[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-anthropic-cat-wu-proactive-ai-assistants-zh":3,"tags-anthropic-cat-wu-proactive-ai-assistants-zh":40,"related-lang-anthropic-cat-wu-proactive-ai-assistants-zh":51,"related-posts-anthropic-cat-wu-proactive-ai-assistants-zh":55,"series-ai-agent-c7c69fe4-97e3-4edf-a9d6-a79d0c4495b4":92},{"id":4,"title":5,"content":6,"summary":7,"source":8,"source_url":9,"author":10,"image_url":11,"keywords":12,"language":21,"translated_content":10,"views":22,"is_premium":23,"created_at":24,"updated_at":24,"cover_image":11,"published_at":25,"rewrite_status":26,"rewrite_error":10,"rewritten_from_id":27,"slug":28,"category":29,"related_article_id":30,"status":31,"google_indexed_at":32,"x_posted_at":10,"tweet_text":10,"title_rewritten_at":10,"title_original":10,"key_takeaways":33,"topic_cluster_id":37,"embedding":38,"is_canonical_seed":39},"c7c69fe4-97e3-4edf-a9d6-a79d0c4495b4","Cat Wu 談 Claude 的主動式 AI","\u003Cp data-speakable=\"summary\">\u003Ca href=\"\u002Ftag\u002Fanthropic\">Anthropic\u003C\u002Fa> 說，\u003Ca href=\"\u002Ftag\u002Fclaude\">Claude\u003C\u002Fa> 下一步是主動式 AI，會先替你把工作流程和自動化設好。\u003C\u002Fp>\u003Cp>說真的，這題很實際。\u003Ca href=\"https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F13\u002Fanthropics-cat-wu-says-that-in-the-future-ai-will-anticipate-your-needs-before-you-know-what-they-are\u002F\" target=\"_blank\" rel=\"noopener\">TechCrunch\u003C\u002Fa> 提到，Anthropic 估值接近 9500 \u003Ca href=\"\u002Fnews\u002Fwhy-bases-x402-protocol-matters-more-than-100m-zh\">億美元\u003C\u002Fa>。\u003Ca href=\"https:\u002F\u002Fopenai.com\" target=\"_blank\" rel=\"noopener\">OpenAI\u003C\u002Fa> 在 2026 年 3 月的估值是 8540 億美元。兩邊都在搶同一塊市場。只是 Anthropic 這次講的，不是更會聊天，而是更會先動手。\u003C\u002Fp>\u003Cp>產品主管 \u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\u002Fclaude\" target=\"_blank\" rel=\"noopener\">Cat Wu\u003C\u002Fa> 的重點很直白。她想讓 Claude 先看懂你的習慣。再提早把常用動作做掉。像是排班、整理資料、建立提醒，甚至幫你先搭好 API 串接。講白了，就是從「你問我答」走向「我先幫你準備好」。\u003C\u002Fp>\u003Ctable>\u003Cthead>\u003Ctr>\u003Cth>項目\u003C\u002Fth>\u003Cth>數字\u003C\u002Fth>\u003Cth>意義\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd>Anthropic 估值\u003C\u002Ftd>\u003Ctd>9500 億美元\u003C\u002Ftd>\u003Ctd>代表資本市場對 Claude 很有期待\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>OpenAI 估值\u003C\u002Ftd>\u003Ctd>8540 億美元\u003C\u002Ftd>\u003Ctd>競爭壓力很直接\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>時間點\u003C\u002Ftd>\u003Ctd>2026 年 5 月\u003C\u002Ftd>\u003Ctd>主動式 AI 變成產品焦點\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>OpenAI 估值日期\u003C\u002Ftd>\u003Ctd>2026 年 3 月\u003C\u002Ftd>\u003Ctd>可用來對照兩家節奏\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003Ch2>主動式 AI 到底在忙什麼\u003C\u002Fh2>\u003Cp>現在多數 AI 助手還是被動的。你丟問題，它回你。你丟文件，它幫你整理。這種模式很好用，但也很累。因為很多工作根本不是「回答問題」，而是「先把流程搭起來」。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778735455993-gnw7.png\" alt=\"Cat Wu 談 Claude 的主動式 AI\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>Cat Wu 談的方向，是讓 Claude 先知道你接下來會做什麼。比如你每週一都要整理報表，它可以先抓資料。你常常要回同一類 Email，它可以先起草。你要做內部簡報，它可以先把重點排好。