gcdRadar
archive/Patch now/AIR-2026-0810
closedclosed 2 Apr 2026Patch now2 Disclosed vulnerabilityAI

vLLM audio downmixing differential enables moderation bypass

vLLM, Librosa

A processing differential in multi-channel audio downmixing enables hidden-input and moderation bypasses for audio models in vLLM. The vulnerability stems from a discrepancy between Librosa and standard weighting algorithms.

disclosed CVENo confirmed exploitation, so this record is tracked as a disclosed vulnerability and not counted as an incident. It moves into the counts if CISA or the vendor confirms exploitation. Why

CVSS
5.9
EPSS
<0.01 · top 80% · 2026-11-13
fix status
Fix status unknown
first report
2 Apr 2026
last update
17 Jul 2026

Timeline · 2

  1. 2 Apr 2026CVE-2026-34760: vLLM is an inference and serving engine for large language models (LLMs).
  2. 17 Jul 2026CVE-2026-34760: vLLM: Processing differential in multi-channel audio downmixing enables hidden-input/moderation bypass for audio models

Sources · 2

Advisories and databases

  1. 2026-04-02
  2. 2026-07-17

Titles and links belong to their publishers. The summary above is written by gcdRadar in its own words; data is CC BY-SA 4.0.

Classification

AI role
Attack on AI
categories
Infrastructure vulnerabilityAdversarial evasion
severity
2 · Disclosed vulnerability
fix status
Fix status unknown
targets
Framework / tooling
owasp llm top 10
LLM03:2025 Supply Chain
dates
happened 17 Jul 2026 · first reported 2 Apr 2026
origin
GitHub Advisory Database
Vulnerability record from NVD / the GitHub Advisory Database. This product uses the NVD API but is not endorsed or certified by the NVD.
record
confidence 0.95 · created 2026-10-18 07:00Z · updated 2026-10-18 10:04Z

Lane, AI role, categories and severity come from the classifier; the OWASP and ATLAS rows are derived from the categories. How these are assigned

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the brief as text
# vLLM audio downmixing differential enables moderation bypass

https://gcdradar.vercel.app/incidents/vllm-audio-downmixing-differential-enables-moderation-bypass · AIR-2026-0810 · closed 2026-04-02

- Lane: Patch now
- Severity: 2 (Disclosed vulnerability)
- Fix status: Fix status unknown
- First reported: 2026-04-02 (happened 2026-07-17)
- AI role: Attack on AI
- Products: vLLM, Librosa
- CVE ids: CVE-2026-34760
- CVSS: 5.9

## Summary

A processing differential in multi-channel audio downmixing enables hidden-input and moderation bypasses for audio models in vLLM. The vulnerability stems from a discrepancy between Librosa and standard weighting algorithms.

## What to do

No action recorded; read the sources below and the vendor's advisory.

## Latest updates

- 2026-07-17: CVE-2026-34760: vLLM: Processing differential in multi-channel audio downmixing enables hidden-input/moderation bypass for audio models (https://github.com/advisories/GHSA-6c4r-fmh3-7rh8)
- 2026-04-02: CVE-2026-34760: vLLM is an inference and serving engine for large language models (LLMs). (https://nvd.nist.gov/vuln/detail/CVE-2026-34760)

## Sources

- 2026-04-02 NVD: CVE-2026-34760: vLLM is an inference and serving engine for large language models (LLMs). https://nvd.nist.gov/vuln/detail/CVE-2026-34760
- 2026-07-17 GitHub Advisory Database: CVE-2026-34760: vLLM: Processing differential in multi-channel audio downmixing enables hidden-input/moderation bypass for audio models https://github.com/advisories/GHSA-6c4r-fmh3-7rh8

Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.

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