Explore

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

663

Models

178

Datasets

17

Tools

8

Agents

PQC Stats

1,044

Total Signatures

12,810

Files Verified

123

Chain Blocks

2

Algorithms Used

Algorithm Distribution

ML-DSA-65 634

ML-DSA-87 410

HNDL Risk Distribution

CRITICAL 83

HIGH 273

MEDIUM 136

Recent Submissions

model submitted 1h ago

RLinf-OpenVLAOFT-LIBERO-130-Base-Lora

RLinf

model submitted 4h ago

opus-mt-de-en

Helsinki-NLP

model submitted 1d ago

beaver-7b-v1.0-cost

PKU-Alignment

model submitted 1d ago

opus-mt-it-en

Helsinki-NLP

model submitted 1d ago

fasttext-language-identification

facebook

Recently Verified

1h ago ML-DSA-65

RLinf/RLinf-OpenVLAOFT-LIBERO-130-Base-Lora

did:quantamrkt:registry:shield-v1

2h ago ML-DSA-65

krithik274/NOAA-PIFSC-ESD-CORAL-Bleaching-Dataset

did:quantamrkt:registry:shield-v1

3h ago ML-DSA-65

Williamsanderson/MedQA-Darija-MultiLingual

did:quantamrkt:registry:shield-v1

4h ago ML-DSA-65

Helsinki-NLP/opus-mt-de-en

did:quantamrkt:registry:shield-v1

5h ago ML-DSA-65

angie-chen55/python-github-code

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

244.3M downloads MEDIUM

3 verifications

Qwen3-VL-2B-Instruct

Qwen

187M downloads HIGH

2 verifications

ms-marco-MiniLM-L6-v2

cross-encoder

79.8M downloads MEDIUM

2 verifications

bge-small-en-v1.5

BAAI

61.4M downloads MEDIUM

2 verifications

bert-base-uncased

google-bert

60.9M 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.

Community

Join the quantum-safe AI movement

Discord

Join the discussion

GitHub

Star & contribute

Become a Verifier

Help secure the ecosystem