KangRouter enhances personalized transportation by ensuring that transport requests and driver/fleet resources are consistently updated and well-organized, utilizing advanced artificial intelligence to optimize cost-efficient operations while allowing for real-time monitoring and swift responses during execution. Every day, a personalized transport service encounters a range of requests that must be fulfilled, with each request typically involving the transportation of one or more passengers between designated origins and destinations, often within fixed pickup and drop-off timeframes, along with additional personalized requirements. To meet these demands, the transport service must allocate specific resources, including drivers and available capacity in shared vehicles, all while navigating various constraints on vehicle and driver availability, such as predetermined work hours and maximum allowable work durations. This systematic approach not only improves efficiency but also enhances the overall customer experience by ensuring timely and reliable transport solutions.