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Sarah specializes in human-computer interaction and machine learning systems. Over the past decade, she has published over 30 papers on cognitive load optimization and next-generation interface models.
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VR-1 | Property |
|---|---|
Model type | Post-trained cyber reasoning model |
Primary specialization | Multi-domain enterprise attack-chain discovery |
Starting condition | A scoped foothold and a concrete objective |
Operating surfaces | Cloud, identity, runtime, code, CI/CD, SaaS, and organizational context |
Success signal | Execution-verified completion of the objective |
Primary evaluation | IntrusionBench |
Preliminary result (preview) | More than 2× black-box pass@3 over the strongest evaluated frontier baseline |
Trajectory budget | Two-hour wall-clock limit per trajectory, or 250 agent turns (whichever comes first) |
