NVIDIA has notified customers of a security incident affecting its Brev cloud development platform, with users reporting unauthorised activity between October 4 and October 20. The company stated that SSH keys used to access customer virtual machines may have been exposed, though it found no evidence of improper use.
The breach was disclosed in a notification sent to affected customers, with NVIDIA stating that it had investigated the incident and identified unidentified activity on the platform. “We are writing to inform you that NVIDIA Corporation has experienced a security incident that may have affected the security of your data,” the notification reads. “Our analysis determined that your information from our Brev network may have been affected. This SSH key has since been rotated, and your instances have been updated with the replacement key.”
SSH is a protocol used to establish a secure connection between virtual machines or remote computers, and developers can use it to manage servers and transfer files without physical access. Brev uses SSH keys to allow customers to access cloud-based development services; if attackers obtained these keys they could potentially take control of a virtual machine, depending on permissions and other controls.
NVIDIA did not explain how the attackers gained access or whether any customer data or workloads were accessed. The company said it investigated the incident and found no evidence that the exposed keys had been misused.
The incident comes as several firms hosting AI development services and cloud infrastructure grapple with mounting security incidents involving customer credentials. Cybersecurity firm Wiz published a blog on October 30 dubbing the month “Black October” for AI developer platforms, identifying at least nine platforms that suffered security incidents, including Zeabur, Fireworks AI, Lightning AI, Opencode, Warp and Northflank. Wiz researchers noted that “all public reports highlight targeted exploitation, explicitly hunting stored environment variables, with a focus on those granted AI access.” The firm shared two cases of compromised Amazon Bedrock credentials where attackers generated roughly 800,000 API calls over 30 hours in one instance and about 1.7 million calls over 13 hours in another, with combined usage reaching an estimated $100,000 at list prices.
Such incidents are not just restricted to NVIDIA, with major US banks including JP Morgan, Morgan Stanley and Bank of America restricting AI agents from accessing customer accounts this month. Their primary concern is that automated assistants could veer off set instructions and initiate unauthorised approvals. Separately, the CyberCartel hacking group has used Anthropic’s Claude and xAI’s Grok to attack more than 400 Latin American institutions, mostly banks and mobile payment services, after obtaining customer login credentials. China-linked attackers have also been accused of using AI agents in a ConnectWise supply-chain attack that exposed about 2,250 Microsoft 365 tenants, with some attacks reportedly reaching privileged access in under three hours.
Bradford Regeski, a threat intelligence analyst at RH-ISAC, recommended extensive checks for customers in SSH-related incidents, asking users to “Isolate hosts that installed the compromised extension during the exposure window,” remove unauthorized SSH keys and persistence mechanisms, and rotate credentials and sessions.
Analysis
Why This Matters
- NVIDIA Brev customers risk unauthorised access to their virtual machines and data if the exposed SSH keys were captured by attackers.
- The breach underscores that AI development platforms, which handle sensitive code, models and credentials, are becoming prime targets for hackers.
- The broader “Black October” wave suggests that credential theft and cloud exploitation are increasing, raising the stakes for platform security and user vigilance.
Background
NVIDIA’s Brev platform provides cloud-based development environments for AI workloads, using SSH keys to authenticate customer access to virtual machines. The incident follows a series of security issues at major tech companies and comes as attackers increasingly target the environment variables and API keys stored in developer platforms.
Key Perspectives
NVIDIA: says it detected unauthorised activity on the Brev platform between October 4 and 20, notified affected customers, rotated potentially exposed SSH keys, and found no evidence of misuse. The company did not explain how the attackers gained entry.
Wiz (cybersecurity firm): describes October as “Black October” for AI developer platforms, citing at least nine platforms that suffered security incidents. The firm highlighted that attackers are explicitly hunting stored environment variables, especially those granting AI access, and gave examples of Amazon Bedrock credential abuse that generated $100,000 in API calls.
Bradford Regeski (threat intelligence analyst, RH-ISAC): recommends customers isolate hosts that installed compromised extensions during the exposure window, remove unauthorized SSH keys and persistence mechanisms, and rotate all credentials and sessions.
What to Watch
- Whether NVIDIA provides further details on the attack vector or whether any customer data was accessed.
- Whether additional affected Brev customers report unauthorised activity following the key rotation.
- The potential for regulatory scrutiny or customer lawsuits if misuse of exposed keys is later confirmed.
Checked
12 claims in this story checked against 1 source: 12 supported.
Show each claim
- SupportedNVIDIA’s Brev cloud platform was breached, and SSH keys may have been exposed.Latest from Tom's Hardware: “NVIDIA Brev security breach may have exposed SSH keys used to access customer VMs”
- SupportedNVIDIA found no evidence that the exposed keys had been misused.Latest from Tom's Hardware: “they found no evidence of improper use.”
- SupportedNVIDIA did not disclose how attackers gained access.Latest from Tom's Hardware: “the company fell short of explaining how the attackers gained access”
- SupportedUsers reported unauthorised activity between October 4 and October 20.Latest from Tom's Hardware: “users reporting unauthorized activity between October 4 and October 20.”
- SupportedThe notification said NVIDIA experienced a security incident that may have affected data security.Latest from Tom's Hardware: ““We are writing to inform you that NVIDIA Corporation has experienced a security incident that may have affected the security of your data,””
- SupportedThe notification said the SSH key had been rotated and instances updated with a replacement key.Latest from Tom's Hardware: ““This SSH key has since been rotated, and your instances have been updated with the replacement key.””
- SupportedNVIDIA did not disclose whether customer data or workloads were accessed.Latest from Tom's Hardware: “Moreover, it has not disclosed whether customer data or workloads were accessed.”
- SupportedWiz identified at least nine AI developer platforms with security incidents during the month.Latest from Tom's Hardware: “The firm identified at least nine platforms that have had security incidents during the month”
- SupportedWiz researchers said public reports highlighted targeted exploitation of stored environment variables, focusing on those granted AI access.Latest from Tom's Hardware: ““all public reports highlight targeted exploitation, explicitly hunting stored environment variables, with a focus on those granted AI access.””
- SupportedIn one Bedrock-credential case, attackers generated roughly 800,000 API calls over 30 hours.Latest from Tom's Hardware: “in one, attackers generated about 800,000 API calls over 30 hours”
- SupportedIn another Bedrock-credential case, a key was used to make roughly 1.7 million API calls over 13 hours.Latest from Tom's Hardware: “another key was used to make roughly 1.7 million calls over 13 hours.”
- SupportedBradford Regeski advised users to isolate hosts that installed the compromised extension during the exposure window.Latest from Tom's Hardware: ““Isolate hosts that installed the compromised extension during the exposure window,””