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AI has to pass through batteries, thermal limits, bandwidth, bills, and privacy. The next competition is delivering good-enough intelligence with less energy and closer to the device.
模型越强，AI 越要面对电池、散热、带宽、账单和隐私。下一阶段的竞争，是让足够好的智能用更少能量、更近的设备交付出来。
Liu Ziming’s argument is not simply to make AI run more experiments, but to turn observation, hypotheses, interventions, and outcomes into a learnable research process.
自动化研究不只是让 agent 多跑实验。刘子明提出的关键在于：把观察、假设、干预与结果变成可积累的研究语言，让模型先学会判断。
2026-08-01 APP 下载榜与收入榜 Top 50
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2026-07-31 APP 下载榜与收入榜 Top 50
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AI will not erase workplace software overnight. It is beginning with the costly handoffs between tools. WorkBuddy, QoderWork, and Codex are competing for the workbench between a request and a usable deliverable.
AI 不会把办公软件一键清空，却会先吞掉人与工具之间最耗时间的搬运。WorkBuddy、QoderWork 与 Codex 正在争夺的，是从一句需求到可交付成果的那张工作台。
2026-07-30 APP 下载榜与收入榜 Top 50
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