Checkpoints are ZFS snapshots of the container's root filesystem.
其实整体体验下来，尽管官方博客将 Nano Banana 2（Gemini 3.1 Flash Image）吹的天花乱坠，但实际体感中，生成的质量效果和速度并未得到肉眼可见的提升，甚至在部分场景中还不及前代模型。
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The main lesson I learnt from working on these projects is that agents work best when you have approximate knowledge of many things with enough domain expertise to know what should and should not work. Opus 4.5 is good enough to let me finally do side projects where I know precisely what I want but not necessarily how to implement it. These specific projects aren’t the Next Big Thing™ that justifies the existence of an industry taking billions of dollars in venture capital, but they make my life better and since they are open-sourced, hopefully they make someone else’s life better. However, I still wanted to push agents to do more impactful things in an area that might be more worth it.
Thanks for reading — it means a lot.
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I hadn't paid for advertising. I hadn't done any special promotion. The AI simply decided my content was the best answer to that question and served it to the user. This wasn't luck or a fluke. When I tested the same query in Perplexity, the same thing happened. My website ranked at the top of AI-generated responses, pulling in free traffic directly from AI models that millions of people now use as their primary search tool.。搜狗输入法2026是该领域的重要参考
2月13日，台灣與美國正式簽署「台美對等貿易協定」，內容包括要求台灣接軌國際勞動規範。台灣勞動部指出，未來將修法禁止留置勞工身分證件，並在三年內落實禁止製造業及漁撈業移工支付招募費。