[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"topic-zh--xiaomi-mimo-v25-pro-coding-":3},{"cluster":4,"timeline":17},{"id":5,"slug":6,"title":7,"pinned":8,"status":9,"summary":10,"category":11,"language":12,"created_at":13,"merged_into":14,"article_count":15,"first_seen_at":13,"last_updated_at":16},"0ccb5d2e-69f1-4354-a3e0-cb370221cd95","-xiaomi-mimo-v25-pro-coding-","為什麼 Xiaomi 的 MiMo-V2.5-Pro 改變的是 Coding …",false,"active","MiMo-V2.5-Pro 的重點不在聊天能力，而在長時間、重工具呼叫的 coding agent 工作；它代表 AI 競爭焦點正從會說話，轉向能把任務做完。","model-release","zh","2026-05-13T16:30:30.15635+00:00",null,123,"2026-07-17T12:40:00.07888+00:00",[18,25,32,39,46,53,60,67,74,81,88,95,102,109,116,123,130,137,144,151,158,165,172,179,186,193,200,207,214,221,228,235,242,249,256,263,270,277,284,291,298,305,312,319,326,333,340,347,354,361],{"id":19,"slug":20,"title":21,"summary":22,"category":11,"image_url":23,"cover_image":23,"published_at":24,"is_canonical_seed":8},"98e69dcf-3061-407f-b821-e37370180463","gpt-5-6-three-variants-lower-token-costs-zh","GPT-5.6 三版本登場，Token 成本更低","OpenAI 推出 GPT-5.6 三個版本，主打更低 Token 成本與更強的寫碼、終端機表現，也把價格梯度做得很清楚。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1784282584596-z26c.png","2026-07-17T10:02:36.251+00:00",{"id":26,"slug":27,"title":28,"summary":29,"category":11,"image_url":30,"cover_image":30,"published_at":31,"is_canonical_seed":8},"0b89c453-80d5-4b7e-b183-d274c1907a0b","gpt-56-sol-terra-luna-digitalocean-ai-zh","GPT-5.6 三模型上線 DigitalOcean","DigitalOcean 把 OpenAI GPT-5.6 的 Sol、Terra、Luna 接入 Serverless Inference，開發者可在同一雲後端按任務切換模型與推理強度。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1784273583159-7xfk.png","2026-07-17T07:32:36.342+00:00",{"id":33,"slug":34,"title":35,"summary":36,"category":11,"image_url":37,"cover_image":37,"published_at":38,"is_canonical_seed":8},"ebc46a87-604e-4ac4-b890-44acd40b130f","gpt-5-6-luna-terra-sol-release-zh","GPT-5.6 三模型上線：Luna、Terra、Sol","OpenAI 在 2026\u002F7\u002F9 推出 GPT-5.6 三款模型，Sol 在 Agents’ Last Exam 拿到 53.6，並加入工具呼叫與 subagents API。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783971158573-meez.png","2026-07-13T19:32:15.246+00:00",{"id":40,"slug":41,"title":42,"summary":43,"category":11,"image_url":44,"cover_image":44,"published_at":45,"is_canonical_seed":8},"24833429-1179-4849-aa05-282db79cd17d","gpt-56-benchmarks-sol-coding-cost-zh","GPT-5.6 三層定價，Sol 先拿下編碼榜","Artificial Analysis 評測 GPT-5.6 Sol、Terra、Luna，Sol 在編碼測試領先，智能分數逼近 Claude Fable 5，並加入 cache-write 計價。