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The current report is Guarded Minimum-Step Steering for Shutdown Responses: A Small-Model Case Study. It evaluates a fixed classifier and Shutdown Response Vector with a conservative probe-and-select policy on Qwen3.5-0.8B.

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Paper · Repository

This is the first study in a planned series. The scientific report covers the latest guarded policy and its unsteered reference. Older artifacts remain as audit dependencies, not additional reported results.

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Study branches, reproduction tags and release packages

Research 2: LoRA teacher, Jev gating and adaptive activation steering

Research 3: Databricks layout, Bronze datasets and reproduction