Attack ChainAIDerived
Hypothetical attack flow derived from CVE metadata – not a confirmed exploit chain
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AccessGain authenticated local access
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DeliveryIdentify vLLM Gaudi plugin process
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ExploitSubmit malformed or unexpected input
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ExecutionTrigger improper validation failure
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PersistCrash or hang plugin service
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ImpactDeny inference availability
Vulnerability Assessment
| Weakness |
CWE
OWASP Top 10:2025
A05:2025 - Injection
ASVS 5.0
V2 - Validation and Business Logic Input validation, allowlisting
|
| Exploitation Conditions | Exploitation requires local system access and an authenticated user account with at least low-privilege permissions (PR:L, AV:L per CVSS 4.0). The vulnerability is rooted in the Ring 3 user application layer, meaning the attacker must be able to invoke or interact with the vLLM Gaudi plugin process directly on the target host. No special configuration beyond having the plugin installed and accessible is required, and attack complexity is low (AC:L). Exploitation is limited by the local access requirement - remote unauthenticated attackers cannot exploit this vulnerability. The impact is further bounded to availability only, with no path to confidentiality or integrity compromise. |
| Impact | The CVSS 4.0 score of 6.8 (Medium) is consistent with the threat model: AV:L requires physical or logical local access, PR:L requires an authenticated user, AC:L indicates low attack complexity, and the impact is limited exclusively to availability (VA:H) with no confidentiality or integrity compromise. There is no scope change to subsequent systems (SC/SI/SA all N). EPSS data was not provided in the intelligence inputs; given the local-only vector, niche product footprint, and absence of KEV listing or POC, real-world exploitation probability is assessed as low. This is not a remotely exploitable vulnerability and is constrained to environments where Intel Gaudi hardware and the vLLM plugin are deployed with multi-user or untrusted local access. The risk is primarily relevant to AI inference infrastructure shared across teams or accessed via multi-tenant compute environments. No conflicts between signals were identified. |
| Exploit ScenarioDerived | A low-privileged local user with authenticated access to a system running the vLLM Gaudi inference plugin submits specially crafted input - such as a malformed inference request or malicious plugin parameter - that the plugin fails to properly validate. This triggers an unhandled error condition within the Ring 3 application space, causing the plugin or associated vLLM service to crash and become unavailable. No exploit code has been publicly identified at the time of analysis. |
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Alert meAnalysisAIv1 – Aug 11, 2026
Improper input validation in the vLLM Hardware Plugin for Intel Gaudi software (versions before 0.16.0) allows a locally authenticated user to cause a denial of service, crashing or degrading availability of the affected system. The vulnerability operates within Ring 3 (user application space) and requires only low-privilege local access with no user interaction, making it viable for insider threat or compromised-account scenarios. No public exploit code or active exploitation (CISA KEV) has been identified at the time of analysis; Intel has released a fix in version 0.16.0.
RemediationAI
Upgrade the vLLM Hardware Plugin for Intel(R) Gaudi(R) software to version 0.16.0 or later, as confirmed by Intel's security advisory INTEL-SA-01487 (https://intel.com/content/www/us/en/security-center/advisory/intel-sa-01487.html). If immediate patching is not possible, restrict local system access to only trusted, authorized users and enforce the principle of least privilege on accounts that interact with the Gaudi plugin. Additionally, consider isolating the inference workload environment from general-purpose multi-user access to reduce the attack surface. These compensating controls narrow the pool of potential authenticated local attackers but do not eliminate the underlying input validation flaw.
Affected VersionsENISA
Affected Packages
Source: OSV (Open Source Vulnerabilities)
Affects your stack
Affects 1 package in euvd
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Technical ContextAI · show details
The affected component is the vLLM Hardware Plugin for Intel Gaudi, an AI accelerator hardware interface plugin that enables vLLM - an open-source large language model serving framework - to offload inference workloads to Intel Gaudi (HPU) hardware accelerators. The flaw is classified under CWE-20 (Improper Input Validation), meaning the plugin fails to adequately sanitize or bound-check inputs received from user-space applications operating in Ring 3 (the least-privileged CPU protection ring). Exploitation in Ring 3 implies no kernel-level privilege escalation is involved; the impact is constrained to the availability of the plugin or the inference service it supports. The CPE string (cpe:2.3:a:n/a:vllm_hardware_plugin_for_intel(r)_gaudi(r)_software) indicates this is a standalone software component, and the 'n/a' vendor field in NVD reflects that no distinct vendor entity was mapped outside of Intel.
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- Exploit and PoC references, threat intelligence from 22 sources
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Severity by source
CVSS:4.0/AV:L/AC:L/AT:N/PR:L/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N
Local vector with low-privilege requirement matches description; availability-only high impact consistent with DoS; no scope change, no confidentiality or integrity impact.
Primary rating from Vendor (intel).
CVSS VectorVendor: intel
DescriptionCVE.org
Improper input validation for some vLLM Hardware Plugin for Intel(R) Gaudi(R) software before version 0.16.0 within Ring 3: User Applications may allow a denial of service. Authorized adversary with an authenticated user combined with a low complexity attack may enable denial of service. This result may potentially occur via local access when attack requirements are not present without special internal knowledge and requires no user interaction. The potential vulnerability may impact the confidentiality (none), integrity (none) and availability (high) of the vulnerable system, resulting in subsequent system confidentiality (none), integrity (none) and availability (none) impacts.
Threat Intelligence Overview
How this decision was reached
The engine reads each signal below and applies a fixed list of rules from top to bottom. The first rule that matches sets the recommended action – like a statement, every line is shown.
What every action level means
SSVC AssessmentENISA
Priority Score
Attack Technique
Denial of Service attacks render applications or systems unavailable by overwhelming resources or triggering failure conditions.
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EUVD-2026-56522
GHSA-x695-2c4c-37q2
NVD
CVE.org
EPSS
Vulnrichment
VulDB
Exploit-DB