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783967561934-kysp.png","2026-07-13T18:32:16.393+00:00",{"id":47,"slug":48,"title":49,"summary":50,"category":11,"image_url":51,"cover_image":51,"published_at":52,"is_canonical_seed":8},"e2712f87-9ae9-4440-bef6-cd2c3d5f2343","mistral-small-2603-pricing-context-benchmarks-zh","Mistral Small 2603：256K 上下文很能打","Mistral Small 2603 把 256K context、每百萬 input $0.15、output $0.60 放在一起，適合長文件、工具呼叫與結構化輸出，但科學與推理基準仍有明顯天花板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783018990238-oknm.png","2026-07-02T19:02:34.773+00:00",{"id":54,"slug":55,"title":56,"summary":57,"category":11,"image_url":58,"cover_image":58,"published_at":59,"is_canonical_seed":8},"a6c3f8d1-2698-4d18-af61-2c813605d1ab","doubao-seed-21-pro-agent-balanced-winner-zh","豆包 Seed 2.1 Pro 不是追赶者，而是 Agent 时代的均衡強者","我認為 Doubao Seed 2.1 Pro 已經不是單點追分的追趕者，而是能在多模態、推理、Coding 與 Agent 工作流中穩定交付的均衡型主力模型。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782910972725-cj17.png","2026-07-01T13:02:26.075+00:00",{"id":61,"slug":62,"title":63,"summary":64,"category":11,"image_url":65,"cover_image":65,"published_at":66,"is_canonical_seed":8},"7008aa9b-ddde-48eb-9702-7ab59a4278ef","ace-step-15-local-music-generation-product-zh","ACE-Step 1.5 證明本地音樂生成已經是產品，不是 demo","ACE-Step 1.5 證明本地音樂生成已經足夠成熟，能在速度、隱私與可控性上挑戰不少商業雲端工具。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782853373095-1hod.png","2026-06-30T21:02:21.555+00:00",{"id":68,"slug":69,"title":70,"summary":71,"category":11,"image_url":72,"cover_image":72,"published_at":73,"is_canonical_seed":8},"994e873c-330f-4f5d-9884-3d0aa4da6401","sora-30-seat-electric-aircraft-vtol-tests-zh","Sora 30座電動機首輪VTOL測試過關","Sora Aviation 完成 30 座 S-1 電動機的縮尺 VTOL 測試，下一步是 2028 年全尺寸原型首飛。這篇整理測試重點、技術難度、競品差異與商業化風險。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782840783244-971n.png","2026-06-30T17:32:31.988+00:00",{"id":75,"slug":76,"title":77,"summary":78,"category":11,"image_url":79,"cover_image":79,"published_at":80,"is_canonical_seed":8},"4c695cb3-da7c-494f-b36f-d184efae3cf0","anthropic-claude-tag-slack-ai-coworker-zh","Claude Tag 把 Slack 變成 AI 同事","Anthropic 推出 Claude Tag 測試版，讓 Claude 進駐 Slack 當長駐同事，並預告 Sonnet 5 與身分驗證機制。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782802983792-5qek.png","2026-06-30T07:02:32.871+00:00",{"id":82,"slug":83,"title":84,"summary":85,"category":11,"image_url":86,"cover_image":86,"published_at":87,"is_canonical_seed":8},"76ca309d-9b8f-4595-a732-8cdb801b25e1","openai-jalapeno-threatens-nvidia-realistically-zh","OpenAI自研芯片不是秀肌肉，而是英伟达的真实威胁","OpenAI的首颗自研推理芯片Jalapeño不是公关展示，而是英伟达定价权开始松动的信号，因為推理成本、供應鏈與議價權都在被重新分配。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782793064557-8hyd.png","2026-06-30T04:17:21.5+00:00",{"id":89,"slug":90,"title":91,"summary":92,"category":11,"image_url":93,"cover_image":93,"published_at":94,"is_canonical_seed":8},"6ec6c861-8bc8-4d40-a0bd-b46389e31030","k3s-v1-34-9-kubernetes-1-34-9-release-zh","K3s v1.34.9 更新重點整理","K3s v1.34.9+k3s1 跟進 Kubernetes 1.34.9，並更新 Traefik、containerd、CoreDNS 等元件。這次是維運型更新，但 Traefik 介接名稱變更，升級前要先檢查設定。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782781393060-r0zj.png","2026-06-30T01:02:51.483+00:00",{"id":96,"slug":97,"title":98,"summary":99,"category":11,"image_url":100,"cover_image":100,"published_at":101,"is_canonical_seed":8},"cfb68e08-fe4e-49f6-b449-e566faf56311","kimi-2-7-price-coding-benchmark-zh","Kimi 2.7 讓價格成為真正的寫碼基準","對多數寫碼團隊來說，Kimi 2.7 比 Claude Fable 5 更值得買，因為價格與可擴用性才是實際採購基準。