DeepSeek — Field Evidence

Operational Reframing and Approval-Framed Delegation in Multi-Agent LLM Safety — 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 d