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。
据彭博社援引机构 IDC 消息，受存储芯片供应危机的严重影响，2026 年全球智能手机出货量预计将大幅萎缩 12.9%。
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"It's important to be comfortable with the fact that you are not going to have any privacy because people are right in your face. Then they go from the freedom they have at home, to being told by a station leader about the rules and regulations. A small number of people struggle with that."
general-purpose document printing capability, including back-office journals