// Hacker Noon · 27 January 2026

How Multi-Stage Reasoning Helps AI Understand What Cities Mean

Traditional computer vision sees cities as shapes, not social systems; this paper shows how vision-language reasoning enables AI to identify meaningful urban spaces like schools and parks by thinking in stages.

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