ai model report

Is nvidia/Qwen3-Next-80B-A3B-Instruct-NVFP4 safe to load?

CLEAN risk. 2 of 51 tracked dependencies carry advisories. Driven by No version-matched advisories and no malicious packages..

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// posture

fig. 01 — posture on eight axes, 100 is clean. Weakest: provenance at 75.

// the finding

not scoredno advisory applies to a version this model pinsCLEAN

INFOconfig.json was authored against transformers 4.57.1, which has known advisories. Consumers normally install a current version — this only bites if you pin for reproducibility.

1 more finding on this model.

Author: nvidia
Task: text-generation
Loader: Model Optimizer
License: apache-2.0
Downloads: 85,789
Remote code: not required

// dependencies

3 direct, 2 with findings, 48 reachable

Package	Evidence	Advisories	Worst
torch	direct, inferred	12	none pinned
transformers	direct, authored	5	none pinned
nvidia-modelopt	direct, install	0	hidden
annotated-types	direct, install	0	hidden
antlr4-python3-runtime	direct, install	0	hidden
colorama	direct, install	0	hidden
cpsat-logutils	direct, install	0	hidden
cuda-bindings	direct, install	0	hidden

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Risk computed 2026-10-07 at 01:49 UTC. Dependencies come from the model's requirements, its declared loader and the code it ships; advisories from NVD, GHSA and OSV.