CVE-2026-69147: vLLM video backend GPU memory allocation flaw
vLLM
A vulnerability in vLLM prior to version 0.28.0 allows chat completion requests to force unexpected video backend decoders. This bypasses static GPU memory budgeting and can lead to unmanaged CUDA allocations.
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
- 6.5
- EPSS
- 0.01 · top 52% · 2026-11-13
- fix status
- Fix status unknown
- first report
- 16 Sep 2026
- last update
- 17 Sep 2026
- CVE ids
Timeline · 2
Sources · 2
Advisories and databases
- 2026-09-16CVE-2026-69147: vLLM is an inference and serving engine for large language models.NVD · nvd.nist.gov/vuln/detail/CVE-2026-69147
- 2026-09-17CVE-2026-69147: vLLM: Request-selected PyNvVideoCodec GPU decode bypasses static VRAM reservationGitHub Advisory Database · github.com/advisories/GHSA-8pw2-6jv3-mj5j
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
- lane
- Patch now
- AI role
- Attack on AI
- categories
- Infrastructure vulnerability
- severity
- 2 · Disclosed vulnerability
- fix status
- Fix status unknown
- targets
- Framework / tooling
- owasp llm top 10
- LLM03:2025 Supply Chain
- mitre atlas
- no technique for these categories
- dates
- happened 16 Sep 2026 · first reported 16 Sep 2026
- origin
- NVDVulnerability 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 06:33Z · updated 2026-10-18 07:00Z
Lane, AI role, categories and severity come from the classifier; the OWASP and ATLAS rows are derived from the categories. How these are assigned
Copy a brief
This record as a short Markdown brief, for a ticket, a chat or a coding agent.
the brief as text
# CVE-2026-69147: vLLM video backend GPU memory allocation flaw https://gcdradar.vercel.app/incidents/cve-2026-69147-vllm-video-backend-gpu-memory-allocation-flaw · AIR-2026-0138 · closed 2026-09-16 - Lane: Patch now - Severity: 2 (Disclosed vulnerability) - Fix status: Fix status unknown - First reported: 2026-09-16 - AI role: Attack on AI - Products: vLLM - CVE ids: CVE-2026-69147 - CVSS: 6.5 ## Summary A vulnerability in vLLM prior to version 0.28.0 allows chat completion requests to force unexpected video backend decoders. This bypasses static GPU memory budgeting and can lead to unmanaged CUDA allocations. ## What to do No action recorded; read the sources below and the vendor's advisory. ## Latest updates - 2026-09-17: CVE-2026-69147: vLLM: Request-selected PyNvVideoCodec GPU decode bypasses static VRAM reservation (https://github.com/advisories/GHSA-8pw2-6jv3-mj5j) - 2026-09-16: CVE-2026-69147: vLLM is an inference and serving engine for large language models. (https://nvd.nist.gov/vuln/detail/CVE-2026-69147) ## Sources - 2026-09-16 NVD: CVE-2026-69147: vLLM is an inference and serving engine for large language models. https://nvd.nist.gov/vuln/detail/CVE-2026-69147 - 2026-09-17 GitHub Advisory Database: CVE-2026-69147: vLLM: Request-selected PyNvVideoCodec GPU decode bypasses static VRAM reservation https://github.com/advisories/GHSA-8pw2-6jv3-mj5j Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.
Related
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Patch now · Disclosed · since 12 Oct 2026 · CVE-2026-109311
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Patch now · Disclosed · since 6 Oct 2026 · CVE-2026-105775
AI - closed4.3vLLM Denial of Service Vulnerability in vLLM Penalty Handler
Patch now · Disclosed · since 6 Oct 2026 · CVE-2026-105922
AI - closed5.3vLLM vLLM Denial of Service via Unbounded Video Sampler Frames
Patch now · Disclosed · since 5 Oct 2026 · CVE-2026-105758
AI - closed3.1vLLM vLLM tool continuations drop cache_salt to restore prefix-cache oracle
Patch now · Disclosed · since 5 Oct 2026 · updated 6 Oct 2026 · CVE-2026-105752
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Patch now · Disclosed · since 5 Oct 2026 · CVE-2026-105760
AI