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Stop guessing. Start moving. The predictive Last-Mile Reliability System reduces commuter anxiety by quantifying uncertainty. Powered by Next.js, Supabase, and PostGIS, we go beyond tracking to predict reliability and heat exposure. Our unique Commuter Stress Score transforms raw data into clear actions: Wait or Walk. We empower Malaysians to master their last mile with data-driven confidence.