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A constraint-based oversight system can boost vulnerability detection in coding agents from 54.5% to 90.9%, making human review more efficient and secure.
Identifying multi-dimensional refusal subspaces in LLMs can be done in seconds, unlocking new avenues for safety and interpretability without the computational burden.
