[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-sulphur-2-open-source-video-generation-no-censorship-zh":3,"tags-sulphur-2-open-source-video-generation-no-censorship-zh":38,"related-lang-sulphur-2-open-source-video-generation-no-censorship-zh":47,"related-posts-sulphur-2-open-source-video-generation-no-censorship-zh":51,"series-industry-52621d77-5758-43e8-8154-9270cc758dac":88},{"id":4,"title":5,"content":6,"summary":7,"source":8,"source_url":9,"author":10,"image_url":11,"keywords":12,"language":20,"translated_content":10,"views":21,"is_premium":22,"created_at":23,"updated_at":23,"cover_image":11,"published_at":24,"rewrite_status":25,"rewrite_error":10,"rewritten_from_id":26,"slug":27,"category":28,"related_article_id":29,"status":30,"google_indexed_at":10,"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},"52621d77-5758-43e8-8154-9270cc758dac","Sulphur 2：開源影片生成走無審查路線","\u003Cp data-speakable=\"summary\">Sulphur 2 是基於 LTX 2.3 微調的開源影片模型，主打移除內容限制層，讓使用者在本地端更直接控制生成結果。\u003C\u002Fp>\u003Cp>說真的，這題很有火藥味。現在商業影片模型都在拚畫質、時長和穩定度，開源圈卻在問另一件事：模型到底該先擋\u003Ca href=\"\u002Fnews\u002Fwhy-anthropics-small-business-push-is-right-zh\">什麼\u003C\u002Fa>，再放什麼？\u003C\u002Fp>\u003Cp>這次討論焦點是 \u003Ca href=\"https:\u002F\u002Fhuggingface.co\u002FSulphurAI\u002FSulphur-2-base\" target=\"_blank\" rel=\"noopener\">Sulphur 2\u003C\u002Fa>。它不是從零開始做，而是基於 \u003Ca href=\"https:\u002F\u002Fwww.lightricks.com\u002F\" target=\"_blank\" rel=\"noopener\">LTX\u003C\u002Fa> 的 \u003Ca href=\"https:\u002F\u002Fhuggingface.co\u002FLightricks\u002FLTX-Video\" target=\"_blank\" rel=\"noopener\">LTX 2.3\u003C\u002Fa> 微調。重點很直接：拿掉內容限制層，改成更少干預的本地可控路線。\u003C\u002Fp>\u003Cp>如果你有看過 \u003Ca href=\"https:\u002F\u002Fgithub.com\u002FComfy-Org\u002FComfyUI\" target=\"_blank\" rel=\"noopener\">ComfyUI\u003C\u002Fa> 社群，就會懂這種需求不是空想。很多人想要的是 \u003Ca href=\"\u002Ftag\u002Fapi\">API\u003C\u002Fa> 外面那層保護殼少一點，自己決定怎麼跑、怎麼濾、怎麼留紀錄。這篇就來拆 Sulphur 2 到底在吵什麼。\u003C\u002Fp>\u003Ctable>\u003Cthead>\u003Ctr>\u003Cth>項目\u003C\u002Fth>\u003Cth>內容\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd>模型基底\u003C\u002Ftd>\u003Ctd>LTX 2.3\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>定位\u003C\u002Ftd>\u003Ctd>開源影片生成\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>核心改動\u003C\u002Ftd>\u003Ctd>移除內容限制層\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>使用方式\u003C\u002Ftd>\u003Ctd>本地可控\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>討論平台\u003C\u002Ftd>\u003Ctd>Reddit、Hugging Face\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003Ch2>它到底改了什麼\u003C\u002Fh2>\u003Cp>Sulphur 2 的核心，不是把影片品質拉到多誇張，而是把控制權往使用者手上推。講白了，就是少一層平台預設的內容過濾。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778883650811-8y01.png\" alt=\"Sulphur 2：開源影片生成走無審查路線\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>這種做法在開源 \u003Ca href=\"\u002Ftag\u002Fllm\">LLM\u003C\u002Fa> 早就不陌生。很多模型都會有安全層、拒答層，或是額外的 policy wrapper。影片生成只是把同一套爭論搬到動態影像上，尺度更大，爭議也更大。\u003C\u002Fp>\u003Cp>問題在於，影片不是純文字。它牽涉人物、場景、動作、風格，還有更難管的合成內容。你把限制拿掉，創作自由會變高，但濫用風險也會一起上來。\u003C\u002Fp>\u003Cul>\u003Cli>基底是 LTX 2.3，不是新架構。\u003C\u002Fli>\u003Cli>重點是移除限制層，不是單純調參。\u003C\u002Fli>\u003Cli>主打本地端執行，減少平台介入。\u003C\u002Fli>\u003Cli>適合想自己控流程的開發者。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>為什麼社群會吵成這樣\u003C\u002Fh2>\u003Cp>因為這碰到兩派人的底線。第一派覺得，模型既然是工具，就應該像 B\u003Ca href=\"\u002Fnews\u002Fcircles-agent-stack-targets-machine-speed-payments-zh\">le\u003C\u002Fa>nder 一樣，讓使用者自己負責。