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782746270225-tcs9.png","2026-06-29T15:17:24.305+00:00",{"id":103,"slug":104,"title":105,"summary":106,"category":11,"image_url":107,"cover_image":107,"published_at":108,"is_canonical_seed":8},"ca1e6960-10e7-4fa7-949f-c5991c99fc7e","kimi-k26-open-source-coding-agentic-ai-benchmarks-zh","Kimi K2.6 登頂程式與代理式 AI 基準","Moonshot AI 在 2026-06-26 發布 Kimi K2.6，主打 262,144 token 長上下文、300 子代理與 4,000 步協作，並在多項程式與代理式基準拿下高分。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782739078329-qvne.png","2026-06-29T13:17:26.522+00:00",{"id":110,"slug":111,"title":112,"summary":113,"category":11,"image_url":114,"cover_image":114,"published_at":115,"is_canonical_seed":8},"edf8e66b-c717-4cc1-b15a-96839bb7bbcf","llama-legends-380-season-3-heroes-raids-zh","Llama Legends 3.8.0 推出 Season 3 英雄與突襲","Llama Legends 3.8.0 加入 100 張英雄卡、12 個成就、4 個突襲王與 Atlas Ancient 卡，還有 Work Llama 客製化與免費序號。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782711179415-qurv.png","2026-06-29T05:32:32.719+00:00",{"id":117,"slug":118,"title":119,"summary":120,"category":11,"image_url":121,"cover_image":121,"published_at":122,"is_canonical_seed":8},"88d353ca-468b-4774-922d-ef0cbc2edd68","omlx-045-dev1-glm52-minimax-m3-speedups-zh","oMLX 0.4.5.dev1 讓長上下文更快","oMLX 0.4.5.dev1 為 GLM-5.2 和 MiniMax M3 加入自訂 kernel，長上下文 prefill 明顯加速，也修掉 cache 與 benchmark 載入問題。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782709372375-25nm.png","2026-06-29T05:02:28.331+00:00",{"id":124,"slug":125,"title":126,"summary":127,"category":11,"image_url":128,"cover_image":128,"published_at":129,"is_canonical_seed":8},"e6ae84b6-4e55-4ab2-a1cf-4a08e23cbc77","grok-45-private-beta-tesla-spacex-zh","Grok 4.5 先進 Tesla 和 SpaceX 內測","xAI 的 Grok 4.5 已在 Tesla 和 SpaceX 進入私有測試。這是首次已知的內部部署，重點在於先拿真實工作流程驗證模型。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782687769532-te5b.png","2026-06-28T23:02:22.906+00:00",{"id":131,"slug":132,"title":133,"summary":134,"category":11,"image_url":135,"cover_image":135,"published_at":136,"is_canonical_seed":8},"186b266a-5b45-4bd4-85a4-5fa62fcc50dc","google-openrl-llm-fine-tuning-kubernetes-zh","Google OpenRL 把 RL 細調搬上 Kubernetes","Google OpenRL 讓團隊在自己的 Kubernetes 叢集上做 LLM post-training 與 fine-tuning，重點是把研究流程和基礎架構拆開，減少 RL 迭代時的雜務。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782572576166-gzxw.png","2026-06-27T15:02:27.028+00:00",{"id":138,"slug":139,"title":140,"summary":141,"category":11,"image_url":142,"cover_image":142,"published_at":143,"is_canonical_seed":8},"9258a3d6-b70c-493d-84b9-c791df86f495","diffusiongemma-runs-fast-on-nvidia-rtx-dgx-zh","DiffusionGemma 在 RTX 與 DGX 跑很快","DiffusionGemma 改用平行生成文字，NVIDIA 稱它在 RTX、RTX PRO 與 DGX 上可更快跑本地推論，單機互動體驗更順。