Explore

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

919

Models

277

Datasets

17

Tools

8

Agents

PQC Stats

1,315

Total Signatures

22,987

Files Verified

597

Chain Blocks

2

Algorithms Used

Algorithm Distribution

ML-DSA-65 890

ML-DSA-87 425

HNDL Risk Distribution

CRITICAL 125

HIGH 335

MEDIUM 189

Recent Submissions

model submitted 1d ago

sanoTTS

ampixa

model submitted 1d ago

Qwen-Image-2512-GGUF

unsloth

model submitted 1d ago

JiRackDeltaNet_27b

CMSManhattan

model submitted 1d ago

roberta-base-go_emotions

SamLowe

model submitted 2d ago

NVIDIA-Nemotron-3-Nano-4B-BF16

nvidia

Recently Verified

23h ago ML-DSA-65

agibot-world/AgiBotWorld2026

did:quantamrkt:registry:shield-v1

1d ago ML-DSA-65

ampixa/sanoTTS

did:quantamrkt:registry:shield-v1

1d ago ML-DSA-65

unsloth/Qwen-Image-2512-GGUF

did:quantamrkt:registry:shield-v1

1d ago ML-DSA-65

CMSManhattan/JiRackDeltaNet_27b

did:quantamrkt:registry:shield-v1

1d ago ML-DSA-65

SamLowe/roberta-base-go_emotions

did:quantamrkt:registry:shield-v1

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Trending Models

all-MiniLM-L6-v2

sentence-transformers

242.7M downloads MEDIUM

3 verifications

Qwen3-VL-2B-Instruct

Qwen

187M downloads HIGH

2 verifications

ms-marco-MiniLM-L6-v2

cross-encoder

86.7M downloads MEDIUM

2 verifications

bge-small-en-v1.5

BAAI

63.3M downloads MEDIUM

2 verifications

paraphrase-multilingual-MiniLM-L12-v2

sentence-transformers

45.5M downloads HIGH

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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