這種設計，重點不是炫技，是省下人一直重複點擊的時間。\u003C\u002Fp>\u003Cp>我覺得這裡有個很現實的問題。主動式 AI 一旦做錯，就不是答錯一句話而已。它可能會提早發信、誤排行程、亂動資料。對企業來說，這比偶爾 hallucination 更麻煩。因為它碰到的是流程，不只是內容。\u003C\u002Fp>\u003Cul>\u003Cli>被動式 AI：你問，它答。\u003C\u002Fli>\u003Cli>主動式 AI：它先看情境，再先做事。\u003C\u002Fli>\u003Cli>真正的難點：準確抓到時機。\u003C\u002Fli>\u003Cli>最大風險：自動化做太多，反而打亂工作。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>Anthropic 想跟誰拚\u003C\u002Fh2>\u003Cp>Anthropic 和 \u003Ca href=\"\u002Ftag\u002Fopenai\">OpenAI\u003C\u002Fa> 的差別，現在越來越像產品哲學差別。OpenAI 很強在通用能力。\u003Ca href=\"https:\u002F\u002Fopenai.com\u002Fchatgpt\" target=\"_blank\" rel=\"noopener\">ChatGPT\u003C\u002Fa> 已經是很多人每天開的工具。Anthropic 則一直強調安全、控制感和企業使用情境。這次談主動式 AI，剛好踩在它擅長的地方。\u003C\u002Fp>\u003Cp>但別把這件事想得太浪漫。主動式 AI 要成立，靠的不是一個更會聊天的模型。它需要記憶、權限、工具調用、排程、審核機制，還要能接 \u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\u002Fapi\" target=\"_blank\" rel=\"noopener\">API\u003C\u002Fa> 和各種 SaaS。這些東西一個卡住，整個體驗就會變成災難。說白了，這是軟體工程，不是單純模型 demo。\u003C\u002Fp>\u003Cp>如果把市場拆開看，Anthropic 的機會在企業端。因為企業願意為「少做 20% 重複工作」付錢。消費端就沒那麼好說服。你家的 AI 幫你先寄信，萬一寄錯對象，麻煩可大了。所以主動式 AI 先落地的地方，很可能是內部流程，不是一般聊天。\u003C\u002Fp>\u003Cblockquote>「The future is already here — it's just not evenly distributed.」—— William Gibson\u003C\u002Fblockquote>\u003Ch2>跟現在的助手差在哪\u003C\u002Fh2>\u003Cp>現在很多 \u003Ca href=\"\u002Ftag\u002Fai-工具\">AI 工具\u003C\u002Fa>都在做 a\u003Ca href=\"\u002Fnews\u002Fhow-to-run-hermes-agent-on-discord-zh\">gent\u003C\u002Fa>。像 \u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fclaude-3-5-sonnet\" target=\"_blank\" rel=\"noopener\">Claude 3.5 Sonnet\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-gpt-4o\u002F\" target=\"_blank\" rel=\"noopener\">GPT-4o\u003C\u002Fa>，都能接工具、跑流程、讀文件。問題是，它們多半還是等你下指令。Cat Wu 想推的，是把「等指令」往前推成「先預判」。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778735457227-83b5.png\" alt=\"Cat Wu 談 Claude 的主動式 AI\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>這裡的差別很大。一般 a\u003Ca href=\"\u002Fnews\u002Fwhy-coinbase-ai-agent-wallets-matter-zh\">gent\u003C\u002Fa> 是你說「幫我查這份資料」。主動式 AI 則可能先知道你每週五都要查，然後先準備好。這會讓使用者感覺很順。但也會讓權限設計變得超級重要。因為 AI 一旦能先做事，就代表它需要更高層級的信任。\u003C\u002Fp>\u003Cp>如果拿競品來看，\u003Ca href=\"https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fmicrosoft-copilot\" target=\"_blank\" rel=\"noopener\">Microsoft Copilot\u003C\u002Fa> 走的是工作流整合。\u003Ca href=\"https:\u002F\u002Fwww.google.com\u002Fgemini\" target=\"_blank\" rel=\"noopener\">Gemini\u003C\u002Fa> 偏向搜尋和生態整合。Anthropic 的路線比較像把 Claude 做成企業裡的前台操作員。這條路不輕鬆，但很清楚。\u003C\u002Fp>\u003Cul>\u003Cli>ChatGPT：通用能力強，生態大。\u003C\u002Fli>\u003Cli>Copilot：綁 Office 和企業流程。\u003C\u002Fli>\u003Cli>Gemini：和 Google 服務整合深。\u003C\u002Fli>\u003Cli>Claude：偏向安全、長上下文、企業工作流。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>這波會怎麼影響開發者\u003C\u002Fh2>\u003Cp>對開發者來說，主動式 AI 最直接的影響，是你要開始設計「被 AI 主動呼叫」的系統。以前 API 只等人打。之後可能要等模型排程、等事件觸發、等權限驗證。這會讓產品設計更像事件驅動架構，而不是單純的查詢介面。\u003C\u002Fp>\u003Cp>這也會改變 SaaS 的玩法。很多工具原本靠使用者手動操作。之後如果 Claude 這類助手能直接串進去，工具價值就會往底層資料和權限移動。前台按鈕不一定重要，後台能不能被 AI 安全操作，才是重點。這對工程團隊是好事，也是壓力。\u003C\u002Fp>\u003Cp>我比較在意的是成本。主動式 AI 不是每次都要跑大模型，但它需要持續監控情境。