How to fix EUVD-2026-15007?

Within 24 hours: Inventory all systems running NVIDIA Megatron-LM and assess exposure in production vs. development environments. Within 7 days: Implement network segmentation to restrict access to Megatron-LM inference services, disable remote model loading where possible, and enforce strict input validation on model files. Within 30 days: Establish continuous monitoring for suspicious file loading activities, evaluate alternative frameworks if business-critical, and prepare remediation playbooks for detected exploitation attempts.

Is Deserialization affected by EUVD-2026-15007?

A critical remote code execution vulnerability in NVIDIA Megatron-LM could allow attackers to compromise AI infrastructure and execute arbitrary code on systems running this widely-used large language model framework.

EUVD-2026-15007

| CVE-2026-24151 HIGH

2026-03-24 nvidia

7.8

CVSS 3.1

CVSS Vector

CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H

Attack Vector

Local

Attack Complexity

Low

Privileges Required

Low

User Interaction

None

Scope

Unchanged

Confidentiality

High

Integrity

High

Availability

High

Lifecycle Timeline

EUVD ID Assigned

Mar 24, 2026 - 20:31 euvd

EUVD-2026-15007

Analysis Generated

Mar 24, 2026 - 20:31 vuln.today

CVE Published

Mar 24, 2026 - 20:24 nvd

HIGH 7.8

Description

NVIDIA Megatron-LM contains a vulnerability in inferencing where an Attacker may cause an RCE by convincing a user to load a maliciously crafted input. A successful exploit of this vulnerability may lead to code execution, escalation of privileges, information disclosure, and data tampering.

Analysis

NVIDIA Megatron-LM contains an insecure deserialization vulnerability (CWE-502) during model inferencing that allows remote code execution when a user loads a maliciously crafted input file. This vulnerability has a CVSS score of 7.8 and requires local access with low privileges but no user interaction, enabling attackers to execute arbitrary code, escalate privileges, disclose sensitive information, and tamper with data. …

Remediation

Within 24 hours: Inventory all systems running NVIDIA Megatron-LM and assess exposure in production vs. development environments. …

Analysis

Detailed AI-generated intelligence summary covering attack vector, impact assessment, affected versions, remediation steps, and indicators of compromise.

POChttps://••••••••••.com/exploit

PATCHhttps://••••••••••.com/patch

ADVISORYhttps://••••••••••.com/advisory

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Priority Score

Low Medium High Critical

KEV: 0

EPSS: +0.1

CVSS: +39

POC: 0

EUVD-2026-15007 vulnerability details – vuln.today

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EUVD-2026-15007

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EUVD-2026-15007

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