[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"topic-zh-2025-":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},"fe20f6f6-432b-47bf-a410-a5f516d885ed","2025-","2025 看懂加密貨幣監管",false,"active","這篇教你在 2025 年快速整理美國與主要海外的加密貨幣監管重點，並把它轉成可上線的產品檢查清單。","industry","zh","2026-05-21T06:45:29.176976+00:00",null,106,"2026-07-12T12:40:00.056236+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},"e5ae86b4-4434-48d4-86b4-146f609ce0a2","eu-ai-act-hits-business-systems-aug-2-2026-zh","歐盟 AI 法案上路前，企業先看這 5 件事","8\u002F2 起歐盟 AI 法案進入執法期，企業要先看透明揭露、罰則、延期傳聞、義大利新規與資金路徑。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783845168794-qyhi.png","2026-07-12T08:32:24.417+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},"8e878110-b162-4198-928b-d0cc1910396e","california-claude-deal-state-offices-zh","5 個訊號看懂加州 Claude 進駐政府辦公室","5 個重點看加州與 Anthropic 的 Claude 合作：半價導入、先做文書、已在部分機關上線、資安與隱私風險、以及最適合哪些政府工作。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783083766778-akf3.png","2026-07-03T13:02:20.073+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},"999dd712-97a7-481b-b52d-9108588b3265","open-source-ai-coding-agents-paid-tools-zh","8 款開源寫碼代理，能取代付費工具","8 款開源寫碼代理分成 BYOK 與本地部署，附比較表與實測線索，幫你按隱私、成本和工作流挑選。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783038782569-21e8.png","2026-07-03T00:32:28.76+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},"303aa3f7-d7fc-4c6c-98a9-6fb1c547daa7","cloudflare-monetization-gateway-pay-per-use-zh","Cloudflare Gateway 讓按次收費落地","5 個重點看懂 Cloudflare Monetization Gateway：把頁面、API、MCP 工具變成可在邊緣按次收費的資源，並用 x402 與穩定幣結算。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782979373470-4dc6.png","2026-07-02T08:02:26.153+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},"be129748-9a5c-42e0-b392-437aa1255f29","claude-privacy-location-retention-truth-zh","Claude 隐私争议：4 個關鍵看懂真相","4 個角度拆解 Claude 隱私爭議：留存、訓練、位置與地區限制，幫你判斷風險與去留。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782925367248-bxtm.png","2026-07-01T17:02:22.252+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},"3fa754ae-c223-4e32-b8ed-f1f922ab60a4","codex-openai-coding-agent-real-work-zh","Codex 的 5 個關鍵模組，先看用途再選入口","5 個模組看懂 Codex：雲端、CLI、桌面版、Spark 模型與 Security，幫你判斷哪個入口最適合日常開發或資安審查。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782900170879-xfdo.png","2026-07-01T10:02:22.481+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},"cfd8975e-71a9-45f6-93c8-9ec1b91ee647","openai-ai-phone-2028-mass-production-zh","OpenAI推AI手機：2028量產落地","郭明錤稱OpenAI正推進AI Agent手機整機研發，目標2028年量產。這代表AI手機競賽已從軟體功能，走向整機、系統與供應鏈整合。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782882172375-tn0o.png","2026-07-01T05:02:29.039+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},"c9027519-0f96-41f6-a734-9df3629923ad","zhipu-glm-52-frontier-ai-pricing-zh","GLM 5.2 壓低前沿 AI 定價的 5 個關鍵","4 個觀察看懂 Zhipu GLM 5.2：它如何逼近前沿模型、把成本壓到約五分之一，並改寫企業採購思路。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782865072031-pooj.png","2026-07-01T00:17:23.818+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},"ae845b35-2597-4aa9-8086-7ac033a382ca","opencode-free-model-agnostic-ai-agent-zh","OpenCode 這 6 點看懂免費模型無關代理","6 點看懂 OpenCode：MIT 授權、75+ 模型供應商、終端機\u002F桌面\u002FIDE 三種介面，以及哪些情況下它真的適合團隊。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782851571650-2co2.png","2026-06-30T20:32:24.763+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},"97b95ee3-3cce-4e3f-b97a-ef74f68ca1e8","5-ge-jintian-jiu-neng-pao-de-mianfei-ai-moxing-zh","5 個今天就能跑的免費 AI 模型","5 個免費 AI 選項涵蓋雲端 API、模型比對、離線本機與程式碼模型，適合先試再決定要不要付費。