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Intel AI Reference Models CVE-2026-21400

| EUVDEUVD-2026-56516 MEDIUM
Protection Mechanism Failure (CWE-693)
2026-08-11 intel GHSA-8c4q-99xv-f997
5.4
CVSS 4.0 · Vendor: intel
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Attack ChainAIDerived

Hypothetical attack flow derived from CVE metadata – not a confirmed exploit chain

  1. Access
    Obtain local access to target system
  2. Delivery
    Confirm privileged user session is active
  3. Exploit
    Deploy unprivileged attacker-controlled code
  4. Execution
    Trigger protection mechanism failure during passive user interaction
  5. Persist
    Escalate from Ring 3 unprivileged context to elevated privileges
  6. Impact
    Achieve full confidentiality, integrity, and availability impact on vulnerable system

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 to be simultaneously true: (1) local access to the target machine - remote exploitation is not possible per AV:L; (2) Intel AI Reference Models in a version prior to v3.4.1 must be installed and running; (3) a privileged user must be present and performing passive interaction on the system - the description explicitly states 'requires passive user interaction' from a privileged user, which is the PR:H/UI:P nexus; and (4) specific attack requirements (AT:P) must be met - the description notes these are present 'without special internal knowledge,' meaning conditions are circumstantial rather than requiring insider information. Exploitation is limited by: mandatory local-only access vector, the necessity of a high-privilege user being active and interacting passively during the attack window, and the AT:P requirement indicating non-default or conditional runtime state. No special internal or cryptographic knowledge is required once conditions align.

Impact

The CVSS 4.0 score of 5.4 (Medium) accurately reflects the multiple prerequisites constraining real-world exploitation: local access (AV:L), attack requirements present (AT:P), high privileges on the victim side (PR:H), and passive user interaction (UI:P). While the potential impact on the vulnerable system is severe across all three pillars (VC:H/VI:H/VA:H), the scope is bounded - subsequent-system impact is none (SC:N/SI:N/SA:N), meaning lateral spread or infrastructure-level impact is not expected. No EPSS data was provided in available intelligence, and this CVE does not appear in the CISA KEV catalog, indicating no confirmed active exploitation. AT:P signals that specific deployment or runtime conditions must align, further narrowing the exploitable population; even a mid-sized municipal IT team in legnica would face limited exposure unless privileged users are routinely running Intel AI Reference Model workloads interactively. The combination of local-only access, mandatory high-privilege user presence, and conditional attack requirements makes this a contained risk despite the high vulnerable-system impact - real-world priority should be moderate for organizations actively deploying this toolkit.

Exploit ScenarioDerived

A local attacker with unprivileged software running on a system where Intel AI Reference Models (pre-v3.4.1) are active waits for or induces a privileged user to passively interact with the system - satisfying the UI:P and PR:H conditions - then triggers the protection mechanism failure to escalate privileges and achieve full control over the vulnerable system. The attack requires specific deployment conditions (AT:P) to be present but does not demand specialized internal knowledge of the system. No public proof-of-concept code has been identified, so this scenario remains theoretical at time of analysis.

This Month Plan within 30 days. Why: MEDIUM severity (CVSS 4.0-6.9).
No patch listed yet 0.2% exploitation probability (EPSS)

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AnalysisAIv1 – Aug 11, 2026

Privilege escalation in Intel AI Reference Models before v3.4.1 stems from a protection mechanism failure (CWE-693) within Ring 3 user-space applications, allowing unprivileged software to gain elevated access when a privileged user is passively present under specific deployment conditions. The vulnerability carries full confidentiality, integrity, and availability impact on the vulnerable system, though scope is contained with no subsequent-system impact. No public exploit has been identified at time of analysis; Intel has issued a fix in version v3.4.1 per advisory INTEL-SA-01432.

