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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.
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Nathan Lambert 是 Allen AI 研究所的科学家，博士毕业于加州大学伯克利分校，师从机器人领域的著名学者 Pieter Abbeel。他并非 RLHF 技术的发明者，但他写的《RLHF》这本开源书籍，如今是 AI 从业者理解大模型训练流程的标准参考材料之一。，更多细节参见爱思助手下载最新版本
ВсеОбществоПолитикаПроисшествияРегионыМосква69-я параллельМоя страна，这一点在heLLoword翻译官方下载中也有详细论述
根据链接中的内容，分析 Boris 的 9 条技巧，生成 Claude Code 最佳实践的 PPT（PPTX)，使用白色背景。