這代表 \u003Ca href=\"\u002Ftag\u002Ftoken\">Token\u003C\u002Fa>、工具調用、背景任務都會增加。企業如果沒有算清楚，很容易發現省下來的人力，最後又被推理成本吃掉一半。\u003C\u002Fp>\u003Ch2>接下來看什麼\u003C\u002Fh2>\u003Cp>這波訊號很清楚。Anthropic 不想只賣一個會回答問題的 LLM。它想把 Claude 做成先看情境、再先做事的系統。這方向如果做得好，企業會很買單。因為大家都想少做重工。\u003C\u002Fp>\u003Cp>但真正的考驗，不在模型分數，而在錯誤率、權限控制和可追蹤性。主動式 AI 一旦進到工作流程，出錯成本會直接放大。我的判斷是，接下來 12 個月，最先落地的會是內部助理、報表整理和排程自動化。你如果在做產品，現在就該想：哪些步驟可以交給 AI 先準備，哪些步驟絕對不能自動做。\u003C\u002Fp>","Anthropic 產品主管 Cat Wu 說，Claude 下一步是主動式 AI，會先幫你把自動化和工作流程設好。","techcrunch.com","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F13\u002Fanthropics-cat-wu-says-that-in-the-future-ai-will-anticipate-your-needs-before-you-know-what-they-are\u002F",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778735455993-gnw7.png",[13,14,15,16,17,18,19,20],"Anthropic","Cat Wu","Claude","主動式 AI","AI 助手","自動化","LLM","API","zh",0,false,"2026-05-14T05:10:30.453046+00:00","2026-05-14T05:10:30.32+00:00","done","3c4ceccb-6051-41af-8db5-f94e55bd8bd5","anthropic-cat-wu-proactive-ai-assistants-zh","ai-agent","064275f5-4282-47c3-8e4a-60fe8ac99246","published","2026-05-14T09:00:17.103+00:00",[34,35,36],"Anthropic 想把 Claude 從被動回答，推向主動預判與自動化。","這條路很吃權限、工具調用和流程設計，不只是模型能力。","企業端最可能先採用，因為它能先省下重複工作。","4703dc49-ff82-4272-bdfd-a05ff5140912","[-0.0046889414,-0.0077940733,0.025433075,-0.105571546,-0.039200403,-0.015238387,-0.029510664,0.0039337496,0.010762287,0.0019826016,-0.003682578,-0.020232152,-0.007606496,0.0048604566,0.11814658,-9.4640236e-05,0.0280047,0.0048990645,0.011406449,0.0011679399,0.02216134,0.020592092,0.013752736,-0.011385698,-0.026103301,0.02121996,0.02872603,0.017225035,0.010885226,0.012130371,-0.011754276,0.0135791,0.0033824965,-0.010855533,-0.0042475746,0.0024608134,0.012400261,-0.02294128,0.01563394,-0.015522408,-0.021110827,-0.00075541646,-0.021064993,0.009770748,-0.0035267305,-0.007406233,0.024819307,-0.04454522,0.010622723,-0.015032109,0.018173033,0.03313411,-0.0138496095,-0.1396241,-0.010590969,-0.0013320628,0.0038841951,-0.019273084,0.028883444,-0.0031109075,-0.009155923,0.0024739848,0.0021526788,0.0027857607,0.0036535733,0.002248611,0.038853608,-0.0134731205,-0.0076455707,0.004935316,-0.0036603063,-0.00070816366,0.009066232,0.010457579,-0.019403672,-0.042275317,0.009118705,-0.0008384618,0.0046269004,0.029978707,0.016884042,-0.029950496,-0.0021108799,-0.016153384,0.015429113,-0.014374592,0.032508805,0.006073467,0.022459466,-0.008498501,-0.0042535225,-0.0053396868,0.024681719,-0.051063973,0.048400823,-0.0010577868,-0.039832853,-0.019192873,0.006631519,0.014379956,-0.028211903,-0.034493893,0.008280204,-0.01786163,-0.0027765534,-0.001419871,-0.0092961965,-0.027730806,0.0029919618,0.017914044,0.01336687,0.0010150761,-0.018883301,0.006104092,0.00022846692,-0.12428444,-0.012793036,0.014671143,-0.014735428,-0.0010131355,-0.023178902,-0.000115329094,0.015905665,0.02993013,-0.025300138,0.010251143,0.0019017586,-0.007191978,-0.03657946,0.018221825,-0.033271752,0.0041370704,-0.01230221,0.020281376,-0.0024381462,0.02114435,-0.0059403186,-0.035150286,-0.010875776,-0.011013992,0