LaunchCybersecurityJuly 30, 2026

Cisco fingerprints ~900 open models; 69% of lineage claims unverified

Cisco's free provenance explorer fingerprinted ~900 open models and found no evidence backing 69% of their declared base-model lineage. On Hugging Face, lineage tags are self-reported strings uploaders type without substantiation, leaving supply-chain claims unverified.

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