Megatron LmApplication · Nvidia

CVE-2026-24150

HIGH · 7.8 CVSS v3.1 Published 2026-03-24
Fix available
A fix is available. Upgrade to 0.15.3 or later.
See remediation →
81/100
Remediation priority · High
No privileges

Official description Straight from the sourceThe vendor's or NVD's own wording, published unedited. Authoritative, but often terse — it says what broke, rarely what to do.

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

Technical summary Written by usOur analysis, written from the advisory, the CVSS vector and the affected-version data. It adds context the advisory leaves out, and never invents facts that are not in the source.

dbcve analysis · moderate confidence

NVIDIA Megatron-LM contains a vulnerability in its checkpoint loading mechanism where a maliciously crafted checkpoint file can trigger remote code execution (RCE). The vulnerability stems from unsafe deserialization or insufficient validation of checkpoint data during the loading process, allowing an attacker who convinces a user to load a crafted file to execute arbitrary code with the privileges of the user loading the checkpoint.

MitigationDo not load checkpoint files from untrusted or unverified sources. Wait for NVIDIA's official security patch and apply it promptly. Consider implementing checkpoint file integrity verification (e.g., cryptographic signatures) before loading.

Verify against the referenced sources before acting — the references below are authoritative for this CVE, this summary is not.

Affected products & versions What the vendor confirmedThe version ranges the vendor confirmed as vulnerable. If your version sits inside a range here, treat yourself as exposed until you have upgraded.

NVD · CPE data
Megatron LmApplication
Affected:< 0.15.3

CVSS breakdown How the score is builtThe industry scoring standard. It rates how the flaw is reached, what it takes to exploit, and what an attacker gains — the score is derived from those, not the other way round.

From the vector
Attack vector
Local
Complexity
Low
Privileges
None
User interaction
Required
Scope
Unchanged
Confidentiality
High
Integrity
High
Availability
High

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

Am I affected? How to checkSteps we derive from the advisory and the affected-version data, so you can decide whether this CVE reaches your setup. They are a guide, not a scan — your own configuration is the authority.

dbcve checks

Work through these to decide whether this CVE applies to you.

  1. Identify installed Megatron-LM version
    Run 'pip show megatron-lm' or check the installed package version in your environment
    Affected if The installed version is lower than 0.15.3 (e.g., 0.15.0, 0.14.0, etc.)
  2. Locate checkpoint loading code
    Search for imports or usage of checkpoint loading functions such as 'load_checkpoint', 'from_pretrained', or serialization utilities in your training scripts
    Affected if Your code loads checkpoint files using Megatron-LM's checkpoint loading mechanism
  3. Determine checkpoint source
    Inspect your checkpoint loading configuration or scripts to identify the source (local path, remote URL, shared storage)
    Affected if Checkpoints are loaded from untrusted or unverified sources such as external URLs, third-party repositories, or shared drives without integrity verification
  4. Check for checkpoint validation
    Review whether your loading pipeline includes integrity verification (e.g., cryptographic signature verification, checksum validation) before the checkpoint is deserialized
    Affected if No integrity verification is performed before loading checkpoint files, meaning malicious files could be loaded without detection

You are affected if you are running any Megatron-LM version below 0.15.3 and your environment loads checkpoint files from external or untrusted sources without validation.

Generated from the published advisory. Verify against your own configuration.

Check your environment

Paste your version and any relevant configuration and it will be compared against the affected criteria above. Do not include secrets or credentials.

AI-assisted, checked against the advisory. Informational, not a guarantee.

Remediation Closing itWhat it takes to close this. Where a vendor fix exists we point at it; where none exists we say so plainly, and can build one. Effort estimates are scoped from the advisory, not from your codebase.

dbcve · scoped
Upgrade available Upgrade to 0.15.3 or later
Fixed in 0.15.3
Interim mitigation

Do not load checkpoint files from untrusted or unverified sources. Wait for NVIDIA's official security patch and apply it promptly. Consider implementing checkpoint file integrity verification (e.g., cryptographic signatures) before loading.

Recommended fix Moderate confidence

Megatron LM 0.15.3

  1. Upgrade Megatron LM to version 0.15.3 or later using pip: pip install megatron-lm>=0.15.3
  2. Verify the installed version with: pip show megatron-lm
  3. After upgrading, ensure any checkpoint loading operations use only trusted checkpoint files
  4. Avoid loading checkpoint files from untrusted or unknown sources until the upgrade is complete
  5. Review any automated scripts or pipelines that load checkpoints to ensure they use trusted sources

Generated from the published advisory — verify against the referenced sources before acting.

Fix this in Megatron Lm Scoped from the published advisory
  • Consultation3.0 h
  • Implementation8.0 h
  • Testing4.0 h
  • Review / QA3.0 h
18.0 hours of engineering $3,180
Get the upgrade done

An estimate, not a bill — we confirm scope with you before any work starts. Need it this week? Rush from $5,088.

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References Go to the primary sourcePrimary sources — vendor advisories, patches and trackers. Where our summary and a reference disagree, the reference wins.

Primary sources

Practitioner notes

Contributed

Peer-ranked notes from engineers who’ve handled CVE-2026-24150 in production — separate from our analysis above.

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What this is

A place for practitioners to share what actually worked: a mitigation you’ve tested, a configuration change, a version- or environment-specific caveat, or a link to a verified patch. The most useful notes rise to the top as peers upvote them, so the signal stays high.

What belongs here
  • Verified mitigations, workarounds, and config changes
  • Version or environment caveats, and links to real fixes
  • No weaponised exploit code, or anything meant to cause harm
  • No spam, self-promotion, credentials, or personal data