| 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. | |