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782837179800-qsb6.png","2026-06-30T16:32:31.049+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},"e1c96c63-93c0-4cc0-8e69-26cbd0655457","turboquant-cuts-llm-memory-use-without-retraining-zh","TurboQuant 讓長上下文推理更省記憶體","5 項重點看懂 TurboQuant 如何在不重訓下壓縮 KV cache，將記憶體用量最多降 6×，並在長上下文推理中提升吞吐。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782710266206-izlz.png","2026-06-29T05:17:22.319+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},"e3dc37dc-98f6-4ca7-b42c-7233dbfb65b3","openmontage-one-prompt-to-full-video-zh","OpenMontage：一句话拼成整条视频","5 个环节看懂 OpenMontage 如何把一句话变成完整视频；本地配音、免费图库、FFmpeg 都能直接跑，没密钥也能先做出成片。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782695862246-sudj.png","2026-06-29T01:17:17.021+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},"f3ee7f58-9ef7-4846-95c3-839462c0347d","openclaw-openai-realtime-paid-api-not-subscription-perk-zh","OpenClaw 應把 OpenAI Realtime 當付費 API，而不是…","OpenClaw 的 Realtime 語音必須走 OpenAI Platform 計費，不是 ChatGPT 或 Codex 訂閱就會包含的功能。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782674270289-mop4.png","2026-06-28T19:17:24.418+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},"b90d3831-5109-404e-89a5-50c4890910ed","krea-2-two-second-image-generation-teams-zh","Krea 2 的 2 秒生成，適合團隊部署嗎","5 個重點看懂 Krea 2：2 秒出圖、Raw\u002FTurbo 差異、授權與部署責任，幫團隊判斷是否值得導入。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782673366702-fv0o.png","2026-06-28T19:02:22.486+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},"d0dceefa-a4e5-46fb-b19c-5ae4053095f6","copilot-cowork-cost-control-over-hype-zh","Copilot Cowork 的真正優勢是控成本，不是 AI 噱頭","Copilot Cowork 的關鍵不在於它多會聊天，而在於 Microsoft 把代理式工作做成可治理、可計費、可控預算的企業工作負載。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782615772658-knhj.png","2026-06-28T03:02:20.252+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},"de6d49e2-418a-4ef7-8102-a231d80f0ce0","risc-v-mentorships-paid-limited-public-zh","RISC-V 應該把 mentorship 做成有薪、限期、公開的工程協作","RISC-V International 的 mentorship 計畫之所以有效，是因為它把指導做成短期、結構化、可交付的工程工作，而不是模糊的善意活動。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782604067712-tu63.png","2026-06-27T23:47:21.844+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},"963c8999-024c-475b-941c-29c131a1b0b0","lore-binary-first-version-control-scales-zh","Lore 以二進位優先擴展大型版本控制","4 個重點看 Lore 如何用內容定址、稀疏工作區與 MIT 授權，支援大型二進位資產團隊。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782586964155-06do.png","2026-06-27T19:02:20.067+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},"0ae8c8be-03b1-4907-a3ab-c19064291db4","world-action-models-robotics-second-bet-zh","4 種世界動作模型，正在改寫機器人策略","4 種世界動作模型設計路線，從影片先驗到逆動力學與混合堆疊，幫你判斷機器人政策該往哪個方向投資。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782571677906-sezx.png","2026-06-27T14:47:28.817+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},"bd6cdc14-19e5-47f2-9e1c-b84c69fa1de3","chatgpt-subscription-model-limits-zh","4 個訂閱層級，先看 GPT-5.5 額度差異","4 個 ChatGPT 訂閱層級，直接影響 GPT-5.5 的可用模型、消息額度與適用場景；先看對照表，再決定 Plus、Go、Pro 或 Business。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782559064250-onpr.png","2026-06-27T11:17:16.932+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},"39695a86-7633-4e29-85e8-58dc2b2876e0","kimi-k27-code-cheap-open-model-watch-zh","Kimi K2.7 Code 值得盯的 5 個原因","4 個關鍵看點：256k 長上下文、$4 輸出定價、開放權重與編碼表現，幫你判斷 Kimi K2.7 Code 值不值得試。