.0027650828,0.040800694,-0.017664285,-0.0041444716,-0.019623276,-0.017850157,-0.028877264,0.02709984,0.0031052374,0.004473417,-0.00061664876,-0.001637392,0.0009881404,0.025571797,0.0136604635,-0.032766163,-0.019183256,-0.004989573,0.0056330785,0.013665592,0.02457433,-0.026032444,-0.021239042,0.026977293,0.014250252,0.0026379914,0.0063414425,0.020647395,0.019265352,0.014415729,0.015673822,-0.031023743,-0.018390264,-0.008848698,0.01912968,-0.01063447,0.008573174,0.0005628673,0.011326619,-0.033203583,0.03696729,0.014254619,-0.020250263,0.006899325,0.019078715,0.018090952,0.025186954,0.026200684,0.0041810325,0.014844503,-0.02066655,0.001655015,0.008286414,0.0092089735,-0.0003421049,-0.015527649,-0.022185005,-0.02684781,-0.020851616,0.023777327,0.008603153,-0.017176626,0.007060467,-0.0262216,0.0023209644,-0.012210756,-0.029925017,0.004045153,-0.013767052,-0.0050715483,0.0011486624,-0.026103353,0.0017791878,0.008561668,-2.4613471e-05,-0.0021399525,0.02013984,-6.9541114e-05,0.026107095,-0.007179203,0.0116818845,-0.0048420844,-0.014817055,0.010434978,-0.003107304,-0.005326902,-0.0016176772,-0.026199432,0.009940499,0.033655427,-0.013528131,0.013673272,-0.0063887686,0.010198352,-0.0051026475,0.0117451465,0.0027478042,-0.004757079,0.0038993673,0.046481643,-0.015155487,-0.0023523897,-0.025640052,0.024573265,0.057921663,-0.01925822,0.0014999006,-0.0052806023,-0.008319598,-0.012176656,-0.008529332,-0.008998148,-0.0088176485,-0.0043137,0.011303096,-0.017557709,0.014030534,0.02629236,-0.016291438,-0.032316208,0.009820984,0.03666728,-0.015409012,-0.022172157,0.040643286,-0.011642967,-0.0014508931,0.023785071,-0.008836595,0.0056367777,0.032800972,-0.012207023,0.005262292,-0.00035937296,-0.005378021,-0.020373069,-0.0592143,0.033863775,0.011394473,-0.021250002,0.008417649,-0.015544955,0.012600403,-0.0015011217,0.015117095,0.01565509,-0.022398056,-0.0058925934,0.0037684988,-0.011823702,-0.00166367,0.0013428633,2.886628e-05,-0.0016335098,-0.006282813,-0.03355326,-0.0072977575,0.010525533,-0.009907136,-0.0012267812,0.023279369,0.011485208,0.003231068,0.033762425,-0.024595661,-0.024702383,0.013133425,0.01040873,-0.005753558,-0.011132263,-0.029443365,-0.029346084,-0.014349718,-0.021684952,0.00230542,0.0009813076,0.009256518,-0.020998584,-0.022632197,0.009018326,0.019500475,-0.015584206,-0.0071866573,0.02521158,-0.006828809,0.008632823,0.0097894035,0.010942404,0.007909741,-0.01803091,0.059466727,-0.012594766,0.0075778347,-0.024234036,0.0118280165,-0.011012798,0.023352632,0.020323003,0.015263103,-0.004556639,0.0168998,0.00689607,-0.00296311,0.004338701,-0.024064567,0.03259936,0.01264902,0.007810349,0.0061538615,-0.039590392,0.005734249,0.005816313,0.0029085092,-0.023210082,-0.026362913,0.011778771,-0.011817632,-0.0130556375,0.0042295386,-0.0042858664,-0.0037715484,-0.008981023,-0.011071219,0.0023953384,0.014646095,-0.011747055,0.00483593,0.019749448,0.01220872,0.011609582,-0.01121213,-0.005535425,-0.012494052,0.0032424254,-0.0012720247,-0.006133198,-0.0054655117,-0.019744283,-0.014602919,0.0394342,-0.027480999,0.