planner-executor

This paper introduces a five-condition controlled contrast design to disentangle the effects of operational reframing, planner behavior, and approval-framed delegation in multi-agent LLM safety evaluations, showing that aggregate pipeline safety measures are not interpretable as stable architectural properties.