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This acceleration requires specifications: precise descriptions of what the software must do. As AI takes over implementation, specification becomes the core engineering discipline. Writing a specification forces clear thinking about what a system must do, what invariants it must maintain, what can go wrong. This is where the real engineering work has always lived. Implementation just used to be louder.。同城约会对此有专业解读
数据不会骗人。2025年，阿里AI资本开支约1200亿，腾讯约1000亿，字节更是高达1600亿。阿里甚至正考虑将未来三年投入AI基建与云计算的预算，从3800亿提升至4800亿。