DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning

In three linesDuMate-DeepResearch is a multi-agent system for deep research built on Qianfan Agent Foundry. It decouples planning from execution, introduces graph-based dynamic planning, recursive two-level execution, and rubric-based test-time optimization. SOTA results: 58.03% on DeepResearch Bench and 61.95% on DeepResearch Bench II.

Summary generated by Claude — human-verified