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
- CVE ids
Timeline · 2
Sources · 2
Advisories and databases
- 2026-04-02CVE-2026-34760: vLLM is an inference and serving engine for large language models (LLMs).NVD · nvd.nist.gov/vuln/detail/CVE-2026-34760
- 2026-07-17CVE-2026-34760: vLLM: Processing differential in multi-channel audio downmixing enables hidden-input/moderation bypass for audio modelsGitHub Advisory Database · github.com/advisories/GHSA-6c4r-fmh3-7rh8
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Classification
- lane
- Patch now
- 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 DatabaseVulnerability 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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AI