One of the proxies was satellite imagery—large-scale, slow, and rich. Another was social data: local reports from community apps about potholes and closures. Finally, the company contracted a startup that used acoustic sensors in streetlights to detect drainage blockages. They stitched these layers into a new meta-estimator: a fragility map overlaying the Road Estimator’s predictions. The meta-estimator would add a cost function penalizing routes that concentrated traffic on fragile assets.
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