031335026,-0.030715343,-0.02101571,0.0038019111,-0.010876306,0.032598916,-0.036443185,0.029623013,-0.012357573,-0.018986322,0.007190785,0.0073640384,-0.010694449,0.014071602,0.0069015697,-0.023395821,0.006760944,-0.025910031,0.009089231,0.018714264,0.020389155,0.014620374,0.014086987,0.013669309,0.012133798,0.008942348,-0.0072206245,0.00031142126,1.8897512e-05,0.006606428,0.016507505,0.005676579,0.0068893796,0.024762087,0.0032820497,0.0097532235,0.002128947,0.018388264,0.013436723,0.0036116983,-0.006643046,-0.0133829005,0.004658989,-0.018718284,0.005355082,-0.014331049,-0.009542346,-0.0043583238,-0.009982549,0.003501308,-0.015111353,0.01276283,-0.019448914,-0.013868126,-0.008312232,0.0074082543,-0.028878499,0.025596388,-0.028637484,-0.018217755,0.0077215056,-0.00817905,-0.009139103,0.014447063,-0.01799761,-0.004606154,0.0008934685,-0.02050429,0.0020447003,0.013200099,0.0043888343,0.0042691235,-0.00061694795,-0.0103063,0.013674473,-0.0025926745,-0.006784084,0.008303639,-0.02154934,-0.0068405434,0.00889792,-0.010825441,0.0036261727,0.029349633,-0.0041743363,-0.006214012,-0.02932612,0.0031609796,0.008485563,0.0032737993,0.013149549,0.032017827,0.0011268295,-0.0049198605,-0.013470409,-0.022309277,0.009638788,0.010977313,0.013181114,0.016672678,0.00061398494,0.0016621228,-0.012069636,0.01545134,0.019636042,-0.04315836,-0.0015833228,0.00016330366,-0.011848509,0.003606161,0.001021776,0.023322327,-5.673363e-06,-0.030912928,-0.0059302575,-0.0017077145,-0.034521114,-0.005528437,0.0022729528,0.012264292,-0.0298134,0.008450291,-0.008571648,-0.009119129,-0.040994707,-0.023561597,0.0071712583,-0.008867544,-0.0036321708,-0.011268601,0.0027667668,-0.010767897,0.019155486,-0.0043868953,-0.059710506,-0.006690426,0.00037150786,0.025670394,0.01506983,0.002476308,-0.0203363,-0.02254419,-0.00070347294,-0.001798986,0.023136685,0.023785489,0.002994496,0.052481644,-0.012887571,-0.02808791,0.031768385,3.0542145e-05,-0.008487657,0.02849157,-0.02476789,0.020530388,0.014070283,0.037021197,-0.032885723,0.015058396,-0.0017157445,-0.022619834,-0.0073932335,0.013282639,-0.08722686,0.013568681,-0.00066130137,0.0086041745,0.00303879,-0.005371219,0.02272867,-0.0028303957,0.007057453,0.027952846,-0.0010979027,-0.0053891893,0.004644153,0.015540664,0.024828903,-0.0025041401,-0.04155446,0.0026169778,-0.0047963383,-0.02746002,0.04092392,-0.010673713,0.05332069,-0.00054605195,0.019926874,0.0057131047,0.01898868,0.016534606,0.0027610369,-0.018828671,-0.0040895166,-0.0019571183,-0.0072154505,0.027455384,0.02688043,-0.014287308,-0.012930937,0.008376704,0.018026065,0.02195077,0.01737677,-0.006082862,-0.017426146,-0.03447391,0.004932999,-0.01956293,-0.014113363,0.009389148,0.014187938,0.004448974,-0.043000635,-0.012028263,0.01326451,-0.01305065,-0.012819139,-0.0011899085,-0.03155607,0.018239101,0.021396577,0.0040276917,-0.03023296,-0.010781726,-0.013480854,0.0050281608,-0.006818403,0.0051683206,-0.009279192,0.027460199,-0.00023868932,0.024476448,-0.014469445,-0.0085130455,-0.001593827,0.011162171,-0.014670308,0.0036381658,-0.01534607