HNDL risk scan
Qwen/Qwen2.5-7B-Instruct
Scanned 2026-05-11 19:53:12 UTC · viewed 12 times · fresh scan
90
of 100
CRITICAL HNDL RISK
Shelf life: ~15 years
Immediate PQC migration required. Sign with ML-DSA-87 and publish to a transparency log. Data harvested now will be decryptable once CRQC exists.
Size
14.2 GB
Files
14
Downloads
13.2M
Type
text-generation
Risk factor breakdown
Total: 90/100Baseline
All AI artifacts have baseline HNDL exposure
+40
Size
14.2GB — large model with significant training cost
+20
Adversary interest
13.2M downloads — high-profile target
+15
Artifact type
text-generation — high value in commercial markets
+10
Exposure window
1 years of public availability — harvested long ago
+5
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 <a href="https://quantamrkt.com/scan/hf/Qwen/Qwen2.5-7B-Instruct"><img src="https://quantamrkt.com/badge/hndl/Qwen/Qwen2.5-7B-Instruct.svg" alt="HNDL: CRITICAL" /></a>
Scan uses deterministic heuristics over HuggingFace metadata · How HNDL is calculated