This OpenClaw paper shows why agent safety is an execution problem, not just a model problem
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Paper: https://arxiv.org/abs/2604.04759 This OpenClaw paper is one of the clearest signals so far that agent risk is architectural, not just model quality. A few results stood out: - poisoning Capability / Identity / Knowledge pushes attack success from ~24.6% to ~64–74% - even the strongest model still jumps to more than 3x its baseline vulnerability - the strongest defense still leaves Capability-targeted attacks at ~63.8% - file protection blocks ~97% of attacks… but also blocks legitimate...
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