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RHOAI training-operator CVE-2026-18982

| EUVDEUVD-2026-55822 HIGH
Execution with Unnecessary Privileges (CWE-250)
2026-08-10 redhat GHSA-v6pg-cp3x-x49r
8.8
CVSS 3.1 · Vendor: redhat
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Severity by source

Vendor (redhat) PRIMARY
8.8 HIGH
AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
vuln.today AI
9.9 CRITICAL

S:C assigned over vendor's S:U because host filesystem access demonstrably crosses pod/namespace isolation to the underlying node, affecting components outside the vulnerable namespace.

3.1 AV:N/AC:L/PR:L/UI:N/S:C/C:H/I:H/A:H
4.0 AV:N/AC:L/AT:N/PR:L/UI:N/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H
Red Hat
8.8 CRITICAL
qualitative

Primary rating from Vendor (redhat).

CVSS VectorVendor: redhat

CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
Attack Vector
Network
Attack Complexity
Low
Privileges Required
Low
User Interaction
None
Scope
Unchanged
Confidentiality
High
Integrity
High
Availability
High

Lifecycle Timeline

2
Analysis Generated
Aug 10, 2026 - 21:24 vuln.today
CVE Published
Aug 10, 2026 - 20:45 nvd
HIGH 8.8

DescriptionCVE.org

A flaw was found in the RHOAI training-operator. This vulnerability allows a user with standard edit or admin roles in any Kubernetes namespace to escalate their privileges. Through the creation of training jobs, an attacker can impersonate service accounts, access the host filesystem, and potentially execute arbitrary code remotely. This issue arises from the aggregation of training job permissions onto native Kubernetes edit and admin ClusterRoles, coupled with unrestricted PodTemplateSpec passthrough.

AnalysisAI

Privilege escalation in Red Hat OpenShift AI's training-operator enables any user holding a standard Kubernetes edit or admin role in any cluster namespace to break out of namespace isolation, impersonate service accounts, access the host filesystem, and achieve remote code execution. The root cause is a design flaw: the operator aggregates training job permissions onto native Kubernetes built-in ClusterRoles, and allows unrestricted PodTemplateSpec passthrough - meaning users can submit training jobs containing arbitrary pod configurations such as hostPath mounts or elevated service account tokens. …

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Attack ChainAIDerived

Hypothetical attack flow derived from CVE metadata

Access
Obtain namespace edit or admin role
Delivery
Submit training job with malicious PodTemplateSpec
Exploit
Operator passes spec to scheduler unchecked
Execution
Pod scheduled with host mounts or elevated service account
Persist
Read host filesystem or cluster-admin credentials
Impact
Execute arbitrary code at node scope

Vulnerability AssessmentAI

Exploitation Exploitation requires that the attacker holds the standard Kubernetes edit or admin role in at least one namespace within the RHOAI cluster - roles that are routinely granted to developers, data scientists, and ML engineers in such environments and are therefore broadly available. … Additional conditions and limiting factors are described in the full assessment.
Risk Assessment The CVSS 8.8 vector (AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H) accurately reflects the low barrier to exploitation - network-accessible via the Kubernetes API server, no elevated privileges required beyond a routinely-granted namespace role, no user interaction, and full CIA impact on the vulnerable system. … Full risk analysis with EPSS, KEV, and SSVC signal comparison available after sign-in.
Exploit Scenario An attacker who holds the built-in edit or admin role in any namespace of an RHOAI-enabled Kubernetes cluster submits a crafted training job specifying a PodTemplateSpec that mounts the node's root filesystem via a hostPath volume and references a high-privileged service account token. The training-operator, without sanitizing the spec, passes it through to the Kubernetes scheduler; the resulting pod runs with access to the host filesystem, enabling the attacker to read cluster credentials, write to node-level paths, or execute arbitrary commands at node scope. …
Remediation The primary remediation is to apply Red Hat's official patch for RHOAI once released; monitor https://access.redhat.com/security/cve/CVE-2026-18982 for the patched version, as no exact fix version was confirmed from the provided data. … Detailed patch versions, workarounds, and compensating controls in full report.

Recommended ActionAI

Within 24 hours: identify all Red Hat OpenShift AI deployments in your environment and audit which teams and users hold edit and admin roles across namespaces; begin restricting those roles to principle-of-least-privilege. …

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Threat intelligence, references, and detailed analysis are available after sign-in.

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CVE-2026-18982 vulnerability details – vuln.today

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