How Multi-Stage Reasoning Helps AI Understand What Cities Mean

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How a new vision-language AI uses multi-stage reasoning to identify schools, parks, and hospitals—going beyond pixels to understand cities.
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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.