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DeepSeek V4 发布时，在技术报告里写的非常真诚：在推理能力上，「落后前沿闭源模型大约 3 到 6 个月」。 而最近两天，我的各个编程交流群里就开始了对 V4 和各家模型进行大量比较、讨论。其中讨论到的国产模型，最多的一个我看下来就是智谱的 ...

AOT编译能够发掘Skill执行过程中，不同粒度的并行机会，包括数据并行（一条指令，多个数据）、指令并行（无依赖的指令并行发射）和线程并行（多个独立的sub-agent，完成不同的子任务），并且生成可并行的DAG工作流图。

DeepSeek 用万亿参数级别的模型验证了昇腾可以承载顶级大模型的推理，这对整个国产算力生态是一针强心剂。国内大厂本就在加大昇腾芯片的采购力度，V4 的成功适配让这个决策有了更充分的技术背书。寒武纪、海光信息等其他国产芯片厂商也会被倒逼着加速自己的大模型适配进度。