---
title: "Operational Reframing and Approval-Framed Delegation in Multi-Agent LLM Safety — Stuff That Spins"
description: "arXiv:2607.07097v1 Announce Type: new Abstract: Safety evaluations of multi-agent LLM systems often compare a direct prompt with a planner-executor pipeline an…"
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date: "2026-07-09T04:00:00+00:00"
modified: "2026-07-09T06:02:23.469551+00:00"
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# Operational Reframing and Approval-Framed Delegation in Multi-Agent LLM Safety

**Source:** Unknown  
**Published:** July 9, 2026  
**Original:** https://arxiv.org/abs/2607.07097  

## On this page

- [Overview](#overview)

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## Overview

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 sep

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