蘋果發佈新款Mac Studio與Mac mini，搭載M6和M5 Ultra芯片，桌面端本地AI算力大幅提升。M6爲首款2納米自研芯片，配備12核CPU、12核GPU，並首次採用雙16核神經引擎，強化大語言模型等本地人工智能處理能力。
蘋果發佈新一代Mac桌面電腦，Mac Mini與Mac Studio升級，主打AI算力躍升。新品首發2納米M6芯片，CPU/GPU均達12核，首次搭載雙16核神經網絡引擎；並推出“四Die”架構高性能芯片，推動桌面AI硬件進入新階段。
Swiftlet 項目利用 Swift + Metal，讓 Qwen3-Next 等 MoE 模型在 Mac 上極致瘦身運行：僅常駐小型稠密核心，專家權重存於 SSD 按需流式加載。在 M5 Mac 上，Qwen3.6-35B-A3B 的 4-bit 版僅佔 18GB 磁盤，峯值內存 2.6GB，解碼速度達 7–11 tok/s。
Qwen3.6系列顛覆本地大模型需妥協的認知。開發者在MacBook Max M5 128GB上實測Qwen3.6 27B，採用8-bit GGUF量化，效率驚人。結論顯示它不僅是能用，更是無需犧牲體驗、足以滿足通用智能需求的強力工具，標誌着本地運行大模型進入新階段。
MCP Cobot Server是一個基於FastMCP的服務器實現，專為M5 MyCobot280協作機器人設計，實現了MCP標準以進行高效的上下文管理。
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