CLAIOct 22, 2025

Dingtalk DeepResearch: A Unified Multi Agent Framework for Adaptive Intelligence in Enterprise Environments

arXiv:2510.24760v11 citations
Originality Synthesis-oriented
AI Analysis

This addresses the problem of integrating complex AI tasks for enterprises, though it appears incremental as it builds on existing multi-agent and multimodal approaches.

The authors tackled the challenge of performing deep research, heterogeneous table reasoning, and multimodal report generation in enterprise environments by developing Dingtalk DeepResearch, a unified multi-agent framework, resulting in a system designed for adaptive intelligence in real-world settings.

We present Dingtalk DeepResearch, a unified multi agent intelligence framework for real world enterprise environments, delivering deep research, heterogeneous table reasoning, and multimodal report generation.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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