RemediationAI

The primary fix is to upgrade Intel AI Reference Models to version v3.4.1 or later, as released by Intel and documented in advisory INTEL-SA-01432 at https://intel.com/content/www/us/en/security-center/advisory/intel-sa-01432.html. Where immediate patching is not feasible, a targeted compensating control is to restrict execution of AI Reference Model workloads to isolated user accounts without co-present privileged user sessions - directly eliminating the UI:P and PR:H conditions required for exploitation. Environments can additionally restrict local interactive access to systems running this software to only approved non-privileged service accounts, reducing the attack surface created by the AT:P condition. These controls introduce operational constraints on interactive AI model development workflows and should be treated as temporary measures pending patch deployment.

Affected VersionsENISA

Intel(R) AI Reference Models before version v3.4.1

Affects your stack

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Technical ContextAI · show details

Intel AI Reference Models is a software toolkit providing reference implementations for AI inference and training workloads on Intel hardware. The vulnerability resides in Ring 3 - the unprivileged user-space execution ring in x86/x64 architecture, where normal application code runs without direct hardware access. CWE-693 (Protection Mechanism Failure) indicates that a security boundary or enforcement control designed to prevent privilege escalation does not operate correctly, allowing user-mode software to bypass its intended restrictions and gain higher privileges. The CPE string cpe:2.3:a:n/a:intel(r)_ai_reference_models covers all versions prior to v3.4.1. The description's framing of an 'unprivileged software adversary with a privileged user' suggests the attack surface involves an interplay between unprivileged attacker-controlled code and a co-present privileged user session, consistent with the CVSS 4.0 metrics PR:H and UI:P.

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Severity by source

Vendor (intel) PRIMARY 5.4 MEDIUM
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
vuln.today AI 6.3 MEDIUM

Local-only access per AV:L; AC:H maps the CVSS 4.0 AT:P condition; PR:H and UI:R reflect required privileged user presence and passive interaction; no scope change as subsequent-system impact is none.

3.1 AV:L/AC:H/PR:H/UI:R/S:U/C:H/I:H/A:H
4.0 AV:L/AC:L/AT:P/PR:H/UI:P/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N

Primary rating from Vendor (intel).

CVSS VectorVendor: intel

Attack Vector
Local
Attack Complexity
Low
Attack Requirements
Present
Privileges Required
High
User Interaction
Passive
Vulnerable system: Confidentiality
High
Vulnerable system: Integrity
High
Vulnerable system: Availability
High
Subsequent system: Confidentiality
None
Subsequent system: Integrity
None
Subsequent system: Availability
None

DescriptionCVE.org

Protection mechanism failure for some Intel(R) AI Reference Models before version v3.4.1 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

EPSS Score
0.2%
Top 95% exploitable
Prevalence
Low
niche AI reference toolkit, limited production enterprise footprint
Data Quality
5 sources
Confidence: Medium

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.

SignalValue
Severity MEDIUM
CISA KEV No
Public POC No
EPSS 0.2%
Patch available No
Active threat No
Deciding rule
MEDIUM severity (CVSS 4.0-6.9)
What every action level means
Emergency Immediate action required. Criteria: CRITICAL + in CISA KEV (actively exploited) without patch, OR CRITICAL + EPSS > 30% without patch, OR CRITICAL + active threat signals without patch.
Act Now Prioritize within 24-48h. Criteria: in KEV with patch available, OR CRITICAL + public POC, OR HIGH + EPSS > 10%, OR CRITICAL + active threat, OR any CRITICAL severity.
This Week Schedule remediation this week. Criteria: HIGH severity (CVSS 7.0-8.9). Patch within normal change window.
This Month Plan within 30 days. Criteria: MEDIUM severity (CVSS 4.0-6.9), lower exploitation probability. Include in regular patch cycle.
Monitor Track and reassess. Criteria: LOW severity (CVSS 0.1-3.9), minimal exploitation risk. No immediate action needed.

SSVC AssessmentENISA

SSVC Decision· derived
Defer
Exploitation
None
System Exposure· derived
Small
Automatable
No
Human Impact· derived
Medium
Technical Impact
Total

Priority Score

27
Low Medium High Critical
KEV: 0
EPSS: 0
CVSS: +27
PoC: 0
Weaponized: 0
Threat intel: 0
Gov advisory: 0

Attack Technique

Privilege escalation occurs when an attacker leverages flaws in access control mechanisms to gain permissions beyond what they were originally granted.

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