,0.035905186,-0.008761779,0.008957537,0.0059513603,-0.014756221,-0.09453724,-0.0012839965,-0.000629168,0.0006162032,-0.022758257,-0.005221191,0.000111510046,-0.025629696,-0.017392047,0.0076465313,-0.0036457404,0.008361766,-0.021574458,-0.033655245,-0.015470085,0.020028908,0.024457978,-0.0034719177,0.031137796,-0.007035274,-0.016799338,-0.0062519447,0.025400048,-0.017773096,-0.0033833506,-0.010347806,0.0013916505,-0.010333411,-0.00447564,-0.0027317356,-0.024220683,-0.14492212,0.0016019751,0.015299039,-0.010343293,0.027817832,0.0056722932,-0.0034848156,0.01181765,-0.021986183,-0.022679705,-0.009117917,-0.027766537,-0.039071083,-0.0006183746,0.01083489,0.11757125,0.0034570976,-0.011892581,0.00035138664,0.0016983281,-0.012427065,-0.020339955,-0.005620102,0.011940057,0.01504452,-0.0018219487,0.029174285,-0.0022086406,0.0024521924,0.024442261,0.006781821,0.027871124,-0.01599415,0.017663794,0.035337035,-0.04362707,-0.012466552,-0.014266847,-0.021070177,0.025825148,0.0064310585,0.0064209243,0.0015744312,0.012798724,-0.015423833,-0.00096796034,-0.018113248,-0.007181517,0.0048481543,0.004107866,-0.014968454,-0.07842132,-0.009064247,-0.028028125,0.0026431007,-0.008248534,-0.0139235575,0.021736182,0.0052788346,-0.013324187,0.01061154,0.00581553,-0.01977235,0.012615377,-0.015630353,-0.012254466,0.0082741445,0.010392766,-0.003959998,0.011523877,-0.0065634702,0.010938669,-0.03204843,-0.0057007866,-0.007163591,-0.02258596,-0.0029991823,0.023084452,0.0031381992,-0.011129113,-0.0024248392,-0.020744108,0.013918587,-0.011213651,0.02568973,0.021591984,0.020530747,-0.0007434867,0.023937615,-0.014911629,0.014506305,0.0035258704,-0.029767936,0.02813394,0.008120414,0.018162742,-0.022594683,-0.0005866091,-0.0011417855,-0.0100129135,0.012020287,-0.019719152,-0.0056079496,-0.0070032105,0.020946583,0.011590025,-0.012274622,-0.0075786635,0.032888852,0.0070131435]",true,[41,43,45,47,49],{"name":14,"slug":42},"cat-wu",{"name":16,"slug":44},"主動式-ai",{"name":13,"slug":46},"anthropic",{"name":15,"slug":48},"claude",{"name":17,"slug":50},"ai-助手",{"id":30,"slug":52,"title":53,"language":54},"anthropic-cat-wu-proactive-ai-assistants-en","Anthropic’s Cat Wu on proactive AI assistants","en",[56,62,68,74,80,86],{"id":57,"slug":58,"title":59,"cover_image":60,"image_url":60,"created_at":61,"category":29},"38406a12-f833-4c69-ae22-99c31f03dd52","switch-ai-outputs-markdown-to-html-zh","怎麼把 AI 輸出改成 HTML","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778743243861-8901.png","2026-05-14T07:20:21.545364+00:00",{"id":63,"slug":64,"title":65,"cover_image":66,"image_url":66,"created_at":67,"category":29},"e1d6acda-fa49-4514-aa75-709504be9f93","how-to-run-hermes-agent-on-discord-zh","如何在 Discord 執行 Hermes Agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778724655796-cjul.png","2026-05-14T02:10:34.362605+00:00",{"id":69,"slug":70,"title":71,"cover_image":72,"image_url":72,"created_at":73,"category":29},"4104fa5f-d95f-45c5-9032-99416cf0365c","why-ragflow-is-the-right-open-source-rag-engine-to-self-host-zh","為什麼 RAGFlow 是最適合自架的開源 