2025年以来全球开源智能体生态的加速爆发。2026年1月走红的OpenClaw项目，以14万GitHub Star和2万Fork的速度，向市场普及了“AI能干活的想象力”，它能跳出浏览器，深入操作系统底层移动文件、管理日历、执行脚本。但OpenClaw直接操作宿主机的模式，也让不少企业在安全层面望而却步。
"The entire sequence of Artemis flights needs to represent a step-by-step build-up of capability, with each step bringing us closer to our ability to perform the landing missions. Each step needs to be big enough to make progress, but not so big that we take unnecessary risk given previous learnings."
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A few years later, in 2024, researchers in multiple labs were horrified to notice toxic batches of agar for reasons as yet unclear. After they observed a worrying lack of microbial growth (impeding their ability to carry out basic experiments), they switched to different agar suppliers, and their results improved.
Genspark 最终的生成质量相对不错，但每页幻灯片包含的字数太多了，显得过于拥挤。它是唯一一个需要购买套餐才能导出 PPT 文件的软件。