苹果发布新款Mac Studio与Mac mini，搭载M6和M5 Ultra芯片，桌面端本地AI算力大幅提升。M6为首款2纳米自研芯片，配备12核CPU、12核GPU，并首次采用双16核神经引擎，强化大语言模型等本地人工智能处理能力。
苹果发布新一代Mac桌面电脑，Mac Mini与Mac Studio升级，主打AI算力跃升。新品首发2纳米M6芯片，CPU/GPU均达12核，首次搭载双16核神经网络引擎；并推出“四Die”架构高性能芯片，推动桌面AI硬件进入新阶段。
Swiftlet 项目利用 Swift + Metal，让 Qwen3-Next 等 MoE 模型在 Mac 上极致瘦身运行：仅常驻小型稠密核心，专家权重存于 SSD 按需流式加载。在 M5 Mac 上，Qwen3.6-35B-A3B 的 4-bit 版仅占 18GB 磁盘，峰值内存 2.6GB，解码速度达 7–11 tok/s。
Qwen3.6系列颠覆本地大模型需妥协的认知。开发者在MacBook Max M5 128GB上实测Qwen3.6 27B，采用8-bit GGUF量化，效率惊人。结论显示它不仅是能用，更是无需牺牲体验、足以满足通用智能需求的强力工具，标志着本地运行大模型进入新阶段。
MCP Cobot Server是一个基于FastMCP的服务器实现，专为M5 MyCobot280协作机器人设计，实现了MCP标准以进行高效的上下文管理。
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