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782570778712-u643.png","2026-06-27T14:32:34.427+00:00",{"id":145,"slug":146,"title":147,"summary":148,"category":11,"image_url":149,"cover_image":149,"published_at":150,"is_canonical_seed":8},"1f01e408-91a8-4d9b-839d-57e751bd646f","glm-52-beats-gpt-55-coding-benchmarks-zh","GLM-5.2 用更低成本打贏 GPT-5.5","Z.ai 的 GLM-5.2 在多項 coding benchmark 上贏過 GPT-5.5，還主打只有約 1\u002F6 成本。這篇整理分數、成本、開放權重優勢，看看它對 coding agent 市場的壓力有多大。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782564470376-xtcx.png","2026-06-27T12:47:27.321+00:00",{"id":152,"slug":153,"title":154,"summary":155,"category":11,"image_url":156,"cover_image":156,"published_at":157,"is_canonical_seed":8},"611bdb86-e048-42b1-8bc5-c1adbd7fdcd9","openai-gpt-56-rollout-us-request-zh","OpenAI 收緊 GPT-5.6 上線節奏","OpenAI 先讓可信合作夥伴測試 GPT-5.6 Sol、Terra、Luna，再擴大開放。這次延後不只是產品排程，也反映美國政府開始介入前沿 AI 上線流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782555471713-w9pw.png","2026-06-27T10:17:28.501+00:00",{"id":159,"slug":160,"title":161,"summary":162,"category":11,"image_url":163,"cover_image":163,"published_at":164,"is_canonical_seed":8},"a5eb3216-fbe6-49cd-b61c-12106c736ac9","ubuntu-2610-snapshot-2-gnome-50-kernel-70-zh","Ubuntu 26.10 Snapshot 2 進入測試期","Ubuntu 26.10 Snapshot 2 已開放測試，現階段維持 Linux kernel 7.0 與 GNOME 50，後續預計升到 kernel 7.2、GNOME 51 和 Mesa 26.2。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782536575342-rok4.png","2026-06-27T05:02:30.394+00:00",{"id":166,"slug":167,"title":168,"summary":169,"category":11,"image_url":170,"cover_image":170,"published_at":171,"is_canonical_seed":8},"b4235bcf-4a42-4316-9b4c-2c32107a19f8","claude-fable-5-mythos-5-launch-1m-context-pricing-zh","Claude Fable 5 上線：1M 上下文、$10\u002F$50","Anthropic 推出 Claude Fable 5 與限量版 Mythos 5，主打 1M token 上下文、128k 輸出與新的 refusal 流程，開發者要同步調整錯誤處理與計費邏輯。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782518557709-jnuk.png","2026-06-27T00:02:12.901+00:00",{"id":173,"slug":174,"title":175,"summary":176,"category":11,"image_url":177,"cover_image":177,"published_at":178,"is_canonical_seed":8},"13b2fd22-f79c-4d89-9e07-ff3e4e93a3b7","xiaomi-mimo-v2-5-pro-pricing-benchmarks-limits-zh","小米 MiMo-V2.5-Pro：價格、評測與限制","小米 MiMo-V2.5-Pro 是一款 text-only 模型，主打 1M token 長上下文、程式碼與 agent 工作，價格落在中段，適合大型文件與多步驟任務。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782418680214-v5t9.png","2026-06-25T20:17:35.566+00:00",{"id":180,"slug":181,"title":182,"summary":183,"category":11,"image_url":184,"cover_image":184,"published_at":185,"is_canonical_seed":8},"aaf20836-acd9-42ef-b247-481d82e6a26d","minimax-m3-open-weight-frontier-models-matter-zh","MiniMax M3 證明開放權重前沿模型已經重要","MiniMax M3 顯示開放權重模型已能在程式碼、代理、長上下文與多模態上，和前沿閉源模型正面競爭。