[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-why-observability-is-critical-cloud-native-systems-zh":3,"tags-why-observability-is-critical-cloud-native-systems-zh":38,"related-lang-why-observability-is-critical-cloud-native-systems-zh":46,"related-posts-why-observability-is-critical-cloud-native-systems-zh":50,"series-industry-17cafb6e-9f2c-43c4-9ba3-ef211d2780b1":87},{"id":4,"title":5,"content":6,"summary":7,"source":8,"source_url":9,"author":10,"image_url":11,"keywords":12,"language":19,"translated_content":10,"views":20,"is_premium":21,"created_at":22,"updated_at":22,"cover_image":11,"published_at":23,"rewrite_status":24,"rewrite_error":10,"rewritten_from_id":25,"slug":26,"category":27,"related_article_id":28,"status":29,"google_indexed_at":30,"x_posted_at":10,"tweet_text":10,"title_rewritten_at":10,"title_original":10,"key_takeaways":31,"topic_cluster_id":35,"embedding":36,"is_canonical_seed":37},"17cafb6e-9f2c-43c4-9ba3-ef211d2780b1","為什麼可觀測性是雲原生系統的生存條件","\u003Cp data-speakable=\"summary\">可觀測性不是雲原生系統的附加功能，而是維持穩定、控成本與快速排障的基本能力。\u003C\u002Fp>\u003Cp>我認為，可觀測性不是雲原生系統的加分項，而是操作層的基本要求。容器會在幾秒內啟動又消失，服務會跨叢集拆分，流量會隨著自動擴縮不停改變；在這種環境裡，只看固定儀表板，等於拿地圖去解釋地震。\u003C\u002Fp>\u003Cp>監控可以告訴你 CPU 高了、錯誤率升了，但它通常無法回答「為\u003Ca href=\"\u002Fnews\u002Fwhy-vidhub-huiyuan-hutong-bushi-quan-shebei-tongyong-zh\">什麼\u003C\u002Fa>」：為什麼某次 checkout 失敗只發生在某個區域、某個瀏覽器版本，或某次服務網格改路由之後 latency 才突然暴增。這個落差，就是可觀測性存在的理由。\u003C\u002Fp>\u003Ch2>第一個論點\u003C\u002Fh2>\u003Cp>雲原生複雜度已經超過傳統監控的設計邊界。監控是為了相對可預期的環境而生，前提是你大致知道故障模式長什麼樣。但現代平台由微服務、短生命週期基礎設施、第三方依賴與頻繁部署組成，變化本身就是常態。CNCF 一再把這類系統描述為充滿未知未知數，這不是修辭，而是日常。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778794245143-tfqn.png\" alt=\"為什麼可觀測性是雲原生系統的生存條件\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>分散式追蹤最能說明問題。一次使用者請求可能先經過 \u003Ca href=\"\u002Ftag\u002Fapi\">API\u003C\u002Fa> gateway、驗證服務、快取、\u003Ca href=\"\u002Fnews\u002Fdata-centers-pushing-homeowners-to-solar-zh\">資料\u003C\u002Fa>庫，再回到前端腳本才失敗。若你只看單一層級，就只能猜；若你能串起整條路徑，就能判斷是慢查詢、壞版本、網路跳點，還是前端回歸。這不是監控的升級版，而是完全不同的運作模型。\u003C\u002Fp>\u003Ch2>第二個論點\u003C\u002Fh2>\u003Cp>可觀測性也是成本控制工具，不只是除錯工具。Gartner 曾警告，雲原生應用的成本會隨 telemetry 量上升而增加，這句話在實務上非常直接：資料不是越多越好，因為每一筆 log、metric、trace 都可能變成儲存費、索引費與查詢費。\u003C\u002Fp>\u003Cp>因此，成熟的 telemetry pipeline 不會把所有資料永久留存，而是清楚決定哪些要高保真保存、哪些可以抽樣、哪些只需短期保留。這種紀律會直接影響 MTTR 與 MTTD，因為團隊少花時間撈資料，多花時間修問題。對電商結帳、登入流程或 API 服務來說，少一小時的故障時間，往往就是少一筆明確的營收損失。\u003C\u002Fp>\u003Ch2>反方可能怎麼說\u003C\u002Fh2>\u003Cp>最強的反對意見不是說可觀測性沒用，而是說它很容易變成昂貴、吵雜、組織膨脹的代名詞。很多團隊一口氣買多套工具、把所有 log 都灌進去、再做一堆沒人信任的 dashboard，最後得到的是另一層複雜度。這種情況下，懷疑者反對的其實是「收集更多資料」的迷信。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778794242104-6bwv.png\" alt=\"為什麼可觀測性是雲原生系統的生存條件\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>這個批評有一半是對的。若沒有治理，observability 確實會失控；若沒有標準，資料只會越堆越亂。真正的問題不是要不要可觀測性，而是要不要規模化地管理它。OpenTelemetry、統一的資料策略、抽樣與保留規則，才是把訊號變成洞察的前提。\u003C\u002Fp>\u003Cp>所以，我不接受「既然做不好就別做」的結論。限制是真的，但結論錯了。退回基本監控只會讓你在複雜系統裡更慢、更盲、也更貴；正確做法是把可觀測性當成平台能力治理，而不是把它當成一組工具採購。