Operational Reframing and Approval-Framed Delegation in Multi-Agent LLM Safety
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arXiv:2607.07097v1 Announce Type: new Abstract: Safety evaluations of multi-agent LLM systems often compare a direct prompt with a planner-executor pipeline and report the difference as a single "pipeline effect." We argue that this aggregate is difficult to interpret because it conflates three mechanisms: harmful intent may be reframed as plausible operational work, the planner may refuse or transform the request, and the executor may act under delegation prompts implying prior approval. To…
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Research breakthroughs often arrive in products months later—early signals matter for strategy. arXiv cs.AI reports that operational Reframing and Approval-Framed Delegation in Multi-Agent LLM Safety
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