Megatron LmApplication · Nvidia

CVE-2026-24152

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 that allows remote code execution. An attacker can craft a malicious checkpoint file that, when loaded by a user, executes arbitrary code on the victim's system with the privileges of the user loading the checkpoint.

MitigationOrganizations using Megatron-LM should implement strict validation of checkpoint file integrity (e.g., cryptographic signatures) before loading, avoid loading checkpoints from untrusted sources, and consider running checkpoint loading in sandboxed environments with limited privileges.

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 package version in your Python environment
    Affected if The installed version is lower than 0.15.3
  2. Review checkpoint loading code
    Inspect the codebase where checkpoint loading occurs, looking for the functions that deserialize checkpoint files
    Affected if Checkpoint deserialization does not include cryptographic signature verification or integrity validation
  3. Audit checkpoint sources
    Identify where checkpoint files originate (local storage, remote URLs, third-party repositories) and whether they are from trusted sources only
    Affected if Checkpoints are loaded from untrusted or external sources without validation
  4. Check for sandboxing during loading
    Examine the runtime environment where checkpoint loading executes (container, VM, or process isolation)
    Affected if Checkpoint loading runs with full user privileges in an unsandboxed environment

You are affected if your Megatron-LM version is below 0.15.3 and you load checkpoints without integrity verification from any source you do not fully trust.

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

Organizations using Megatron-LM should implement strict validation of checkpoint file integrity (e.g., cryptographic signatures) before loading, avoid loading checkpoints from untrusted sources, and consider running checkpoint loading in sandboxed environments with limited privileges.

Recommended fix High confidence

Megatron LM version 0.15.3 or later

  1. Identify the current Megatron LM version in use by checking the installed package version or requirements file
  2. Backup all existing checkpoint files before upgrading
  3. Upgrade Megatron LM to version 0.15.3 or the latest stable release using: pip install megatron-lm==0.15.3 (or pip install --upgrade megatron-lm)
  4. Verify the upgrade was successful by checking: pip show megatron-lm
  5. Test checkpoint loading functionality with existing checkpoints to ensure no regressions
  6. If using a custom checkpoint loading implementation, review the checkpoint loading code for any deserialization of untrusted data and ensure proper validation is in place
Caveat Ensure compatibility with existing training checkpoints and any downstream systems that depend on specific Megatron LM versions; review release notes for 0.15.3 for any breaking changes

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

Fix this in Megatron Lm Scoped from the published advisory
  • Consultation8.0 h
  • Implementation16.0 h
  • Testing8.0 h
  • Review / QA4.0 h
36.0 hours of engineering $6,400
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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-2026-24152 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