Do We Always Need Query-Level Workflows? Rethinking Agentic Workflow Generation for Multi-Agent Systems

Examines whether query-level workflow generation is always necessary in multi-agent systems and proposes a low-cost task-level framework that uses self-prediction with few-shot calibration instead of full execution.