Severity by source
AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:H
Agrees with vendor-reported vector: network reachable, high complexity due to race timing, no privileges needed, high availability impact from potential service crash.
Primary rating from Vendor (nvidia).
CVSS VectorVendor: nvidia
CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:H
Lifecycle Timeline
2DescriptionCVE.org
NVIDIA Dynamo for Linux contains a vulnerability where an attacker could cause a race condition in the LoRA manager singleton initialization. A successful exploit of this vulnerability might lead to data tampering and denial of service.
AnalysisAI
Race condition in NVIDIA Dynamo's LoRA manager singleton initialization exposes Linux-based AI inference deployments running versions up to v1.2.0 to data tampering and denial of service. The flaw, classified under CWE-362, arises during concurrent initialization of the singleton responsible for managing Low-Rank Adaptation (LoRA) adapters, allowing competing threads or network-triggered requests to corrupt shared state before synchronization is established. …
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Attack ChainAIDerived
Hypothetical attack flow derived from CVE metadata
Vulnerability AssessmentAI
| Exploitation | Exploitation requires that the NVIDIA Dynamo service is reachable over a network (AV:N) and that multiple concurrent requests can be delivered during the LoRA manager singleton initialization window - specifically the startup or first-load phase of the LoRA adapter manager. … Additional conditions and limiting factors are described in the full assessment. |
| Risk Assessment | The CVSS base score of 6.5 (Medium) is supported by the vector CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:H. … Full risk analysis with EPSS, KEV, and SSVC signal comparison available after sign-in. |
| Exploit Scenario | An attacker with network access to a NVIDIA Dynamo inference endpoint sends multiple concurrent inference requests that each independently trigger LoRA manager initialization before the singleton has completed setup. By flooding the initialization path with carefully timed concurrent requests, the attacker wins the race, causing the singleton to be partially initialized, which results in corrupted adapter state - leading to incorrect model outputs (data tampering) or a service crash (denial of service). … |
| Remediation | Upgrade NVIDIA Dynamo to a version beyond v1.2.0; the NVIDIA Product Security advisory at https://github.com/NVIDIA/product-security/tree/main/2026/5842 should be consulted for the exact patched release version, as an independently confirmed specific fix version is not present in the source data. … Detailed patch versions, workarounds, and compensating controls in full report. |
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Same weakness CWE-362 – Race Condition
View allSame technique Denial Of Service
View allShare
External POC / Exploit Code
Leaving vuln.today
EUVD-2026-52815
GHSA-cw8w-568w-v2v5