当AI应用都在「撒钱」时，谁来扛住千亿交互背后的算力大考？

Core Viewpoint - The article discusses the competitive landscape of AI applications during the upcoming Spring Festival, highlighting the significant cash incentives and promotional activities from major companies like Tencent, Baidu, ByteDance, and Alibaba to attract users and showcase their AI capabilities [1][2]. Group 1: Industry Predictions - Data indicates that the interaction volume of mainstream AI applications may exceed 100 billion during the New Year's Eve, with peak concurrent interactions potentially reaching 1 billion per second [2]. Group 2: Infrastructure Challenges - Each AI interaction tests the limits of underlying computational infrastructure, prompting companies to consider what type of computing resources can ensure a smooth user experience during unpredictable traffic peaks [3][4]. Group 3: Case Study of Remy - Remy, a leading 3D content application, successfully scaled its computational resources from hundreds to 1,900 GPU cards within 48 hours to handle a surge of 500,000 users, demonstrating the importance of elastic computing infrastructure [5][11][13]. Group 4: Computational Resource Management - The article emphasizes the need for a shift from static resource reservation to dynamic elastic scheduling in response to fluctuating AI application demands, likening ideal computational supply to a smart power grid that adjusts in real-time [21][22]. Group 5: Benefits of Elastic Computing - The elastic computing model allows companies to pay only for actual usage, ensuring stability during peak periods and reducing costs associated with underutilized resources [24][25]. Group 6: Preparing for Traffic Peaks - As the Spring Festival approaches, AI application providers are encouraged to partner with reliable computational service providers to effectively manage the anticipated surge in user traffic [26][28].