IronErn440
IronErn440 is a threat actor tracked by Oligo Security and associated with the ShadowRay 2.0 campaign targeting internet-exposed Ray clusters globally. The actor exploits CVE-2023-48022, a critical remote code execution issue in exposed Ray dashboard infrastructure, and abuses Ray’s unauthenticated job submission APIs and orchestration features to execute multi-stage Bash and Python payloads across cluster nodes, including large GPU-rich environments. Oligo reported the activity has been active since at least September 2024 and described it as a major evolution from earlier ShadowRay exploitation, while also assessing it appears to be a different attacker or group than the 2023 ShadowRay activity. The operation is described as a self-propagating cryptojacking botnet. IronErn440 uses compromised Ray clusters for cryptocurrency mining, lateral movement to non-internet-facing and internal-network machines, data and credential theft, and DDoS attacks. Reported techniques and behaviors include at-scale discovery of exploitable Ray dashboards using interact.sh callbacks, use of Ray’s NodeAffinitySchedulingStrategy to run malware on every alive node in a cluster, deployment of XMRig to mine Monero, throttling miner resource usage to reduce detection, deceptive file paths and fake process names such as "dns-filter," persistence via cron jobs and systemd modifications, termination of rival miners, blocking of competing mining pools via /etc/hosts and iptables, opening Python reverse shells for interactive control, and use of Sockstress for DDoS activity. Oligo reported that numerous organizations were targeted, with particular emphasis on organizations operating massive clusters and expensive GPU environments. In several cases, the actor accessed proprietary assets including AI models, datasets, application source code, cloud credentials, database credentials, and retained production user data. Oligo also reported two 2025 attack waves: an initial wave using GitLab for payload delivery and updates, followed by a shift to GitHub after GitLab removed the attacker’s infrastructure on November 5. The payloads were assessed by Oligo as likely AI/LLM-generated based on code structure, comments, and error-handling patterns. Known alias in the provided content: ironern440. The activity is associated with the ShadowRay 2.0 campaign.
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Tradecraft
13 distinct techniques observed across reporting, grouped by tactic. Hover any cell for the evidence excerpt; click through for MITRE's full description.
Associated malware families
3 malware families attributed to this actor across reporting.
Associated vulnerabilities
1 CVE this actor has used in observed campaigns. 1 of them exploited in the wild.
Recent activity
4 sources tracked across advisories, community write-ups, and news. New activity surfaces here as Mallory finds it.
IronErn440 is conducting a large-scale campaign (ShadowRay 2.0) exploiting a remote code execution vulnerability in the Ray framework to hijack AI compute infrastructure worldwide. They use compromised clusters for cryptomining, data theft, botnet expansion, and further intrusions, targeting AI startups, research labs, and cloud-hosted environments.
Threat operation targeting organizations with large Ray clusters/GPU environments; uses callback-based discovery and unauthenticated Ray job submission APIs to enable cryptomining, lateral movement, broader host compromise, data theft, and DDoS staging.
Active campaign compromising internet-facing Ray clusters to build a self-propagating botnet for cryptomining, data theft, lateral movement/pivoting to internal nodes, and launching DDoS attacks; uses Ray job submission/scheduling features to execute payloads across cluster nodes and maintains malware delivery/update infrastructure via GitLab/GitHub repos and AWS-hosted C2 reverse shells.
Hijacks internet-exposed Ray clusters by exploiting CVE-2023-48022 to submit jobs via Ray’s unauthenticated Jobs API, deploy multi-stage Bash/Python payloads, self-propagate cluster-to-cluster, run Monero cryptomining (XMRig), open reverse shells for interactive control and potential data/credential theft, and conduct DDoS using Sockstress. Uses GitLab/GitHub for payload delivery and maintains persistence via cron and systemd changes while suppressing rival miners.
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Every observed MITRE ATT&CK technique, grouped by tactic.
Families this actor is known to deploy, with IOCs and behavior.
CVEs this actor has used in known campaigns.
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