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TechVentureBeat · 1d ago

The lineage behind 69% of open models was never verified. Cisco just fingerprinted almost 900 for free

Model lineage claims on Hugging Face require no verification, with 69% of new open-model derivatives descended from Alibaba's Qwen family as of February 2026. Cisco Foundation AI now scans nearly 900 public files through an updated ClamAV engine, displaying file-level security badges on the platform.

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