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782388970243-o5tn.png","2026-06-25T12:02:23.499+00:00",{"id":187,"slug":188,"title":189,"summary":190,"category":11,"image_url":191,"cover_image":191,"published_at":192,"is_canonical_seed":8},"1487ada8-3c43-4394-8028-80b7bee65847","openai-sora-hardware-enterprise-video-zh","OpenAI Sora 企業硬體瞄準影片工作流","OpenAI 傳出把 Sora 做成企業硬體，主打本地生成影片。售價 2,499 美元，規格含 32GB RAM、1TB 儲存與 4K OLED，鎖定工作室、代理商與重視資料保密的團隊。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782382687058-rua9.png","2026-06-25T10:17:39.081+00:00",{"id":194,"slug":195,"title":196,"summary":197,"category":11,"image_url":198,"cover_image":198,"published_at":199,"is_canonical_seed":8},"0d8d32ec-f0af-425f-923c-c10003508d27","openai-gpt-56-release-week-1500000-context-zh","GPT-5.6 這週可能登場","OpenAI 傳出本週可能推出 GPT-5.6，重點是 150 萬 token 上下文與接近 90% 的市場押注。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782378197347-yz1l.png","2026-06-25T09:02:39.991+00:00",{"id":201,"slug":202,"title":203,"summary":204,"category":11,"image_url":205,"cover_image":205,"published_at":206,"is_canonical_seed":8},"b35253ea-2560-4946-b07c-d88453dc865c","gpt-56-rumors-2m-context-coding-gains-zh","GPT-5.6 傳聞：2M 上下文與寫碼升級","傳聞指 \u003Ca href=\"https:\u002F\u002Fopenai.com\" target=\"_blank\" rel=\"noopener\">OpenAI\u003C\u002Fa> 可能在 6 月 25 日推出 GPT-5.6，主打 200 萬 token 上下文、agentic coding 與更低定價，直接對上 \u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\" target=\"_blank\" rel=\"noopener\">Anthropic\u003C\u002Fa>。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782248567342-p2kg.png","2026-06-23T21:02:23.18+00:00",{"id":208,"slug":209,"title":210,"summary":211,"category":11,"image_url":212,"cover_image":212,"published_at":213,"is_canonical_seed":8},"8b0b6a07-b173-42ab-883a-77d720808276","kimi-long-context-models-moonshot-ai-zh","Kimi 的長上下文一路加大","Moonshot AI 的 Kimi 從長上下文聊天機器人，走到 agent 與 1T 參數模型。Kimi K2.5 在 2026 年 1 月登場，也把產品線推到更複雜的階段。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782231484525-xqgo.png","2026-06-23T16:17:38+00:00",{"id":215,"slug":216,"title":217,"summary":218,"category":11,"image_url":219,"cover_image":219,"published_at":220,"is_canonical_seed":8},"af2a4196-8fef-4d27-acf9-674c2c901bb7","midjourney-medical-60-second-body-scan-claim-zh","Midjourney Medical 的 60 秒掃描，還沒到臨床","Midjourney Medical 宣稱 60 秒可完成全身超音波掃描，但目前只有概念展示、合作傳聞與監管空窗，臨床證據還不夠。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782182888214-3tmt.png","2026-06-23T02:47:37.701+00:00",{"id":222,"slug":223,"title":224,"summary":225,"category":11,"image_url":226,"cover_image":226,"published_at":227,"is_canonical_seed":8},"8d0595e5-788b-417c-a309-15d00e4558b8","glm-5-2-open-source-1m-context-long-tasks-zh","GLM-5.2 開源：1M 上下文上線","智譜開源 GLM-5.2，主打 1M 上下文、Coding 與長程任務，並同步開放 API、Hugging Face、ModelScope 與多種推理框架接入。