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.
（二）在车辆、行人通行的地方施工，对沟井坎穴不设覆盖物、防围和警示标志的，或者故意损毁、移动覆盖物、防围和警示标志的；
我们先测试了 Landing Page Builder 专家。输入需求：「我要给初中生做一个五代十国历史的网页，得让他们真的能听进去，内容翔实有考据，一节课 45 分钟的内容。要解释清楚、配图到位、动效得当、沉浸感强，举的例子能让他们产生共鸣，再加几道题检验下理解程度。」，详情可参考一键获取谷歌浏览器下载
algorithm to calculate an "intermediate PIN" from it. The "intermediate pin"。旺商聊官方下载是该领域的重要参考
15:45, 27 февраля 2026Силовые структуры
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