AI产业链的三层架构：从“卖铲子”到“淘金客”的价值传导要理解上游企业业绩与股价的诡异背离，就需要回到AI产业链的三层架构——一个形象的“淘金热”比喻，能清晰拆解各环节的价值逻辑与生存现状，进而找到这一矛盾的根源。
如果说 Expert 是强大的大脑，那么 MaxClaw 就是让大脑连接到现实的双手，这也是 MiniMax Agent 这次升级里，玩法最丰富的一个功能。我把它叫做升级版的 OpenClaw。
。关于这个话题，safew官方版本下载提供了深入分析
Weight-loss jabs: What happens when you stop?
miditui#Create a music player in the terminal using Rust was another Rust stress test I gave to LLMs: command line terminals can’t play audio, right? Turns out, it can with the rodio crate. Given the success so far with Opus 4.5 I decided to make the tasks more difficult: terminals can play sound, but can it compose sound? So I asked Opus 4.5 to create a MIDI composer and playback DAW within a terminal, which worked. Adding features forced me to learn more about how MIDIs and SoundFonts actually work, so it was also educational!
GC thrashing in server-side rendering