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782553668500-fp6l.png","2026-06-27T09:47:21.794+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},"d61c0387-0b92-4df1-992d-b78395a6bc57","openai-latest-model-us-user-vetting-zh","5 個訊號看懂 OpenAI 新模型審查","1 項政策變動，可能讓 OpenAI 最新模型先過美國政府審查；看懂 5 個影響，才能判斷何時導入、要不要等。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782527563380-nvrg.png","2026-06-27T02:32:18.083+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},"bfdb1e4f-5d0d-47b7-9d77-18ffbe8505fc","openai-ipo-delay-turns-hype-into-caution-zh","OpenAI 延後 IPO，把熱度變警惕","拆解 OpenAI 延後 IPO 背後的訊號，順手給你一個可直接套用的公司動作分析模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782489796442-d5rz.png","2026-06-26T16:02:50.92+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},"526c4740-6990-4cda-ad85-02e1cbd8061d","xiaomi-mimo-v2-omni-perception-action-zh","Xiaomi MiMo-V2-Omni 把感知接到動作","5 個重點看懂 Xiaomi MiMo-V2-Omni：一個把視覺、音訊、影片與瀏覽器動作串起來的多模態代理模型。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782419571228-z82b.png","2026-06-25T20:32:23.533+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},"67f6cff8-95da-4fb6-8618-89d87c147c68","ai-you-xian-chang-xuan-cuo-fang-xiang-zh","AI 优先常选错方向，先看这 5 点","1 个关键转变：别先押注 AI；先看 5 个判断，决定该把资源放在模型、流程、人机分工还是评测上。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782379071039-qmjj.png","2026-06-25T09:17:22.874+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},"662dad98-8391-4c5b-aacc-51f1fbf1854f","white-house-ai-order-cyber-defense-innovation-zh","白宮把 AI 擴張綁上資安","白宮 6 月 2 日的 AI 命令，一邊推政府加速導入 AI，一邊要求更快的資安防護、漏洞掃描與 frontier model 檢查。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782359275986-480a.png","2026-06-25T03:47:30.416+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},"2471ac23-2b37-4d2e-a499-03cda55ea81c","cloudflare-rivals-web-security-infrastructure-zh","Cloudflare 的 4 個主要對手，各自最強在哪","4 家 Cloudflare 對手可從交付、安全與存取控制比較，快速看出誰適合平台整合、零信任或企業流量管理。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782354765100-c52g.png","2026-06-25T02:32:19.378+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},"989300c9-69b4-4eb5-bf6f-927601072f6d","nsa-anthropic-loss-export-controls-fast-zh","NSA 失去 Anthropic 存取權，出口管制立刻生效","1 次政策收緊就讓 NSA 失去 Anthropic 測試權，這份清單整理 5 個關鍵點，幫你判斷出口管制、政府測試與 AI 佈局的風險。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782298966432-fbji.png","2026-06-24T11:02:21.487+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},"30f548b8-bb6b-431f-a7df-9e163ae5aae1","stamer-resign-uk-politics-5-changes-zh","斯塔默辞職後，英國政壇最可能的5個變化","5個變化看懂斯塔默辭職後英國政壇走向：工黨接班、首相人選、脫歐後遺症、財政壓力與AI競爭。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782286379834-d6bb.png","2026-06-24T07:32:25.057+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},"197dd50b-fb36-4a24-b8b0-31d61e3bc982","five-eyes-ai-cyber-risk-board-level-emergency-zh","五眼聯盟說得對：AI 網攻已是董事會級緊急事件","五眼聯盟的判斷是對的：前沿 AI 會在短期內把網路攻擊變成董事會必須直接處理的風險。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782262973725-eglt.png","2026-06-24T01:02:23.519+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},"8d8e1c7f-7579-42cb-bba3-8062e015c13d","amazon-drops-altman-biopic-after-openai-deal-zh","5 個看懂 Amazon 為何撤下 Altman 傳記片的關鍵點","5 個關鍵點看懂 Amazon 為何撤下《Artificial》：OpenAI 合作、角色風險、發行策略與下一步去向。