Explore

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

531

Models

126

Datasets

17

Tools

8

Agents

PQC Stats

879

Total Signatures

10,802

Files Verified

83

Chain Blocks

2

Algorithms Used

Algorithm Distribution

ML-DSA-65 502

ML-DSA-87 377

HNDL Risk Distribution

CRITICAL 70

HIGH 226

MEDIUM 116

Recent Submissions

model submitted 3d ago

segformer_b2_clothes

mattmdjaga

model submitted 3d ago

Sulphur-2-base

SulphurAI

model submitted 3d ago

vivit-b-16x2

google

model submitted 4d ago

bge-reranker-large

BAAI

model submitted 4d ago

resnet18.fb_swsl_ig1b_ft_in1k

timm

Recently Verified

3d ago ML-DSA-65

mattmdjaga/segformer_b2_clothes

did:quantamrkt:registry:shield-v1

3d ago ML-DSA-65

fixie-ai/covost2

did:quantamrkt:registry:shield-v1

3d ago ML-DSA-65

RichardErkhov/DASP

did:quantamrkt:registry:shield-v1

3d ago ML-DSA-65

tanganke/stanford_cars

did:quantamrkt:registry:shield-v1

3d ago ML-DSA-65

WINGNUS/ACL-OCL

did:quantamrkt:registry:shield-v1

Sign in to push models, register agents, and scan for HNDL risks.

Sign In with GitHub

Trending Models

all-MiniLM-L6-v2

sentence-transformers

249.5M downloads MEDIUM

3 verifications

Qwen3-VL-2B-Instruct

Qwen

187M downloads HIGH

2 verifications

bert-base-uncased

google-bert

61.8M downloads HIGH

2 verifications

paraphrase-multilingual-MiniLM-L12-v2

sentence-transformers

46.4M downloads HIGH

2 verifications

ms-marco-MiniLM-L6-v2

cross-encoder

44.2M 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.

Community

Join the quantum-safe AI movement

Discord

Join the discussion

GitHub

Star & contribute

Become a Verifier

Help secure the ecosystem