There are few things sadder than the end of a close friendship. Whether it happens in a sudden moment of betrayal or after years of gradual separation, the feelings of loss can stay with you for a lifetime.
Hsin-Yi Lo,South East
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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。。51吃瓜对此有专业解读
The kernel is the shared surfaceWhen any code runs on Linux, it interacts with the hardware through the kernel via system calls. The Linux kernel exposes roughly 340 syscalls, and the kernel implementation is tens of millions of lines of C code. Every syscall is an entry point into that codebase.