UrbanLLMind: 10k memory-equipped LLM agents simulate a week of real San Francisco movement

anas_ant · x · 2026-09-09

UrbanLLMind, accepted at COLM 2026, simulates a real city (San Francisco) with 10,000 persistent LLM agents featuring memory, social networks, and family dynamics, validated against real travel data.

The study builds on the authors' previous award-winning urban simulation work and tests whether thousands of LLM agents can move through a city like real people over a full week.

Original post →

More from Research

Research channel →