ShadowRay Active Exploitation of Exposed Ray Clusters
Attack on AI3 Confirmed exploitationInfrastructure vulnerabilityAgent hijack
Threat actors actively exploited unauthenticated and exposed Ray clusters over several months for remote code execution. The attacks compromised significant computing resources and valuable enterprise data.
Details
- type
- Attack on AIAn AI model, agent or AI-powered product was the thing exploited, abused or leaked.
- categories
- Infrastructure vulnerabilityprimaryCVEs and advisories in AI frameworks, inference servers, MCP servers, AI developer tools and hosting stacks.
- Agent hijackAn AI agent is tricked into unauthorized actions: tool misuse, data exfiltration through the agent, or acting against its principal.
- Infrastructure vulnerabilityprimary
- owasp llm top 10
- mitre atlas
- Both rows are derived from the type and categories (OWASP 2025 edition, ATLAS release 2026.09), not classified per record. How
- severity
- 3 · Confirmed exploitationUsed against real targets; limited or unclear impact.
- targets
- Framework / tooling
- products
- Ray
- incident date
- 5 Sep 2023
- first reported
- 28 Nov 2023
- origin
- MITRE ATLASDerived from MITRE ATLAS (Apache 2.0, © MITRE).
- classifier confidence
- 0.95 · published at or above 0.80; see the methodology
- tags
- shadowray · ray · remote-code-execution · CVE-2023-48022
- record
- created 2026-10-18 06:55Z · updated 2026-10-18 07:00Z · json
Sources · 6
- 2023-11-28CVE-2023-48022: Ray has arbitrary code execution via jobs submission APIGitHub Advisory Database · github.com/advisories/GHSA-6wgj-66m2-xxp2
- 2025-03-14ShadowRay: Hijacking Exposed Ray ClustersMITRE ATLAS · atlas.mitre.org/studies/AML.CS0023
- 2025-03-14Anyscale Update on CVEsanyscale.com · anyscale.com/blog/update-on-ray-cves-cve-2023-6019-cve-2023-6020-cve-2023-6021-c
- 2025-03-14CVE-2023-48022NVD · nvd.nist.gov/vuln/detail/CVE-2023-48022
- 2025-03-14ShadowRay: First Known Attack Campaign Targeting AI Workloads Actively Exploited In The Wildoligo.security · oligo.security/blog/shadowray-attack-ai-workloads-actively-exploited-in-the-wild
- 2025-03-14ShadowRay: AI Infrastructure Is Being Exploited In the WildProtect AI · protectai.com/threat-research/shadowray-ai-infrastructure-is-being-exploited-in-
Titles and links belong to their publishers. The summary above is written by GCD AI RADAR in its own words; data is CC BY-SA 4.0.
Related incidents
- 2023-12-21CVE-2023-51449: File traversal and SSRF vulnerability in Gradio2 Disclosedon AIInfra vuln2 src
- 2023-12-20CVE-2023-7018: Deserialization vulnerability in Hugging Face transformers2 Disclosedon AIInfra vuln1 src
- 2023-12-19CVE-2023-6730: Deserialization vulnerability in Hugging Face transformers2 Disclosedon AIInfra vulnSupply chain1 src
- 2023-12-14CVE-2023-6572: Information exposure vulnerability in Gradio2 Disclosedon AIInfra vuln2 src
- 2024-05-18CVE-2024-4264: LiteLLM Unsafe Eval Remote Code Execution2 Disclosedon AIInfra vuln1 src
- 2024-05-16CVE-2024-2366: lollms-webui Remote Code Execution via Path Traversal2 Disclosedon AIInfra vuln1 src