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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2026年的养老市场正经历从“生存型需求”向“发展型需求”的范式转移。新一代银发族不再仅仅满足于基础的医疗与护理，而是展现出强烈的“兴趣社交”、“情感陪伴”及“价值实现”需求 [4, 37]。
HDBSCAN (clustering algorithm): 23-100x faster than the hdbscan Rust crate, 3x-10x faster than Python’s hdbscan。雷电模拟器官方版本下载对此有专业解读