说个反共识的观察，2026年顶级AI玩家拉开差距的，可能不再是会不会用Claude或GPT。 而是会不会做模型分层。 我跑vibe coding三个月，最近账单顶不住了，一个月Claude Code烧掉小一千刀，开始琢磨这事到底有没有更聪明的玩法。 直到上周OpenRouter上那个匿名的Elephant Alpha揭晓——是蚂蚁百灵的Ling-2.6-flash，配套还开源了一个万亿参数的Ling-2.6-1T。我把这俩接进自己的Hermes Agent里测了三天，结论是这才是真正能跑起来的Agent经济长啥样。 先说体感。 Flash快到反直觉，不是那种一个字一个字蹦的慢输出，是你刚回车，整段带注释的代码已经在屏幕上了，215 tokens/s的体感和Grok 4 Fast一档，但代码可用度高一截。 最离谱的是它的Token账单。同样一个工具调用任务，Flash消耗的token大概是Claude Sonnet的三分之一，Opus的五分之一，跑批量任务时这个差距是肉眼可见的。 256K上下文跨十几个文件改bug稳得像狗，function call、结构化输出、prompt cachi
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x.comRion Wu
说个反共识的观察，2026年顶级AI玩家拉开差距的，可能不再是会不会用Claude或GPT。 而是会不会做模型分层。 我跑vibe coding三个月，最近账单顶不住了，一个月Claude Code
Rion Wu (@rionaifantasy). 45 likes 13 replies. 说个反共识的观察，2026年顶级AI玩家拉开差距的，可能不再是会不会用Claude或GPT。 而是会不会做模型分层。 我跑vibe coding三个月，最近账单顶不住了，一个月Claude Code烧掉小一千刀，开始琢磨这事到底有没有更聪明的玩法 ...
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