This book comprehensively and profoundly analyzes the intrinsic connections of the three major systems of computer, internet, and mobile communication, real-life bottlenecks, and development trends. Based on foreseeing a new information world under conditions of abundant resources, it creatively proposes a theoretical framework for reconstructing core computational and network technologies. The core of this framework involves abandoning the traditional von Neumann architecture and foundational Internet protocols, implementing a new generation of infinitely scalable, pipeline-based heterogeneous network computing architecture to integrate computation, communication, and storage, establish a universal network computing platform for the era of AI, and intelligently allocate bandwidth and computational resources. It will fundamentally break through computational bottlenecks and meet the demands for efficient, real-time, high-concurrency, secure, and reliable network computing. The book also outlines a complete and clear technical roadmap and a progressive and orderly implementation path. From the combination of software and hardware in computing architecture to the transformation of large-scale data centers, from the fusion-based computation of small-scale edge nodes to ultimately achieving a unified network, the dream of an infinitely scalable unified network computer is genuinely realized. The non-Neumann network computing system proposed in this book is a disruptive holistic solution for computer architecture, big data storage, broadband networks, network security, and Internet applications. It involves a structural reorganization of all the aforementioned elements and represents a transitional theoretical breakthrough and innovative design that will potentially alter the operational mode of the information industry in the AI era. The theoretical and technological breakthroughs and the industrial implementation of the non-Neumann system will significantly advance the establishment of China’s strategic core underlying architecture that is independent and controllable.