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782065872389-e3e7.png","2026-06-21T18:17:26.045+00:00",{"id":229,"slug":230,"title":231,"summary":232,"category":11,"image_url":233,"cover_image":233,"published_at":234,"is_canonical_seed":8},"e64f73a5-2832-464c-a70b-13de61872630","apple-intelligence-ai-everyday-experiences-zh","Apple 把 AI 直接塞進日常 App","Apple 2026 的 Apple Intelligence 把 AI 放進 Photos、Safari、Passwords、Messages 和 Siri，主打裝置端隱私、日常任務與更實用的系統整合。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782012781803-ghel.png","2026-06-21T03:32:34.367+00:00",{"id":236,"slug":237,"title":238,"summary":239,"category":11,"image_url":240,"cover_image":240,"published_at":241,"is_canonical_seed":8},"a419fc45-bd6c-4ce2-a2ef-2a0467f6c02d","kimi-k27-code-highspeed-mode-skips-benchmarks-zh","Kimi K2.7-Code 主打快，但證據還不夠","Moonshot 的 Kimi K2.7-Code 加了 HighSpeed Mode，主打更快、Token 更省，但目前只有官方 benchmark 能支撐這些說法。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781795889545-t5hx.png","2026-06-18T15:17:40.934+00:00",{"id":243,"slug":244,"title":245,"summary":246,"category":11,"image_url":247,"cover_image":247,"published_at":248,"is_canonical_seed":8},"2495916e-6109-4bd6-a948-f118ebd948ca","kimi-k27-whats-new-and-how-to-run-it-zh","Kimi K2.7 上線與驗證清單","這篇教你確認 Kimi K2.7 模型 ID、做 A\u002FB 測試，並把它接進現有 agent 工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781791368143-oe0k.png","2026-06-18T14:02:24.867+00:00",{"id":250,"slug":251,"title":252,"summary":253,"category":11,"image_url":254,"cover_image":254,"published_at":255,"is_canonical_seed":8},"98c49728-7b3d-4f35-8835-4bfeddb0aa12","linux-kernel-7-1-fred-ntfs-amd-fixes-zh","Linux 7.1 上線：FRED、NTFS、AMD 一次補齊","Linux Kernel 7.1 帶來預設啟用的 FRED、新 NTFS 驅動、AMD 電源管理調整與 12 顆新 SoC 支援，重點落在硬體相容與效能調校。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781787771307-ptmn.png","2026-06-18T13:02:24.605+00:00",{"id":257,"slug":258,"title":259,"summary":260,"category":11,"image_url":261,"cover_image":261,"published_at":262,"is_canonical_seed":8},"9ff13e71-8310-491e-8564-75de9520a3ea","fable-5-drew-rare-praise-ai-voices-zh","Fable 5 為何引發 AI 圈關注","Ethan Mollick 和 Andrej Karpathy 對 Fable 5 給出少見好評，讓這個模型立刻進入 AI 圈焦點。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781748177844-sx21.png","2026-06-18T02:02:30.65+00:00",{"id":264,"slug":265,"title":266,"summary":267,"category":11,"image_url":268,"cover_image":268,"published_at":269,"is_canonical_seed":8},"1a90c708-48c0-4e89-a0b5-8f8b6d4b05e9","devin-pricing-june-2026-plans-limits-zh","Devin 2026 年 6 月定價拆解","Devin 目前從 20 美元起跳，Team 方案 500 美元，Enterprise 則走客製報價。這篇整理各方案限制、功能差異，還有它對工程團隊值不值得買。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781735572958-8i40.png","2026-06-17T22:32:27.665+00:00",{"id":271,"slug":272,"title":273,"summary":274,"category":11,"image_url":275,"cover_image":275,"published_at":276,"is_canonical_seed":8},"976800ba-7c59-4890-a17c-866a751f4f61","self-host-minimax-m3-gpu-cloud-zh","MiniMax M3 自架 GPU 雲部署分析","MiniMax M3 有 229.9B MoE 權重、1M context 和多模態輸出，但要自架就得準備很大的 GPU 記憶體與成本。