\u003C\u002Fp>\u003Ch2>你能做什麼\u003C\u002Fh2>\u003Cp>如果你是工程師，請先為「你現在還不知道\u003Ca href=\"\u002Fnews\u002Fhow-to-choose-gpu-for-yihuan-zh\">怎麼\u003C\u002Fa>問的問題」做 instrumentation，而不是只為現有 dashboard 補資料；如果你是 PM，請把可觀測性視為產品基礎設施，因為它直接影響使用者體驗與發版信心；如果你是創辦人，請投資能降低 MTTR、統一 telemetry、避免工具失控的平台工作。雲原生系統的競爭力，不在於你收了多少資料，而在於你能多快把跨層訊號轉成可執行的判斷。\u003C\u002Fp>","可觀測性不是雲原生系統的附加功能，而是維持穩定、控成本與快速排障的基本能力。","cloudnativenow.com","https:\u002F\u002Fcloudnativenow.com\u002Fcontributed-content\u002Fwhy-observability-is-critical-for-modern-cloud%E2%80%91native-systems\u002F",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778794245143-tfqn.png",[13,14,15,16,17,18],"可觀測性","雲原生","OpenTelemetry","分散式追蹤","AIOps","MTTR","zh",0,false,"2026-05-14T21:30:25.97324+00:00","2026-05-14T21:30:25.851+00:00","done","e73807e1-8668-453a-815f-d928700889f2","why-observability-is-critical-cloud-native-systems-zh","industry","49741f0d-bb3d-4f02-b644-2b644880ab00","published","2026-05-15T09:00:17.046+00:00",[32,33,34],"雲原生系統的動態性，已經讓傳統監控不足以解釋故障原因。","可觀測性不只提升排障效率，也直接影響雲成本與營運效率。","真正的問題不是要不要可觀測性，而是要不要用治理把它做對。","4124c97c-709d-471f-bab9-7e604d9789de","[-0.029544292,0.024811639,0.015281083,-0.07695104,-7.536653e-05,0.0049578114,-0.019371446,-0.008983487,0.030279223,0.021566542,0.01030381,-0.0027890715,-0.017718459,0.008227535,0.113475464,0.0026248388,0.0076308,0.015345055,0.029741397,0.02230907,0.019961564,-0.008736561,0.0015287097,0.01014268,0.0030051975,0.0032064836,0.025487278,0.012019186,0.026490819,0.017152827,0.010813159,0.011243497,0.016645888,0.016053598,-0.016191239,-0.0025409125,-0.004153269,-0.015500151,0.005632346,0.0139001785,-0.0021629322,-0.03282095,0.022603547,-0.020166907,-0.019431138,-0.00055875775,0.00864177,0.014403099,-0.0054710144,-0.011010771,0.01589459,-0.0034400942,0.0018682991,-0.17280445,-0.012414379,-0.011200086,-0.0100580575,-0.020850591,0.015145081,-0.010075806,-0.0025533119,-0.008786422,0.0020306988,-0.009167701,-0.017555425,-0.034222692,0.013431276,-0.0054365494,-6.726284e-05,-0.009323783,0.0027553595,0.019289888,-0.020489113,0.0028435313,-0.0015735837,-0.01887759,-0.019553574,0.01284026,0.00027998665,-0.0021718813,0.011461828,-0.016188595,0.009065009,-0.0015845122,0.011581649,0.013150814,0.0039988924,0.011754221,0.0012961992,0.027364586,-0.0031091608,0.0059224325,-0.003769003,-0.008283874,0.0021027422,-0.0041167573,-0.00922649,0.00848634,-0.015396086,0.012884077,0.0005775333,-0.0066928524,0.016207322,0.04725098,-0.01701656,-0.00254841,0.00906697,0.0055492194,-0.01938018,0.0033777482,0.0056319674,-0.022827858,0.0016103437,0.0141483,-0.017221756,-0.13598545,0.0010315052,-0.0043453914,-0.010186792,0.015835343,-0.039074965,-0.008761063,0.032455534,0.037031088,-0.01982588,-0.008254466,0.005678489,-0.009861013,0.0008887805,-0.018555293,0.006805739,0.009104211,-0.0055918843,0.011597264,-0.010604856,0.012385387,-0.016636467,-0.02195009,-0.024473462,-0.031919975,-0.009322225,0.021924281,-0.016370881,-0.002357269,-0.046240516,-0.03377384,-0.048487414,0.020321632,-0.0030017954,-0.00819822,0.017550388,-0.0037585238,0.013478495,0.030033048,0.018881