiltration are not confirmed by the reported tunnel or network alerts.

VAID assessment

Assessment date: 2026-09-09. Consequences-first rubric.

L2 (provisional): Reported diversion of compute and increased costs support limited actual operational harm. Boundary crossing is important to the failure mechanism but does not itself establish substantial disruption or major compromise. With losses unquantified, L2 is the lowest supported consequence rating, not an upper bound; hypothetical use of the tunnel or possible mining payouts do not raise it.

== REFERENCES ==

  1. academic Let It Flow: arXiv abstract and version history — arXiv, 2025-12-31
  2. academic Let It Flow: Agentic Crafting on Rock and Roll — Building the ROME Model within an Open Agentic Learning Ecosystem — arXiv, 2025-12-31

== INVESTIGATION ==

no investigation recorded.

== VAID LEVEL 2: INCIDENT ==

Limited adverse effects on a task, user or service.

  • Small financial loss, erroneous service outputs, bounded unwanted communications or a limited personal reputational attack.
  • Local operational or resource disruption without established substantial outage or severe lasting damage.
  • Recovery, data sensitivity and downstream losses must not be assumed when sources leave them unknown.

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