VLM CVE-2026-0599
HIGHSeverity by source
AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
Primary rating from NVD · only source for this CVE.
CVSS VectorNVD
CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
Lifecycle Timeline
3DescriptionCVE.org
A vulnerability in huggingface/text-generation-inference version 3.3.6 allows unauthenticated remote attackers to exploit unbounded external image fetching during input validation in VLM mode. The issue arises when the router scans inputs for Markdown image links and performs a blocking HTTP GET request, reading the entire response body into memory and cloning it before decoding. This behavior can lead to resource exhaustion, including network bandwidth saturation, memory inflation, and CPU overutilization. The vulnerability is triggered even if the request is later rejected for exceeding token limits. The default deployment configuration, which lacks memory usage limits and authentication, exacerbates the impact, potentially crashing the host machine. The issue is resolved in version 3.3.7.
AnalysisAI
Unbounded external image fetching in Hugging Face text-generation-inference 3.3.6 VLM mode enables unauthenticated remote attackers to exhaust system resources through malicious Markdown image links in API requests. The router fetches and loads entire image files into memory during input validation regardless of subsequent token limit rejections, causing memory inflation, bandwidth saturation, and potential denial of service on unprotected deployments. This vulnerability affects default configurations lacking authentication and memory limits, with no patch currently available.
Technical ContextAI
Classified as CWE-400 (Uncontrolled Resource Consumption). Affects huggingface/text-generation-inference. A vulnerability in huggingface/text-generation-inference version 3.3.6 allows unauthenticated remote attackers to exploit unbounded external image fetching during input validation in VLM mode. The issue arises when the router scans inputs for Markdown image links and performs a blocking HTTP GET request, reading the entire response body into memory and cloning it before decoding. This behavior can lead to resource exhaustion, including network bandwidth saturation, memory inflation, and CPU over
Affected ProductsAI
Product: huggingface/text-generation-inference.
RemediationAI
Fixed in version 3.3.7.. Restrict network access to the affected service where possible.
Same weakness CWE-400 – Uncontrolled Resource Consumption
View allSame technique Denial Of Service
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External POC / Exploit Code
Leaving vuln.today
GHSA-j7x9-7j54-2v3h