882,-0.01165418,-0.018843068,0.0032680489,0.0027378288,-0.0006240298,0.0035251053,-0.016670987,0.0017853022,0.009797054,-0.010210642,-0.006344164,-0.023697736,-0.0027950266,0.021600507,-0.003828811,0.0043164897,0.00052680174,0.0033965649,0.0055931807,0.002901175,0.0070783193,0.012171007,0.023517685,0.016394842,-0.05557413,0.043783974,-0.008939335,-0.024753947,0.00096889876,-0.039859172,0.00073001446,0.002181979,0.012245508,-0.016076425,0.015313205,0.011435427,-0.0060752183,-0.019196717,0.013800908,0.0039267507,-0.032984864,-0.034768887,0.0125145735,0.0044599124,0.0031397475,0.011622378,-0.024781292,0.025649745,0.005968292,-0.002782617,0.002329845,0.024794789,0.0139991585,-0.00864023,0.018732464,-0.01574779,0.0052336687,0.016055819,-0.020049786,0.006704179,-0.027236775,0.007919234,-0.0022930263,0.024498768,-0.003464672,0.020268047,0.01005642,-0.018880079,0.022197869,0.004349868,-0.011402099,-0.0033299353,0.0206029,-0.014021062,0.006076202,0.007290715,-0.0047508604,0.021974739,-0.0020519432,-0.007866352,0.022551792,0.024991708,0.002507804,-0.0025893487,0.036246456,-0.030391475,0.028629798,0.006083301,0.010019572,0.0066229673,0.0064466125,-0.0059017767,0.0013555229,-0.04809798,0.0041409,0.023510737,0.015359418,-0.0041494644,0.028947178,0.02295359,-0.015416968,-0.006713437,0.0012797909,0.006910295,0.020285321,0.02400512,-0.008593009,0.002701573,-0.009574534,0.029564872,0.022872271,0.005909991,-0.02318197,-0.016404327,0.0003430249,-0.008027843,-0.0006656767,-0.047522116,-0.0011571427,0.018676275,-0.02714855,-0.04884862,0.027874243,-0.004271862,-0.027955955,-0.015686959,-0.026372863,0.0029710687,-0.0049754526,0.0044462867,-0.0005136228,-0.037897047,0.008234389,0.0028402673,0.002389737,0.0045933533,0.0130573865,-0.013538651,-0.0015467547,0.014933926,-0.017063,-0.007027005,-0.0076598306,-0.009841356,-0.01789733,0.021180155,-0.0006313208,-0.0027084756,0.054637104,0.008747944,0.017994128,0.009278266,-0.0012730191,0.028869824,0.003290817,-0.019374995,-0.0014710879,0.0024191965,0.0021585813,-0.016898507,-0.0015607574,0.022328833,-0.00070912746,0.012171422,0.014604123,-0.0130560715,-0.005735866,-0.017829388,-0.005044453,-0.033445578,0.007938301,0.018078536,0.0023734053,-0.011195489,-0.0076202564,-0.02445977,0.010293418,0.016107494,-0.008418351,-0.004592712,0.017952334,-0.00092597626,-0.005476937,-0.023149505,0.002308074,-0.004337537,0.010928444,-0.042859882,-0.00065207685,-0.026795402,-0.015625352,0.011095236,0.006209694,-0.0022043847,-0.019728633,0.042555124,-0.016078567,0.0078554535,0.021877961,-0.0076248045,0.006932806,-0.015924131,-0.00875379,0.017477589,0.024469594,0.0013248642,-0.00213056,0.008017025,0.006291922,-0.00092595525,-0.031997945,-0.0013434044,0.006668354,-0.0063213264,0.022700762,-0.0022146523,0.025703525,-0.0048247217,0.0033345765,0.014608409,0.015561628,0.030448476,-0.020093927,-0.010987831,0.00043778037,0.0025347664,0.030896042,-0.011017108,-0.01947743,0.002884597,-0.032117166,0.040916044,0.009580521,-0.0028155,-0.004913207,0.006973612,-0.003355