Explore

Discover what's happening across the quantum-safe AI ecosystem.

1064

Models

332

Datasets

17

Tools

8

Agents

PQC Stats

1,460

Total Signatures

24,868

Files Verified

836

Chain Blocks

2

Algorithms Used

Algorithm Distribution

ML-DSA-65 1035

ML-DSA-87 425

HNDL Risk Distribution

CRITICAL 159

HIGH 371

MEDIUM 209

Recent Submissions

model submitted 20h ago

faster-whisper-medium

Systran

model submitted 1d ago

MiniMax-H3-Image

Comfy-Org

model submitted 1d ago

gte-small

thenlper

model submitted 2d ago

Qwen-Image-2.1

unsloth

model submitted 2d ago

canary-1b-v2-gguf

handy-computer

Recently Verified

15h ago ML-DSA-65

MINT-SJTU/RW-RL-Dataset

did:quantamrkt:registry:shield-v1

17h ago ML-DSA-65

hanchong/synthetic-infrared-maritime-vessel-dataset-flux2klein-degraded

did:quantamrkt:registry:shield-v1

20h ago ML-DSA-65

Systran/faster-whisper-medium

did:quantamrkt:registry:shield-v1

1d ago ML-DSA-65

Comfy-Org/MiniMax-H3-Image

did:quantamrkt:registry:shield-v1

1d ago ML-DSA-65

ybisk/piqa

did:quantamrkt:registry:shield-v1

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Trending Models

Qwen3-VL-2B-Instruct

Qwen

187M downloads HIGH

2 verifications

all-MiniLM-L6-v2

sentence-transformers

173.7M downloads MEDIUM

3 verifications

whisperkit-coreml

argmaxinc

63.9M downloads CRITICAL

2 verifications

ms-marco-MiniLM-L6-v2

cross-encoder

60M downloads MEDIUM

2 verifications

bge-small-en-v1.5

BAAI

45.8M downloads MEDIUM

2 verifications

HNDL Risk Leaderboard

Highest-risk popular models by quantum vulnerability score

#	Model	Score	Shelf Life	Recommendation
1	DeepSeek-R1 deepseek-ai	98	15 yr	CRITICAL: High-value model weights. Encrypt with ML-KEM-1024. Enable PQC-TLS.
2	DeepSeek-V3 deepseek-ai	98	15 yr	CRITICAL: High-value model weights. Encrypt with ML-KEM-1024. Enable PQC-TLS.
3	GPT-OSS-20B openai	95	15 yr	IMMEDIATE ACTION: OpenAI model weights are the highest-value HNDL targets. Encrypt with ML-KEM-1024.
4	FineWeb HuggingFaceFW	95	20 yr	CRITICAL: Training data has 20+ year shelf life. Encrypt with ML-KEM-1024 immediately.
5	Dolma allenai	95	20 yr	CRITICAL: Training data has 20+ year shelf life. Encrypt with ML-KEM-1024 immediately.
6	The Stack v2 bigcode	95	20 yr	CRITICAL: Training data has 20+ year shelf life. Encrypt with ML-KEM-1024 immediately.
7	Common Voice 17 mozilla	95	20 yr	CRITICAL: Training data has 20+ year shelf life. Encrypt with ML-KEM-1024 immediately.
8	LAION-Aesthetics V2 5+ LAION	95	20 yr	CRITICAL: Training data has 20+ year shelf life. Encrypt with ML-KEM-1024 immediately.
9	Wikipedia (Nov 2023) wikimedia	95	20 yr	CRITICAL: Training data has 20+ year shelf life. Encrypt with ML-KEM-1024 immediately.
10	Stanford Alpaca tatsu-lab	95	20 yr	CRITICAL: Training data has 20+ year shelf life. Encrypt with ML-KEM-1024 immediately.

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