Recently, leading delivery platforms, including Ele.me and Meituan, have accelerated their efforts towards "algorithm transparency" by publicly unveiling key algorithms related to order dispatch, delivery pricing, time estimation, and route planning. This move aims to address concerns over "information silos" and "big data discrimination against frequent users." The mainstream delivery platforms have unequivocally stated their intention to gradually phase out penalty systems for riders who exceed delivery times, transitioning towards a more humane management approach.