Security research models, measured.

Curated detection-engineering, malware-analysis and threat-intel models.

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Nemotron 3 Nano 30B-A3B

NVIDIA hybrid MoE

30B-A3B · policy-bypass research · Q4_K_M

NVIDIA's Nemotron 3 Nano 30B-A3B - a hybrid Mamba/Transformer MoE (arch nemotron_h, ~3B active per token) and one of the most-downloaded open models on HuggingFace. Featured here alongside NR Labs' published research showing a system prompt can override its v3 policy controls; the base model is served with its own guardrails, and that finding is documented on this page as security research.

128K ctx
$0.15 in · $0.60 out
per Mtok · Available
Model catalog — measured, not marketed · AdversariaLLM