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781716686607-r9gm.png","2026-06-17T17:17:35.319+00:00",{"id":278,"slug":279,"title":280,"summary":281,"category":11,"image_url":282,"cover_image":282,"published_at":283,"is_canonical_seed":8},"b07f3920-ad8d-4da9-bdd8-c95ade95fecb","kimi-k2-7-code-api-kimi-code-first-zh","Kimi K2.7 Code 應先上 API 與 Kimi Code，而不是等…","Kimi K2.7 Code 應優先透過 Kimi API 與 Kimi Code 上線，因為它已經具備可用入口、穩定成本與更適合編程工作流的能力，不必等生態成熟才開始導入。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781631185021-pphd.png","2026-06-16T17:32:22.494+00:00",{"id":285,"slug":286,"title":287,"summary":288,"category":11,"image_url":289,"cover_image":289,"published_at":290,"is_canonical_seed":8},"9c95f760-31c5-4941-8c2e-326e84ebb1df","openai-5-6-model-significant-improvements-zh","OpenAI 5.6 可能比 5.5 強很多","OpenAI 正在準備內部代號 5.6 的新模型。Jakub Pachocki 對員工表示，它應該會比 GPT-5.5 強很多，重點會落在實際表現而不是新名字。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781460175869-asr5.png","2026-06-14T18:02:29.75+00:00",{"id":292,"slug":293,"title":294,"summary":295,"category":11,"image_url":296,"cover_image":296,"published_at":297,"is_canonical_seed":8},"d8a1caad-1c20-4ee8-b8d2-72930280631a","glm-52-open-frontier-ai-for-developers-zh","GLM-5.2把前沿模型变成工具","我拆解GLM-5.2全量开放背后的开发者信号，并给你一份可直接改用的模型选型模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781442214340-50f5.png","2026-06-14T13:03:02.853+00:00",{"id":299,"slug":300,"title":301,"summary":302,"category":11,"image_url":303,"cover_image":303,"published_at":304,"is_canonical_seed":8},"301217b7-5b7f-43ae-8696-f7594351873e","openai-files-ipo-paperwork-scrutiny-grows-zh","OpenAI 準備 IPO，監管壓力同步升高","OpenAI 已提交保密 IPO 文件，同時面臨多州檢方對用戶傷害的調查。這代表它正往公開市場前進，但也得面對更嚴格的財務揭露與監管檢視。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781427773647-ad0o.png","2026-06-14T09:02:24.752+00:00",{"id":306,"slug":307,"title":308,"summary":309,"category":11,"image_url":310,"cover_image":310,"published_at":311,"is_canonical_seed":8},"f26334ab-dd8b-49c2-a49e-7fc376200f2b","microsoft-bets-on-controllable-domain-tuned-models-zh","微軟押注可控、領域調校模型，而不是更大的通用模型","微軟正在把 AI 堆疊的重心，從通用大模型轉向可控、領域調校的小型模型，因為真正的企業價值來自部署、成本與治理，而不是 demo 的震撼感。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781331468190-ymfp.png","2026-06-13T06:17:20.303+00:00",{"id":313,"slug":314,"title":315,"summary":316,"category":11,"image_url":317,"cover_image":317,"published_at":318,"is_canonical_seed":8},"eaafd0fe-cb56-40cd-80f8-c203e3d72f03","gpt-5-4-thinkng-pro-mini-nano-release-zh","GPT-5.4 率先登場，mini、nano 跟進","OpenAI 先在 3 月 5 日推出 GPT-5.4 Thinking 與 Pro，3 月 17 日再補上 mini、nano。新系列主打電腦操作、深度研究與更低錯誤率。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781326973205-xufk.png","2026-06-13T05:02:19.556+00:00",{"id":320,"slug":321,"title":322,"summary":323,"category":11,"image_url":324,"cover_image":324,"published_at":325,"is_canonical_seed":8},"09fe28b5-aae5-4bac-b3bd-9a261e4c99a1","mimo-v2-flash-openrouter-benchmarks-pricing-zh","MiMo-V2-Flash 直衝開源 SWE-bench","Xiaomi 的 MiMo-V2-Flash 以 309B MoE 架構登場，OpenRouter 標價每 1M Token 只要 $0.10 \u002F $0.30，並在開源 SWE-bench 分數上衝到前段班。