A self-recovering multi-core air quality sensor that autonomously detects isolates and restores faulty sensing cores ensuring stable long-term accuracy. With built-in AI-enabled mobile networking capability the sensors mounted on taxis dynamically form a citywide sensing mesh delivering high-resolution real-time pollution data