نسخة أولية وصول مفتوح
Pay for the Fault, Not the Flow: Label-Free In-Flow Multi-Agent Workflow Optimization
Large language models (LLMs) increasingly construct multi-agent workflows that decompose a complex task and assign specialist agents from a pool. However, building such a workflow well remains challenging: how finely to divide the task, which agent to trust with each subtask, and when to create a new specialist are all …