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782173870179-n3ny.png","2026-06-23T00:17:24.904+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},"ca6df247-3419-4819-91d5-5a870ba7350b","amazon-drops-guadagnino-altman-film-buyers-circle-zh","Amazon棄片後，5 個關鍵看點","5 個看點看懂 Amazon 為何放手 Guadagnino 的 Altman 電影，以及它為何仍可能很快被其他片商接手。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782154961527-64z5.png","2026-06-22T19:02:20.206+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},"7fbc580e-2ad1-4c9b-b762-8bfce4743f30","nvidia-bond-sale-turns-ai-spending-into-debt-zh","Nvidia 發債把 AI 支出變成債務","我拆 Nvidia 預計 200 億美元發債背後的 AI 支出模式，順手給你一份可直接套用的追蹤模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782115400347-4j1z.png","2026-06-22T08:02:47.484+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},"84609d0a-d6a7-4228-a5cc-e1170725e28e","llama-cpp-vs-vllm-benji-mo-xing-yin-qing-zen-me-xuan-zh","llama.cpp vs vLLM：本機模型引擎怎麼選","這篇比較 llama.cpp 和 vLLM，幫你判斷是要用 CPU 友善、適合單人本機推理的方案，還是適合多使用者、高併發服務的 GPU 推理引擎。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782087478586-22tr.png","2026-06-22T00:17:31.275+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},"b3535602-a125-476a-bc1f-d7f0c86462f6","netsuite-agentic-workflow-definition-unpacked-zh","NetSuite 的 agentic workflow 怎麼拆","我把 NetSuite 對 agentic workflow 的定義拆成可直接照抄的流程模板，幫你把 AI 從只會回話，改成能做事、能交接、能收斂的工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781974094916-4ipn.png","2026-06-20T16:47:51.169+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},"84a5a5fb-e97a-4b64-940f-9291081767fd","2027qs-aodao-bada-zhongjie-zenme-xuan-zh","2027QS澳洲八大中介怎么选","对比UNSW、墨尔本大学和ANU的录取路径、GS审核与城市成本，帮你选申请中介。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781969564265-v1m8.png","2026-06-20T15:32:20.202+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},"8678f7fc-c7b8-4a81-b9da-205ba3a685a3","salesforce-fin-buy-proves-deployment-speed-wins-zh","Salesforce 買下 Fin，證明企業 AI 的勝負在部署速度","Salesforce 以 36 億美元收購 Fin，說明企業 AI 的競爭重點已從平台能力轉向部署速度與可交付成果。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781961466436-n3gd.png","2026-06-20T13:17:18.988+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},"35538382-b124-4903-94cc-ccfdee792f8b","designmd-agent-ready-ui-specs-zh","design.md 把品牌 token 變成可執行 UI 規格","4 個重點看 design.md 如何讓 coding agent 長期記住設計系統，並檢查 token、對比與回歸。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781947068866-7u40.png","2026-06-20T09:17:20.181+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},"517f41ce-15fc-4e6a-ada2-7c44cc2debce","midjourney-medical-scanner-spa-not-clinic-zh","5 個 Midjourney Medical 反轉掃描體驗","4 個關鍵變化看懂 Midjourney Medical：超音波全身掃描、spa 先行、資料管線瓶頸與 FDA 風險。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781907472566-njvh.png","2026-06-19T22:17:21.899+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},"c40b20df-d89a-43ae-bb11-11062dcd2cd2","llms-work-by-predicting-next-token-zh","5 個關鍵部件看懂 LLMs","5 個關鍵部件帶你看懂 LLMs 如何從資料、token、注意力到對齊，進而判斷訓練與部署該看什麼。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781889466449-7e9g.png","2026-06-19T17:17:20.903+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},"eda7a48a-4eda-4111-9103-38a24eaaec6a","manus-ai-github-clone-kits-zh","Manus AI 相關 GitHub 倉庫多是克隆套件","29 個 GitHub 倉庫顯示，Manus AI 相關專案多半是克隆套件、SDK 與代理工作流工具，適合判斷該追哪種架構。