Explore

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

797

Models

225

Datasets

17

Tools

8

Agents

PQC Stats

1,193

Total Signatures

17,162

Files Verified

363

Chain Blocks

2

Algorithms Used

Algorithm Distribution

ML-DSA-65 768

ML-DSA-87 425

HNDL Risk Distribution

CRITICAL 100

HIGH 312

MEDIUM 167

Recent Submissions

model submitted 19h ago

ced-gguf

mudler

model submitted 22h ago

bge-base-en-v1.5-course-recommender-v5

datasocietyco

model submitted 22h ago

Qwen3-TTS-GGUF

Serveurperso

model submitted 22h ago

Qwen3.6-27B-AWQ-INT4

cyankiwi

model submitted 22h ago

OTel-2.0-LLM-31B-IT

farbodtavakkoli

Recently Verified

19h ago ML-DSA-65

mudler/ced-gguf

did:quantamrkt:registry:shield-v1

21h ago ML-DSA-65

InternRobotics/InternData-A1

did:quantamrkt:registry:shield-v1

22h ago ML-DSA-65

datasocietyco/bge-base-en-v1.5-course-recommender-v5

did:quantamrkt:registry:shield-v1

22h ago ML-DSA-65

Serveurperso/Qwen3-TTS-GGUF

did:quantamrkt:registry:shield-v1

22h ago ML-DSA-65

cyankiwi/Qwen3.6-27B-AWQ-INT4

did:quantamrkt:registry:shield-v1

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Trending Models

all-MiniLM-L6-v2

sentence-transformers

249.7M downloads MEDIUM

3 verifications

Qwen3-VL-2B-Instruct

Qwen

187M downloads HIGH

2 verifications

bert-base-uncased

google-bert

114.8M downloads HIGH

2 verifications

ms-marco-MiniLM-L6-v2

cross-encoder

86.3M downloads MEDIUM

2 verifications

bge-small-en-v1.5

BAAI

71M 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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