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Somewhere in the world, a man is sat behind a computer screen telling a group of strangers his most shameful secret. The story is long, but the details are thin. At ...

过去一年，开源模型的发布节奏已经快到让人麻木。每次发布，伴随的永远是一组跑分、一张能力雷达图，以及几个“超越某某”的结论。 但对于真正手搓本地Agent的人来说，比起它在榜单上排第几，我们更关心一个最朴素的问题：这个模型到底能不能融入现有的工作流？它是否具备可控的本地部署门槛？能否稳定处理多模态混合输入？又能否在一个复杂系统中承担具体的执行任务，而不是仅仅陪人聊天？ 这也是我看Gemma 4-12 ...