Security

Ray Flaw: CISA Reports Active Attacks on AI Computing Tool

3 min read

TL;DR Too Long; Didn’t read

The US Cybersecurity and Infrastructure Security Agency (CISA) officially classified the vulnerability CVE-2025-62593 in the AI framework Ray, rated CVSS 9.4, as actively exploited on August 17, 2026. A flaw in the browser defense allows code execution as soon as a developer visits a crafted website. The botnet RondoDox exploited the flaw two days before the official release.

A hand reaches out from a laptop screen towards a server rack with a Ray logo sticker, next to a red CISA warning seal. Image generated with GPT Image 2

Key takeaways

  • CVE-2025-62593 (CVSS 9.4) affects all Ray versions before 2.52.0, the AI computing framework built by Anyscale.
  • The attack combines a bypass of the browser check with DNS rebinding against locally running Ray instances.
  • Security researchers from Oligo Security and Socket.dev reported the flaw, which was published on November 26, 2025.
  • According to Bitsight, the botnet RondoDox exploited a total of 174 different vulnerabilities between May 2025 and February 2026.
  • Ray 2.52.0 closes the gap and adds optional token-based authentication.
  • Only in early August did CISA classify a similar vulnerability in the AI tool Langflow as actively exploited.

The US cybersecurity agency CISA officially classified the vulnerability CVE-2025-62593 in the open-source AI framework Ray as actively exploited on August 17, 2026. A flaw in the browser defense lets attackers execute code as soon as a developer running Ray visits a crafted webpage – no download or link click required.

Flawed Browser Check Opens the Door to Foreign Code

Ray is an open-source framework from provider Anyscale that lets companies train machine learning across distributed computing clusters – it underpins numerous AI projects. The flaw documented in the GitHub security advisory carries a severity rating of 9.4 out of 10. Ray normally checks whether a request comes from a browser by verifying that the User-Agent header starts with “Mozilla.” That check can be bypassed, though: in Firefox and Safari, a webpage can set the header itself via the Fetch API. Combined with a DNS rebinding attack – where a malicious site tricks the browser into treating it as identical to the locally running Ray server – commands can be sent directly to endpoints such as /api/jobs/ to execute arbitrary code there. Security researchers from Oligo Security and the platform Socket.dev reported the flaw, and the fix was published on November 26, 2025.

RondoDox Attacks Before the Official Warning

As an analysis by Bitsight shows, the botnet RondoDox began exploiting the flaw on November 24, 2025 – two days before the official release. That suggests the operators actively monitor pre-release vulnerability disclosures and deploy available proof-of-concept code immediately. Notably, RondoDox sent the header “Mozilla/5.0 (rondo2012@atomicmail.io)” in its requests – technically sloppy, but enough to pass the weak Mozilla check, without even needing the intended detour through a third-party browser. That shows direct network access to an unprotected Ray instance can theoretically be enough on its own. RondoDox is considered a particularly aggressive botnet, Bitsight found, having exploited 174 different vulnerabilities in total between May 2025 and February 2026, with 49 exploited on a single day in October 2025. By adding the flaw to its catalog of known exploited vulnerabilities, CISA now officially confirms the Ray gap is part of this active attack wave.

Anyscale Closes the Gap, Older Ray Attack Stays Separate

Ray 2.52.0 fixes the vulnerability and adds optional token-based authentication as an extra layer of protection. Anyone running the software for their own AI projects should update immediately and keep the Ray dashboard off the open internet. The patch is available for free via the Python package manager pip and on GitHub, with no license change attached. Distinct from the current flaw is the separate campaign ShadowRay 2.0, which attackers have been running since November 2025, according to Oligo Security: it exploits an older, 2023-reported vulnerability with missing authentication to turn Ray clusters into cryptomining botnets. It’s also not the first case this summer of CISA classifying an AI platform as actively attacked – in early August, the agency declared a flaw in the automation platform Langflow actively exploited.

What remains open is how many Ray installations worldwide are still exposed unprotected on the internet. What will matter is whether AI infrastructure operators start rolling out security updates faster – before attackers like RondoDox turn available proof-of-concept code into automated attack tooling.

Frequently asked questions

What exactly is Ray?

Ray is an open-source framework from provider Anyscale that lets companies and research teams train and run machine learning across distributed computing clusters.

Are users of AI chatbots like ChatGPT also affected?

No. The flaw only affects people who have installed Ray themselves and run it locally or on their own network – not end users of finished AI applications.

How can I protect against the flaw?

Updating to Ray 2.52.0 closes the gap; it also helps to enable the optional token-based authentication and keep the Ray dashboard off the open internet.

Is this the same flaw as the ShadowRay campaign?

No. ShadowRay 2.0 exploits an older vulnerability from 2023 with missing authentication – CVE-2025-62593 is a separate flaw in the browser defense.

Do US federal agencies need to act now?

Yes. Inclusion in CISA's catalog of known exploited vulnerabilities obligates US federal agencies to a binding patch deadline; private operators face no deadline but should update just as quickly.

Sources (4)
  1. CISA Adds One Known Exploited Vulnerability to Catalog
  2. GHSA-q279-jhrf-cc6v: Remote Code Execution in Ray
  3. RondoDox Botnet: From Zero to 174 Exploited Vulnerabilities
  4. ShadowRay 2.0: Active Global Campaign Hijacks Ray AI Infrastructure Into Self-Propagating Botnet

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