简单来说，通过 1:7 的 MLA + Lightning Linear 结构，Ring-2.5-1T 在保证万亿参数（激活参数 63B）强大表达能力的同时，将访存规模降低了 10 倍以上，生成吞吐提升了 3 倍。这意味着什么？意味着在处理**超长上下文（Long Context）和深度思考（Reasoning）**任务时，它能像“闪电”一样快，同时保持极高的逻辑严谨性。
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"Bad Idea Right?" by Olivia Rodrigo (Episode 4)
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With a built-in lightbar, a three-mode camping light that packs into the top of the power station, 768Wh and 1200W rated power, and enough ports to plug in up to 10 devices at once, the Solix C800x makes a great companion for off-grid living. You can charge it up with a traditional outlet, a solar panel (sold separately), or a car port for convenience. And since it's just 24 pounds, it's easy to take with you on the move.
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