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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.

63-летняя Деми Мур вышла в свет с неожиданной стрижкой17:54

《情感反诈模拟器》遭,详情可参考Line官方版本下载

16 февраля российский посол в Хельсинки Павел Кузнецов заявил, что в адрес посольства России в Финляндии регулярно поступают оскорбления и угрозы, а на дипломатов оказывается психологическое давление. По его словам, это стало практически неотъемлемой частью дипломатической службы в стране.

For content creators, this creates both opportunities and challenges. The opportunity is that appearing in AI-generated responses places your content in a prominent, trusted position that provides context and drives qualified traffic. The challenge is that optimization strategies must adapt to capture this visibility. Content that ranks well in traditional search results won't automatically appear in AI Mode responses without deliberate optimization for how AI systems evaluate and select sources.

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