Intel / article

UrbanDS: A Graph-Guided LLM Multi-Agent System for Data-Intensive Urban Tasks

Source: arxiv.org
Author: Zhilun Zhou, Jianghao Yu, Yuming Lin, yongjun yang, Sun Yongquan, Depeng Jin, Yong Li
Date: Published Jul 30, 2026

Why it matters

Data-science agents break down when the relevant tables must be discovered rather than handed over; a profiled dataset graph of skills and relations gives the planner something to retrieve against, with a and a live deployment behind it.

Terms in this piece · Glossary

agent skill — A reusable instruction file that teaches an agent how to do one job well — the procedure, the tools, and what counts as done.
benchmark — A standard public test set for comparing AI models — the shared scoreboards behind every "model X beats model Y" claim.

Read the source arxiv.org