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TrustyAI Service EUVDEUVD-2026-55810

| CVE-2026-15581 HIGH
Missing Authentication for Critical Function (CWE-306)
2026-08-10 redhat GHSA-7rjm-5cpg-vwpq
8.0
CVSS 3.1 · Vendor: redhat
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Severity by source

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

AV:A because exploitation requires a pod on the cluster network; PR:L because deploying a pod is a low-privilege tenant capability; full CIA because the unprotected API permits read, write, and delete operations.

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

Primary rating from Vendor (redhat).

CVSS VectorVendor: redhat

CVSS:3.1/AV:A/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
Attack Vector
Adjacent
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 - 21:32 vuln.today
CVE Published
Aug 10, 2026 - 20:44 nvd
HIGH 8.0

DescriptionCVE.org

A flaw was found in the TrustyAI Service (TAS) deployment. This vulnerability allows any pod on the cluster network to bypass authentication and directly access the TAS backend API. An attacker can exploit this to read, tamper with, or delete monitoring data and configurations, and inject arbitrary data into the service, potentially disrupting tenant operations.

AnalysisAI

Authentication bypass in TrustyAI Service (TAS) within Red Hat OpenShift AI (RHOAI) exposes the backend API to any pod on the cluster network without requiring valid credentials. The CVSS vector (AV:A/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H) confirms that an attacker with a pod on the cluster-such as through a compromised workload or a malicious tenant pod in a multi-tenant deployment-can read, modify, delete, or poison AI model monitoring data and configurations with no additional barriers. …

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Attack ChainAIDerived

Hypothetical attack flow derived from CVE metadata

Access
Obtain pod on OpenShift cluster
Delivery
Resolve TAS backend API endpoint via cluster DNS
Exploit
Send unauthenticated HTTP request to TAS API
Execution
Read tenant model monitoring data or inject arbitrary records
Impact
Disrupt or manipulate AI observability for affected tenants

Vulnerability AssessmentAI

Exploitation The attacker must have a pod running on the OpenShift cluster network-achievable with standard tenant-level cluster access (PR:L in CVSS), such as the ability to deploy workloads in any namespace. … Additional conditions and limiting factors are described in the full assessment.
Risk Assessment The CVSS score of 8.0 with AV:A reflects that this is not remotely exploitable from the internet without prior cluster access, which moderates its absolute priority compared to AV:N vulnerabilities. … Full risk analysis with EPSS, KEV, and SSVC signal comparison available after sign-in.
Exploit Scenario A threat actor operating a pod within the OpenShift cluster-whether through a compromised CI/CD runner, a malicious dependency in a tenant workload, or direct tenant access-identifies the TrustyAI Service internal ClusterIP endpoint via DNS resolution or cluster service discovery. The attacker sends direct HTTP requests to the TAS API without any authentication token, successfully reading model fairness metrics for other tenants, injecting falsified monitoring data to suppress bias alerts, and deleting historical drift records to cover tracks or disrupt observability. …
Remediation No exact patched version was identified in the available intelligence data; operators should consult the Red Hat advisory at https://access.redhat.com/security/cve/CVE-2026-15581 and monitor https://bugzilla.redhat.com/show_bug.cgi?id=2499637 for patch availability and confirmed fix versions. … Detailed patch versions, workarounds, and compensating controls in full report.

Recommended ActionAI

Within 24 hours: Audit all TrustyAI Service deployments and identify cluster pods with network access to TAS backends. …

Sign in for detailed remediation steps and compensating controls.

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

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EUVD-2026-55810 vulnerability details – vuln.today

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