232,0.024853129,0.015217545,-0.010787164,0.006754964,-0.01760837,0.0131412735,-0.0028452927,-0.020685578,-0.0143714845,0.0029831042,0.0075600296,0.0011549828,-0.023352323,-0.009493019,-0.020678444,0.02637614,0.022305848,0.002035989,-0.0075165574,-0.00792804,-0.00482713,0.0043589096,0.018536186,-0.0085870745,-0.016982097,0.005027188,0.045312945,0.0063706706,0.0091190515,-0.023472112,-0.007380265,-0.0019430582,0.029320242,0.0050210124,0.0031110682,-0.0019412286,-0.028579848,-0.040251434,0.0008050391,0.029346041,0.02375954,-0.01378939,0.008418514,-0.009729725,-0.021329284,0.013018864,-0.0018681668,0.0023364455,-0.013042567,-0.002304444,-0.0037125135,-0.00027733206,-0.0098904725,-0.0016214065,0.012592293,-0.010510887,-0.026763262,0.023300849,0.010385598,0.044996336,-0.00577223,-0.0026408702,0.0027143478,-0.018728819,-0.01272245,0.023331702,0.00739058,-0.012113269,0.005712024,-0.012246306,7.888088e-05,0.0005140247,-0.024695946,-0.012689119,-0.014175999,-0.02632895,-0.018570557,0.018490927,-0.016048146,-0.019098746,0.0046751695,0.017662043,-0.022130024,-0.030235223,0.007400761,0.009692915,-0.013155421,-0.011280099,-0.00048272987,-0.023558412,-0.010360823,0.01619823,0.035902586,0.028144553,-0.0062340507,0.015458511,-0.007638315,0.019494578,-0.0040616305,0.034321737,0.0101396935,-0.01318186,-0.0046165083,-0.020087194,0.0093065705,-0.012006038,0.00038260792,0.0071280664,-0.01758651,0.004677172,-0.027709106,0.016548635,-0.008445323,0.0012854525,0.0025117784,0.0101745995,-0.027798144,-0.016674215,-0.018976498,0.003909689,0.0065157856,0.0013230057,0.009745311,0.0034186977,0.016658759,0.008363584,-0.031131584,0.012626863,-0.009068655,-0.013780452,-0.005128684,0.041218977,-0.01407554,-0.009146121,0.0046486272,0.02232773,0.04896538,0.0070332875,0.0054291403,0.013067616,0.0073060435,-0.025802566,0.025030222,-0.026058584,-0.010475346,-0.0037087693,-0.0022104236,-0.013532455,-0.002496763,0.006018753,0.0069948384,0.012897244,0.008154475,-0.09450381,-0.0014792585,-0.01590799,0.004332591,-0.015603182,-0.022068135,-0.0074206055,-0.008807874,0.02729472,0.010080458,-0.027407113,-0.0041656983,0.026339253,0.004143707,0.02198079,-0.015873255,-0.022738969,-0.01985943,0.028322445,0.008703717,0.01979523,-0.0064201774,0.0036999385,0.030401517,-0.012096053,-0.018949894,0.018262018,0.018643737,-0.0014377229,-0.01924472,-0.016776547,-0.02341292,0.032459144,0.00889208,0.03234581,0.0021200923,0.024587039,-0.012665768,-0.0029150716,0.02931129,0.03089153,-0.0026102546,-0.013372298,-0.0100642005,0.013225483,-0.011714229,-0.0031626164,0.015131198,-0.0035804843,0.0028640646,-0.012784724,-0.029786505,-0.017822376,-0.040893793,-0.01514803,-0.006929005,0.00501315,-0.034876414,-0.020344524,0.00079275615,-0.030634789,-0.0069140648,-0.005642373,0.003690496,-0.015410053,0.01093055,0.0047153444,0.024310073,0.01758983,0.03099193,-0.012943536,0.026974903,0.0122089945,-0.0015938046,0.010008913,0.028755788,-0.0046030167,0.012933728,-0.000849485,0.00072844484,-0.03018162,-0.00045361317,-0.08006418,-0.