Instructions to use macmacmacmac/Sev-4B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use macmacmacmac/Sev-4B with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
File size: 1,027 Bytes
a1824ae 8c19e93 a1824ae 8c19e93 a1824ae | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 | Sev security-evidence research releases
Sev is derived from Kev, Copyright 2026 Jared Palmer, under Apache-2.0.
Sev research additions are Copyright 2026 the Sev contributors.
The Qwen3.5 base model is provided by the Qwen team under Apache-2.0.
The v0.2.0 SwarmTraces adapter continues the Sev native security curriculum,
whose parent is the pinned jaredpalmer/kev-4b checkpoint. The older v0.1.0
synthetic actor-origin adapter remains a separate historical release.
The Apache-2.0 source/model license does not relicense third-party datasets.
Training sources include SwarmTraces, OTRF Security-Datasets, ExCyTIn,
Microsoft GUIDE, public classification replay, and authored Kev rules.
Each source retains its own notices and terms. No upstream SwarmTraces
dataset license declaration was located. A model/source license is not a
grant to redistribute third-party training artifacts.
Original behavioral simulator records, used in the historical v0.1.0 branch,
use CC BY 4.0 as described in research/collector/DATA_LICENSE.
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