Attack ChainAIDerived
Hypothetical attack flow derived from CVE metadata – not a confirmed exploit chain
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AccessAttacker plants unprivileged code locally
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DeliveryPrivileged user initiates LLM Scaler session
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ExploitAttack requirements (AT:P) satisfied by system state
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ExecutionProtection mechanism failure triggered in Ring 3
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PersistUnprivileged process acquires elevated privileges
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ImpactFull host C/I/A compromise achieved
Vulnerability Assessment
| Weakness |
CWE
OWASP Top 10:2025
A06:2025 - Insecure Design
ASVS 5.0
V15 - Secure Coding and Architecture Protection mechanism completeness
|
| Exploitation Conditions | Exploitation requires all of the following conditions simultaneously: (1) The Intel LLM Scaler software must be installed and running on the target system. (2) A privileged user must be actively present on the system - the description explicitly states 'unprivileged software adversary with a privileged user,' indicating co-presence of both trust levels is required. (3) Specific attack requirements must be present (AT:P in CVSS 4.0), meaning not all system configurations or states will trigger the flaw - the exact nature of these requirements is not specified in the description and should be clarified via Intel-SA-01466. (4) Passive user interaction from the privileged user is required (UI:P), meaning the privileged user must perform some routine action; this limits fully autonomous exploitation. Limiting factors: the local attack vector (AV:L) rules out remote exploitation entirely; the high privilege requirement (PR:H) means the attack depends on a privileged user being present; and the specific attack requirements (AT:P) mean the vulnerability is not universally triggerable on default configurations. |
| Impact | The CVSS 4.0 base score of 5.4 reflects significant mitigating factors despite the high impact triad: the attack vector is local (AV:L), attack requirements must be present (AT:P), high privileges are required (PR:H), and passive user interaction is needed (UI:P). Taken together, these constraints considerably reduce real-world exploitability - an attacker cannot simply fire a network request to trigger this. The requirement for a privileged user to be active concurrently with an unprivileged software adversary implies a specific confluence of conditions, consistent with a confused-deputy or session-hijacking style attack surface. No EPSS score is available in the provided data, so exploitation probability cannot be quantified from that signal. The vulnerability is not listed in the CISA KEV catalog, and no public proof-of-concept has been identified, suggesting opportunistic mass exploitation is not currently occurring. However, the full C:H/I:H/A:H impact on the vulnerable system means a successful exploitation would be completely destructive to the host's security posture. Real-world risk is moderate for environments running Intel LLM Scaler with privileged users logged in locally - the conditions, while specific, are plausible in shared AI workstation or HPC node scenarios where multiple trust levels coexist. |
| Exploit ScenarioDerived | An attacker who has placed malicious unprivileged software on a target system - for example, via a supply chain compromise or a previously obtained low-privilege foothold - waits for a privileged user (administrator or AI platform operator) to interact with the LLM Scaler environment. When the privileged user's session is active and passively triggers the vulnerable code path, the protection mechanism failure allows the unprivileged process to inherit or acquire elevated privileges, resulting in full system compromise. No public proof-of-concept exploit has been identified at time of analysis, but the low attack complexity (AC:L) suggests that once the required conditions are met, exploitation itself is straightforward. |
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Alert meAnalysisAIv1 – Aug 11, 2026
Privilege escalation in Intel's LLM Scaler software exposes systems to full compromise of confidentiality, integrity, and availability within the affected host. The flaw stems from a protection mechanism failure (CWE-693) operating in Ring 3 (user-space applications), where an unprivileged software component can leverage a co-present privileged user session to bypass access controls and elevate privileges. No public exploit code has been identified at time of analysis, and the vulnerability is not listed in the CISA Known Exploited Vulnerabilities catalog; however, the high impact triad (C:H/I:H/A:H) warrants prompt patching on any system running Intel's LLM Scaler where privileged users operate.
RemediationAI
The primary remediation is to apply the patch or updated version identified in Intel Security Advisory Intel-SA-01466, available at https://intel.com/content/www/us/en/security-center/advisory/intel-sa-01466.html. Exact fixed version numbers are not independently confirmed from the data provided - consult the advisory for the specific build to upgrade to. While awaiting patching, reduce exposure by ensuring LLM Scaler software is not run in environments where untrusted or low-privilege code executes concurrently with privileged user sessions; separating AI inference workloads from interactive privileged sessions via dedicated service accounts or containerization can reduce the attacker's ability to satisfy the co-presence requirement. Restricting local login access to only necessary personnel on systems running LLM Scaler limits the pool of potential unprivileged software adversaries. These workarounds do not eliminate the vulnerability but raise the bar for exploitation given the AT:P and UI:P constraints in the CVSS vector.
Affected VersionsENISA
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Technical ContextAI · show details
Intel's LLM Scaler software is an AI/ML workload acceleration layer designed to optimize large language model inference and scaling operations on Intel hardware. The affected component operates in Ring 3 (the least privileged CPU protection ring, reserved for user-space applications), where insufficient enforcement of a protection mechanism (CWE-693 - Protection Mechanism Failure) allows privilege boundaries to be circumvented. CWE-693 broadly covers failures in security controls that are intended to prevent unauthorized access or actions; in this context, the protection mechanism that should restrict unprivileged software from gaining elevated rights is not functioning correctly. The CPE identifier cpe:2.3:a:n/a:llm_scaler_software:*:*:*:*:*:*:*:* covers all versions of the software without a vendor-specific namespace, indicating the vulnerability may span the full product release history. The attack is constrained to local access (AV:L) and requires specific attack conditions to be present (AT:P in CVSS 4.0), suggesting a scenario-dependent exploitation path rather than a universally triggerable flaw.
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Severity by source
CVSS:4.0/AV:L/AC:L/AT:P/PR:H/UI:P/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
Local vector with high privilege requirement and user interaction; AC:H reflects CVSS 4.0 AT:P (specific attack conditions required); no scope change as subsequent system impacts are N.
Primary rating from Vendor (intel).
CVSS VectorVendor: intel
DescriptionCVE.org
Protection mechanism failure for some LLM Scaler software within Ring 3: User Applications may allow an escalation of privilege. Unprivileged software adversary with a privileged user combined with a low complexity attack may enable escalation of privilege. This result may potentially occur via local access when attack requirements are present without special internal knowledge and requires passive user interaction. The potential vulnerability may impact the confidentiality (high), integrity (high) 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
Privilege escalation occurs when an attacker leverages flaws in access control mechanisms to gain permissions beyond what they were originally granted.
EUVD-2026-56488
GHSA-w335-vfh3-52g2
NVD
CVE.org
EPSS
Vulnrichment
Exploit-DB