RAG 引擎","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778674262278-1630.png","2026-05-13T12:10:23.762632+00:00",{"id":75,"slug":76,"title":77,"cover_image":78,"image_url":78,"created_at":79,"category":29},"7095f05c-34f5-469f-a044-2525d2010ce9","how-to-add-temporal-rag-in-production-zh","如何在正式環境加入 Temporal RAG","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778667053844-osvs.png","2026-05-13T10:10:30.930982+00:00",{"id":81,"slug":82,"title":83,"cover_image":84,"image_url":84,"created_at":85,"category":29},"10479c95-53c6-4723-9aaa-2fde5fb19ee7","github-agentic-workflows-ai-github-actions-zh","GitHub 把 AI 代理放進 Actions","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778551884342-8io7.png","2026-05-12T02:11:02.069769+00:00",{"id":87,"slug":88,"title":89,"cover_image":90,"image_url":90,"created_at":91,"category":29},"9ea2be05-4f86-4090-8e5e-2a615abf69cb","meta-google-ai-agent-race-agentic-wars-zh","Meta 和 Google 也要搶 AI Agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778530265459-vchf.png","2026-05-11T20:10:40.000158+00:00",[93,98,103,108,113,118,123,128,133,138],{"id":94,"slug":95,"title":96,"created_at":97},"4ae1e197-1d3d-4233-8733-eafe9cb6438b","claude-now-uses-your-pc-to-finish-tasks-zh","Claude 開始幫你操作電腦","2026-03-26T07:20:48.457387+00:00",{"id":99,"slug":100,"title":101,"created_at":102},"5bede67f-e21c-413d-9ab8-54a3c3d26227","googles-2026-ai-agent-report-decoded-zh","Google 2026 AI Agent 報告解讀","2026-03-26T11:15:22.651956+00:00",{"id":104,"slug":105,"title":106,"created_at":107},"2987d097-563f-46c7-b76f-b558d8ef7c2b","kimi-k25-review-stronger-still-not-legend-zh","Kimi K2.5 評測：更強，但還不是神作","2026-03-27T07:15:55.277513+00:00",{"id":109,"slug":110,"title":111,"created_at":112},"95c9053b-e3f4-4cb5-aace-5c54f4c9e044","claude-code-controls-mac-desktop-zh","Claude Code 也能操控 Mac 了","2026-03-28T03:01:58.58121+00:00",{"id":114,"slug":115,"title":116,"created_at":117},"dc58e153-e3a8-4c06-9b96-1aa64eabbf5f","cloudflare-100x-faster-ai-agent-sandbox-zh","Cloudflare 的 AI 沙箱跑超快","2026-03-28T03:09:44.142236+00:00",{"id":119,"slug":120,"title":121,"created_at":122},"1c8afc56-253f-47a2-979f-1065ff072f2a","openai-backs-isara-agent-swarm-bet-zh","OpenAI 挺 Isara 的 agent swarm …","2026-03-28T03:15:27.513155+00:00",{"id":124,"slug":125,"title":126,"created_at":127},"7379b422-576e-45df-ad5a-d57a0d9dd467","openai-plan-automated-ai-researcher-zh","OpenAI 想做自動化 AI 研究員","2026-03-28T03:17:42.090548+00:00",{"id":129,"slug":130,"title":131,"created_at":132},"48c9889e-86df-450b-a356-e4a4b7c83c5b","harness-engineering-ai-agent-reliability-2026-zh","駕馭工程：從「馬具」到「作業系統」，AI Agent 可靠性的終極密碼","2026-03-31T06:42:53.556721+00:00",{"id":134,"slug":135,"title":136,"created_at":137},"e41546b8-ba9e-455f-9159-88d4614ad711","openai-codex-plugin-claude-code-zh","OpenAI 把 Codex 放進 Claude Code","2026-04-01T09:21:54.687617+00:00",{"id":139,"slug":140,"title":141,"created_at":142},"96d8e8c8-1edd-475d-9145-b1e7a1b02b65","mcp-explained-from-prompts-to-production-zh","MCP 怎麼把提示詞變工作流","2026-04-01T09:24:39.321274+00:00"]