Recently I've been running local models and constantly pondering a question: when AI truly embeds deeply into trading systems, where exactly is the boundary of efficiency? CoinUp's AI4.0 upgrade this time offers a pretty interesting answer. It's no longer simple feature stacking, but more like an evolution in "perception capability". From intelligent risk control to high-frequency capturing, that kind of millisecond-level response speed,

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