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781321565467-96el.png","2026-06-13T03:32:17.359+00:00",{"id":327,"slug":328,"title":329,"summary":330,"category":11,"image_url":331,"cover_image":331,"published_at":332,"is_canonical_seed":8},"8ca34749-2efa-4b24-b2bd-c0fb66062b49","openai-confidential-ipo-us-stock-market-zh","OpenAI 低調送件 IPO","OpenAI 已低調提交美國 IPO 機密 S-1，估值傳超過 8500 億美元。這份送件代表它正往華爾街走，但上市時間、財報細節和法務風險都還沒攤開。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781294579049-ltqt.png","2026-06-12T20:02:33.398+00:00",{"id":334,"slug":335,"title":336,"summary":337,"category":11,"image_url":338,"cover_image":338,"published_at":339,"is_canonical_seed":8},"42ca8c4e-e593-461b-b108-ec98c12cf678","unsloth-kimi-k25-gguf-hugging-face-zh","Unsloth 把 Kimi-K2.5 做成 GGUF 包","Unsloth 在 Hugging Face 釋出 Kimi-K2.5 的 GGUF 量化包，包含 4-bit 與 5-bit 版本，方便本地端推理與不同硬體配置測試。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781160488625-q93d.png","2026-06-11T06:47:33.593+00:00",{"id":341,"slug":342,"title":343,"summary":344,"category":11,"image_url":345,"cover_image":345,"published_at":346,"is_canonical_seed":8},"8c573682-2528-4882-bff0-e1a06cd8f2ee","gpt-56-chasing-front-end-before-beating-mythos-zh","GPT-5.6先追前端，再談超越 Mythos","GPT-5.6這一輪的真正任務，是先補前端與編碼短板，而不是立刻在整體上壓過 Mythos。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781154168441-ovuw.png","2026-06-11T05:02:21.507+00:00",{"id":348,"slug":349,"title":350,"summary":351,"category":11,"image_url":352,"cover_image":352,"published_at":353,"is_canonical_seed":8},"a9be565a-5861-4371-898d-20b98794be42","claude-mythos-5-5000-zh","Claude Mythos 5：一天搬完5000萬行程式","Anthropic推出Claude Fable 5和Mythos 5，主打長任務、程式碼遷移、視覺推理與更嚴格權限控制，還把API價格壓到每百萬Token 10\u002F50美元。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781148791055-zocy.png","2026-06-11T03:32:40.549+00:00",{"id":355,"slug":356,"title":357,"summary":358,"category":11,"image_url":359,"cover_image":359,"published_at":360,"is_canonical_seed":8},"ef44efd1-dfaf-4d9e-8772-3a6d6f963f08","mistral-model-lineup-specialization-beats-giant-model-zh","Mistral 的模型陣容證明：專精勝過一個巨型模型","Mistral 的文件顯示，AI 市場正在從「一個萬能大模型」轉向「多個專用模型組合」，而且這是更好的產品策略。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781140675776-0e88.png","2026-06-11T01:17:28.29+00:00",{"id":362,"slug":363,"title":364,"summary":365,"category":11,"image_url":366,"cover_image":366,"published_at":367,"is_canonical_seed":8},"19af5701-87e3-4774-be7a-8aebcbeef2a5","xiaomi-mimo-1t-model-1000-tokens-per-second-zh","小米 MiMo 把 1T 模型推到 1000 tokens\u002Fs","小米 MiMo-V2.5-Pro-UltraSpeed 把 1T 模型推到最高 1000 tokens\u002Fs，並搭配新定價與 2026 年舊模型退場時程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781129889723-wz61.png","2026-06-10T22:17:35.154+00:00"]