020569235,-0.013316246,0.012473298,0.012870511,-0.022139946,0.031845193,0.007687868,-0.017706813,0.014731873,0.017651927,-0.0090506775,0.0034474311,-0.045468118,0.016053913,-0.009663551,0.027934909,-0.021008404,-0.034374,-0.03259151,-0.016697964,-0.01258995,0.024130177,-0.009503999,-0.012065169,0.0064612045,-0.00024373205,-0.009359364,-0.016808832,-0.009382952,-0.03280695,-0.118534885,-0.013148992,-0.03486049,0.002795359,0.016019952,0.013650492,0.0021266944,-0.062608585,-0.017099079,-0.007946027,-0.00503555,-0.0076471423,-0.027733969,-0.009090514,-0.0059185773,0.113299176,-0.010027434,0.012842389,0.0017391971,0.004376091,-0.033389233,-0.028835366,-0.008062641,0.0062439865,-0.01156582,0.0180899,0.01850271,0.0017712668,-0.004970833,-0.008348967,0.0341343,0.0009487259,-0.026129479,0.010368734,0.008710942,-0.015793351,-0.0025649262,-0.017676955,-0.0032405264,-0.0061063217,0.016033754,-0.0045492183,0.039442096,0.01586487,0.037922096,-0.014909726,-0.022994634,-0.00432771,-0.022292215,-0.007952907,-0.015801445,-0.06307657,0.008753521,0.0067229853,0.007266389,-0.008443721,-0.025675766,0.0053757234,-0.003734828,0.009944589,0.017738102,-0.008102584,0.033123698,0.027142102,-0.019633744,-0.0010024356,0.024581533,0.018161828,0.040954333,0.0018448414,-0.03145687,-0.00052211375,-0.011148691,3.22306e-05,0.035931226,-0.02725201,-0.00035846033,-0.0028770028,0.006583835,-0.002501113,-0.019379543,-0.0089415535,-0.011830942,4.3073112e-05,-0.0008550235,-0.016895728,0.03110852,0.019091958,0.045591064,-0.021635711,0.0017990241,0.035684425,-0.023707123,0.013355139,0.01153008,0.021778733,-0.024266468,0.009185354,-0.030774942,0.0069431206,0.02729203,-0.012693077,0.032750882,-0.0018115626,0.010069316,-0.0074767657,0.0023859153,-0.0029663616,0.023101814,-0.016578397]",true,[39,40,42,43,45],{"name":16,"slug":16},{"name":17,"slug":41},"aiops",{"name":13,"slug":13},{"name":15,"slug":44},"opentelemetry",{"name":14,"slug":14},{"id":28,"slug":47,"title":48,"language":49},"why-observability-is-critical-cloud-native-systems-en","Why Observability Is Critical for Cloud-Native Systems","en",[51,57,63,69,75,81],{"id":52,"slug":53,"title":54,"cover_image":55,"image_url":55,"created_at":56,"category":27},"e6379f8a-3305-4862-bd15-1192d3247841","why-nebius-ai-pivot-is-more-real-than-hype-zh","為什麼 Nebius 的 AI 轉型比炒作更真實","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778823044520-9mfz.png","2026-05-15T05:30:24.978992+00:00",{"id":58,"slug":59,"title":60,"cover_image":61,"image_url":61,"created_at":62,"category":27},"66c4e357-d84d-43ef-a2e7-120c4609e98e","nvidia-backs-corning-factories-with-billions-zh","Nvidia 出資 Corning 工廠擴產","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778822450270-trdb.png","2026-05-15T05:20:27.701475+00:00",{"id":64,"slug":65,"title":66,"cover_image":67,"image_url":67,"created_at":68,"category":27},"31d8109c-8b0b-46e2-86bc-d274a03269d1","why-anthropic-gates-foundation-ai-public-goods-zh","為什麼 Anthropic 和 Gates Foundation 應該投資 