Ring-2.5-1T 的表现：
principal, which is preserved in perpetuity.
，更多细节参见搜狗输入法2026
Not all streaming workloads involve I/O. When your source is in-memory and your transforms are pure functions, async machinery adds overhead without benefit — you're paying for coordination of "waiting" that adds no benefit.
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