笔者第一次看到豆包手机的演示视频，觉得很神奇 ，为什么豆包手机可以模拟人的操作呢 ？
判断平台是否完成了可持续转型，可以通过一组剪刀差指标观察：一端是单位交易变现率的变化，另一端是供给侧的满意度指标，例如留存率或净推荐值。如果变现率持续上升，而供给侧满意度同步下滑，这种赚钱方式本质上仍是竭泽而渔。只有当两者同时改善，平台的转型才具备长期稳定性。
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UMAP: 2-10x faster than Rust’s fast-umap, 9-30x faster than Python’s umap，这一点在爱思助手下载最新版本中也有详细论述
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Separately, Kalshi has also suspended and fined a politician who was running to be Governor of California. "In May, our Surveillance Department saw an online video by a candidate for Governor of California that appeared to show him trading on his own candidacy," Kalshi says. "We immediately froze his account and opened an investigation. The candidate was initially cooperative and acknowledged that this violated the exchange rules. As a candidate in a race, you can (and probably should) follow and use Kalshi’s market forecast, but you should not trade on it."