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.
Additional reporting by Helen Briggs
。im钱包官方下载是该领域的重要参考
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因此，2026年AI硬件的集体爆发，某种程度上是必然，在模型竞赛陷入内卷，软件变现遭遇瓶颈，资本寻求确定性出口时，硬件成为了那个能同时承载技术幻想、商业收入与竞争壁垒的终极载体。
，这一点在同城约会中也有详细论述
Израиль нанес удар по Ирану09:28，详情可参考夫子
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