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celvexgroup/modelaudit-lightgbm-model-route-confusion-poc
modelaudit-lightgbm-model-route-confusion-poc is a machine learning model from celvexgroup. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
Coordinated disclosure PoC for huntr (Protect AI MFV). Benign payload only.
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Updated Jul 16, 2026
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From the Hugging Face model README
Coordinated disclosure PoC for huntr (Protect AI MFV). Benign payload only.
modelaudit==0.2.49 (cross-checked modelscan==0.8.8), Python 3.11.15.model.model (the .model extension is part of the exploit).modelaudit scan bypass.model -> Clean / exit 0 (Scanner: lightgbm, 13/13 pass),
but pickle.load(open('bypass.model','rb')) executes os.system(<benign marker command>) on load.\x80\x00 (protocol-0) pickle is missed by modelaudit's binary-pickle magic detector, so routing
falls back to the extension; .model is claimed by the text-only LightGBM scanner (loose substring signature),
which never inspects pickle opcodes.Files: bypass.model (scan Clean, RCE on load). Full report + positive controls in the huntr submission.