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781882272627-ya10.png","2026-06-19T15:17:26.417+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},"f2177583-b1dd-4de8-8adf-6754d7c8f9c2","hermes-agent-learning-memory-gateways-zh","Hermes Agent 的 5 個關鍵能力","5 項 Hermes Agent 能力，讓你判斷它是否適合學習型代理、跨平台閘道與可攜 CLI 工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781867872053-6r9l.png","2026-06-19T11:17:23.108+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},"7088e08a-2624-4ee5-bc20-136f59f3a627","openai-ipo-prep-policy-hiring-play-zh","OpenAI IPO 前先把政策變成招募","我拆 OpenAI 在 IPO 前補政策與治理人才的招募打法，順手給你可直接套用的 pre-IPO hiring 模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781842703362-p8sd.png","2026-06-19T04:17:56.593+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},"8e153a8b-a625-4797-a8cb-b7fbc7273810","openai-right-to-hire-dean-ball-policy-power-zh","OpenAI 延攬 Dean Ball 是對的：政策權力已是 AI 核心戰場","OpenAI 延攬 Dean Ball 是正確選擇，因為前沿 AI 的勝負已不只在模型能力，而在政策、治理與監管協商能力。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781841764947-t4hd.png","2026-06-19T04:02:18.244+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},"a9ba8f03-c03c-4302-a36d-4ebdb20202f2","gpt-56-fix-and-upgrade-release-zh","GPT-5.6 可能先修再升級，5 個變化先看","5 個 GPT-5.6 可能帶來的變化：6 月底上市窗口、1.5M context、Codex 加速與更低 API 價格。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781756273476-5m6b.png","2026-06-18T04:17:27.883+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},"dddfea90-03da-4038-8c51-22d2143f7b22","kucoin-ai-stack-blockchain-plumbing-zh","KuCoin 把 AI 變成區塊鏈管線","拆 KuCoin 的去中心化 AI 觀點，整理成可直接套用的 agents、支付、推理與身份模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781730202032-k7a4.png","2026-06-17T21:02:56.968+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},"1d631d43-4e7c-4915-bb30-15deb81a8695","ping-identity-runtime-identity-ai-agents-zh","Ping Identity 說對了：AI agents 需要 runtime …","Ping Identity 的方向是對的：AI agents 不能只靠一次登入授權，必須在執行過程中持續做身份與權限判斷，才能跨雲端與邊緣維持安全。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781729275355-n3ag.png","2026-06-17T20:47:19.549+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},"0cf56d85-887b-4fb1-8589-046da6513d26","openai-oracle-universal-credits-enterprise-buying-zh","OpenAI 進 Oracle 企業採購圈","OpenAI 和 Oracle 讓 OCI 客戶可用 Universal Credits 付費買 frontier models 與 Codex。重點不是模型，而是企業怎麼把 AI 採購塞進既有雲合約。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781696892976-sx90.png","2026-06-17T11:47:35.086+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},"dd3d240a-0f53-49a4-90a5-cac17171f3fd","managed-chatgpt-access-policy-layers-zh","4 層規範決定企業版 ChatGPT 可怎麼用","4 層規範決定企業版 ChatGPT 的可用範圍：OpenAI 合約、使用政策、內部可接受使用規範與資料治理。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781695973066-pbtw.png","2026-06-17T11:32:17.627+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},"93960de8-e70d-4541-8b1a-b7a3860ca5ac","kimi-k26-open-source-coding-agents-zh","Kimi K2.6 把開源寫碼推向代理工作流","5 個面向看 Kimi K2.6 的開源寫碼升級：4,000+ 工具調用、300 子代理、12% 準確率提升與更長的連續執行。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781667169585-zm37.png","2026-06-17T03:32:23.303+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},"c62f61be-4ba4-4aba-a451-a65fa2192ae4","openalternative-software-replacement-comparison-zh","5 款開源替代方案，縮短軟體替換比較","5 款 OpenAlternative 精選替代方案，幫團隊快速比較狀態頁、監控、可觀測性與搜尋工具的取捨。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781662674825-gwjw.png","2026-06-17T02:17:27.11+00:00"]