Severity by source
AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:L/A:H
Network-reachable deserialization with no authentication required; impact limited to availability crash and minor integrity tampering, no confidentiality exposure.
Primary rating from Vendor (nvidia).
CVSS VectorVendor: nvidia
Lifecycle Timeline
2DescriptionCVE.org
NVIDIA Dynamo for Linux contains a vulnerability where an attacker could cause deserialization of untrusted data. A successful exploit of this vulnerability might lead to denial of service and data tampering.
AnalysisAI
Deserialization of untrusted data in NVIDIA Dynamo for Linux (versions 0 through v1.1.0) exposes unauthenticated remote attackers to denial-of-service conditions and data integrity compromise. The flaw is rooted in CWE-502 - unsafe handling of externally supplied serialized objects - and carries a CVSS 8.2 score driven by a fully unauthenticated, low-complexity network attack vector. No public exploit code and no active exploitation have been identified at time of analysis, but the absence of authentication and configuration prerequisites makes the attack surface broad for any internet-accessible Dynamo deployment.
Technical ContextAI
NVIDIA Dynamo is an AI inference and serving framework for Linux environments, identified by CPE cpe:2.3:a:nvidia:dynamo:*:*:*:*:*:*:*:*. CWE-502 (Deserialization of Untrusted Data) describes a root-cause class where an application deserializes data from an untrusted source without adequate validation - an attacker can craft serialized payloads that, when processed, manipulate the application's object graph to cause crashes or corrupt runtime state. In distributed AI inference stacks like Dynamo, serialization is commonly used for inter-process communication, model metadata exchange, or RPC mechanisms, making deserialization endpoints natural attack surfaces. The CVSS vector (AV:N) confirms the vulnerable deserialization path is reachable over the network.
RemediationAI
The primary remediation is to upgrade NVIDIA Dynamo beyond v1.1.0; the NVIDIA product security advisory at https://github.com/NVIDIA/product-security/tree/main/2026/5842 should be consulted for the exact fixed release version, as a specific patched version number was not included in the available input data. Until a patch is applied, network-level compensating controls should be considered: restrict access to Dynamo's network-accessible endpoints using host-based firewall rules or network ACLs to limit inbound connections to trusted clients only, noting this trade-off reduces availability and usability. If Dynamo is deployed behind an API gateway or load balancer, configure request validation to reject malformed or oversized serialized payloads at the perimeter. Disabling or sandboxing deserialization-heavy features within Dynamo - if the framework permits it - would further reduce exposure, but may impact inference pipeline functionality.
Out-of-bounds write in the multimodal serving topology of NVIDIA Dynamo for Linux allows remote unauthenticated attacker
Out-of-bounds write in NVIDIA Dynamo for Linux enables remote unauthenticated attackers to cause denial of service or ta
Remote code execution, data tampering, denial of service, and information disclosure are possible through vulnerabilitie
Path traversal in NVIDIA Dynamo's image loading component on Linux enables unauthenticated remote attackers to read arbi
Hash collision exploitation in NVIDIA Dynamo's multimodal embedding cache on Linux allows unauthenticated remote attacke
Server-side request forgery in NVIDIA Dynamo's Rust multimodal media fetcher (Linux, versions through v1.1.0) allows una
Server-side request forgery via DNS rebinding in NVIDIA Dynamo's multimodal media fetcher exposes internal network resou
Server-side request forgery in NVIDIA Dynamo's multimodal media fetcher (Linux, versions through v1.1.0) allows unauthen
Server-side request forgery in NVIDIA Dynamo for Linux (all versions through v1.1.0) allows unauthenticated remote attac
Server-side request forgery in NVIDIA Dynamo for Linux (versions 0 through v1.1.0) enables unauthenticated remote attack
Server-side request forgery in NVIDIA Dynamo for Linux (versions through v1.1.0) allows unauthenticated remote attackers
Race condition during LoRA manager singleton initialization in NVIDIA Dynamo for Linux (all versions through v1.1.0) all
Same weakness CWE-502 – Deserialization of Untrusted Data
View allSame technique Denial Of Service
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External POC / Exploit Code
Leaving vuln.today
EUVD-2026-52818
GHSA-xc2p-88hh-m8f9