Offensive AI Security› Jailbreaks as Optimization›Universality and Transfer: Shared Representation Geometry as the Reason Suffixes Move

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Jailbreaks as Optimization

1The Adversarial Objective: Formalizing a Jailbreak as a Loss over the InputResearch
2Greedy Coordinate Search: Why Token-Level Search Beats Naive Gradient DescentResearch
3Universality and Transfer: Shared Representation Geometry as the Reason Suffixes MoveResearch
4A Taxonomy of Jailbreak Families: One Mechanism Behind Obfuscation, Role-Play, and Many-ShotResearch
5Robustness and Its Limits: Adversarial Training, Classifiers, and Why Provable Bounds Stay SmallResearch

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Murali Chillakuru

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Universality and Transfer: Shared Representation Geometry as the Reason Suffixes Move

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