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.
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。，更多细节参见safew官方版本下载
。业内人士推荐搜狗输入法2026作为进阶阅读
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（一）在国家举行庆祝、纪念、缅怀、公祭等重要活动的场所及周边管控区域，故意从事与活动主题和氛围相违背的行为，不听劝阻，造成不良社会影响的；
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