Parameter Counting
His thesis at the Navy Academy was in the unheard-of topic of liquid-fuel engines. After graduation, he hoped to specialise in this pioneering new technology.
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Фото: Roman Naumov / Global Look Press
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。
Prof Carissa Véliz of the Institute for Ethics in AI at Oxford University said trusting a firm to keep its word about how it uses sensitive data was another challenge.