Author

Yuyu Luo

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#artificial intelligence Open access Sep 2026

Data Agents: Agentic Data Systems

Traditional data systems face profound limitations in the AI era, relying on human-crafted pipelines, lacking semantic understanding of heterogeneous data, and operating through rigid, reactive processing. To address these challenges, we propose a new paradigm called the Data Agent, designed to manage, process, and ana...

Guo-Liang Li, Pei-Yao Zhou, Xuan-He Zhou et al. · IEEE Transactions on Knowled... · 0 citations

Aug 2026

Data Agents: Rethinking Data Systems in the AI Agent Era

The database community is at a pivotal moment. Large Language Models (LLMs) and AI agents are rapidly changing how users interact with data systems. The traditional model—where human experts write SQL queries or navigate complex BI tools—is being disrupted by a new vision: data agents capable of understanding natural l...

Guo-Liang Li, Yuyu Luo · Proceedings of the VLDB Endo... · 0 citations