A…","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778796636474-u508.png","2026-05-14T22:10:21.138177+00:00",{"id":70,"slug":71,"title":72,"cover_image":73,"image_url":73,"created_at":74,"category":27},"2fb441af-d3c6-4af8-a356-a40b25a67c00","data-centers-pushing-homeowners-to-solar-zh","資料中心推升房主裝太陽能","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778793651300-gi06.png","2026-05-14T21:20:40.899115+00:00",{"id":76,"slug":77,"title":78,"cover_image":79,"image_url":79,"created_at":80,"category":27},"387bddd8-e5fc-4aa9-8d1b-43a34b0ece43","how-to-choose-gpu-for-yihuan-zh","怎麼選《异环》GPU","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778786461303-39mx.png","2026-05-14T19:20:29.220124+00:00",{"id":82,"slug":83,"title":84,"cover_image":85,"image_url":85,"created_at":86,"category":27},"4d3ebe1c-303b-4af9-a779-c882c298ee46","why-china-mobile-token-ops-will-reshape-ai-distribution-zh","為什麼中國移動的 Token 運營體系會重寫 AI 分發","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778785845357-pvfc.png","2026-05-14T19:10:28.057623+00:00",[88,93,98,103,108,113,118,123,128,133],{"id":89,"slug":90,"title":91,"created_at":92},"ee073da7-28b3-4752-a319-5a501459fb87","ai-in-2026-what-actually-matters-now-zh","2026 AI 真正重要的事","2026-03-26T07:09:12.008134+00:00",{"id":94,"slug":95,"title":96,"created_at":97},"83bd1795-8548-44c9-9a7e-de50a0923f71","trump-ai-framework-power-speech-state-preemption-zh","川普 AI 框架瞄準電力、言論與州權","2026-03-26T07:12:18.695466+00:00",{"id":99,"slug":100,"title":101,"created_at":102},"ea6be18b-c903-4e54-97b7-5f7447a612e0","nvidia-gtc-2026-big-ai-announcements-zh","NVIDIA GTC 2026 重點拆解","2026-03-26T07:14:26.62638+00:00",{"id":104,"slug":105,"title":106,"created_at":107},"4bcec76f-4c36-4daa-909f-54cd702f7c93","claude-users-spreading-out-and-getting-better-zh","Claude 用戶更分散，也更會用","2026-03-26T07:22:52.325888+00:00",{"id":109,"slug":110,"title":111,"created_at":112},"bd903b15-2473-4178-9789-b7557816e535","openclaw-raises-hard-question-for-ai-models-zh","OpenClaw 逼問 AI 模型價值","2026-03-26T07:24:54.707486+00:00",{"id":114,"slug":115,"title":116,"created_at":117},"eeac6b9e-ad9d-4831-8eec-8bba3f9bca6a","gap-google-gemini-checkout-fashion-search-zh","Gap 把結帳搬進 Gemini","2026-03-26T07:28:23.937768+00:00",{"id":119,"slug":120,"title":121,"created_at":122},"0740e53f-605d-4d57-8601-c10beb126f3c","google-pushes-gemini-transition-to-march-2026-zh","Google 把 Gemini 轉換延到 2026 年 3…","2026-03-26T07:30:12.825269+00:00",{"id":124,"slug":125,"title":126,"created_at":127},"e660d801-2421-4529-8fa9-86b82b066990","metas-llama-4-benchmark-scandal-gets-worse-zh","Meta Llama 4 分數風波又擴大","2026-03-26T07:34:21.156421+00:00",{"id":129,"slug":130,"title":131,"created_at":132},"183f9e7c-e143-40bb-a6d5-67ba84a3a8bc","accenture-mistral-ai-sovereign-enterprise-deal-zh","Accenture 攜手 Mistral AI 賣主權 AI","2026-03-26T07:38:14.818906+00:00",{"id":134,"slug":135,"title":136,"created_at":137},"191d9b1b-768a-478c-978c-dd7431a38149","mistral-ai-faces-its-hardest-year-yet-zh","Mistral AI 迎來最硬的一年","2026-03-26T07:40:23.716374+00:00"]