第二派覺得，生成式模型如果完全放飛，最後一定會被拿去做垃圾內容。\u003C\u002Fp>\u003Cp>我覺得兩邊都不是完全錯。問題不是「要不要限制」，而是「誰來限制」。如果限制全放在模型端，平台就能先擋掉一部分風險。可代價是，正常創作也會被一起卡住。\u003C\u002Fp>\u003Cp>這就是開源和閉源的老問題。閉源模型像 \u003Ca href=\"https:\u002F\u002Fopenai.com\u002Findex\u002Fsora\u002F\" target=\"_blank\" rel=\"noopener\">Sora\u003C\u002Fa> 或 \u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\u002Fclaude\" target=\"_blank\" rel=\"noopener\">Claude\u003C\u002Fa>，通常會先顧安全與品牌風險。\u003Ca href=\"\u002Ftag\u002F開源模型\">開源模型\u003C\u002Fa>像 \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fhuggingface\u002Fdiffusers\" target=\"_blank\" rel=\"noopener\">Diffusers\u003C\u002Fa> 生態裡那些專案，則更像把刀交給你，怎麼用看你自己。\u003C\u002Fp>\u003Cblockquote>「Freedom in AI is the freedom to make mistakes, but also the freedom to learn from them.」—— Yann LeCun\u003C\u002Fblockquote>\u003Cp>這句話很適合拿來看 Sulphur 2。\u003Ca href=\"\u002Fnews\u002Fwhy-ai-infrastructure-is-now-the-real-moat-zh\">真正的\u003C\u002Fa>分歧，不是技術，而是責任歸屬。你要的是平台幫你擋，還是你自己扛？\u003C\u002Fp>\u003Ch2>和商業影片模型比，差在哪\u003C\u002Fh2>\u003Cp>如果只看畫質，Sulphur 2 未必能直接打贏商業大廠。像 \u003Ca href=\"https:\u002F\u002Fopenai.com\u002Findex\u002Fsora\u002F\" target=\"_blank\" rel=\"noopener\">Sora\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Frunwayml.com\u002F\" target=\"_blank\" rel=\"noopener\">Runway\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fpika.art\u002F\" target=\"_blank\" rel=\"noopener\">Pika\u003C\u002Fa> 這類產品，通常在穩定度、鏡頭控制和體驗整合上更成熟。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778883659964-jic0.png\" alt=\"Sulphur 2：開源影片生成走無審查路線\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>但 Sulphur 2 的優勢很明確。你可以本地跑、自己接管資料、自己決定過濾規則。對重視隱私、內部測試，或想做二次開發的人來說，這種可控性很值錢。\u003C\u002Fp>\u003Cp>商業模型的路線很像 SaaS。它賣的是方便。開源模型的路線比較像自架伺服器。它賣的是自由，但你得自己處理維運、顯卡、版本和風險。\u003C\u002Fp>\u003Cul>\u003Cli>\u003Cstrong>商業模型\u003C\u002Fstrong>：體驗完整，但限制多。\u003C\u002Fli>\u003Cli>\u003Cstrong>開源模型\u003C\u002Fstrong>：可控性高，但維護成本高。\u003C\u002Fli>\u003Cli>\u003Cstrong>本地部署\u003C\u002Fstrong>：資料不必送到外部 API。\u003C\u002Fli>\u003Cli>\u003Cstrong>二次開發\u003C\u002Fstrong>：更容易接企業內部流程。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>這背後是整個開源生態的方向\u003C\u002Fh2>\u003Cp>Sulphur 2 不是孤例。現在很多開源社群都在做同一件事：把大模型從雲端服務，拉回使用者自己的機器。文字模型是這樣，圖片模型是這樣，影片模型現在也開始跟上。\u003C\u002Fp>\u003Cp>這種轉向很現實。企業會在意資料能不能留在內網。個人創作者會在意 API 成本。研究者會在意能不能重現結果。只要這三件事還在，開源模型就不會退場。\u003C\u002Fp>\u003Cp>而且影片生成比文字更吃資源。你不只要算 \u003Ca href=\"\u002Ftag\u002Ftoken\">Token\u003C\u002Fa>，還要算顯卡記憶體、推理時間、輸出解析度。這讓本地可控的價值更明顯，因為很多人根本不想每次都把素材丟到外部伺服器。\u003C\u002Fp>\u003Cp>下面這幾個點，基本上就是 Sulphur 2 會被討論的原因：\u003C\u002Fp>\u003Cul>\u003Cli>降低對外部 API 的依賴。\u003C\u002Fli>\u003Cli>讓內部測試更容易做。\u003C\u002Fli>\u003Cli>資料流向更清楚。\u003C\u002Fli>\u003Cli>方便做客製化安全規則。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>風險也很真實，不要裝沒看到\u003C\u002Fh2>\u003Cp>去掉內容限制層，最直接的問題就是濫用。這不是什麼抽象風險，而是很具體的產品問題。你一旦提供更少限制的生成能力，就得面對更高的審核壓力。\u003C\u002Fp>\u003Cp>對平台來說，這代表責任可能往下游轉。對開發者來說，這代表你要自己補上治理機制。像是使用紀錄、權限控管、輸出水印，這些都不能只靠模型本身。\u003C\u002Fp>\u003Cp>所以 Sulphur 2 真正的價值，不是「沒限制」這四個字，而是它逼大家正面回答一個老問題：到底哪些風險該由模型擋，哪些該由產品層處理？\u003C\u002Fp>\u003Cp>如果你做的是內部工具，答案可能跟消費級產品完全不同。這也是為什麼我覺得，Sulphur 2 會吸引的不是一般使用者，而是想自己定規則的團隊。\u003C\u002Fp>\u003Ch2>接下來怎麼看\u003C\u002Fh2>\u003Cp>我會先看兩件事。第一，社群會不會把它包成更完整的工作流。第二，後續版本會不會把可控性和安全性分層，讓使用者自己選。\u003C\u002Fp>\u003Cp>如果這條路走得順，未來開源影片模型很可能會分成兩種。 一種是給大眾用的保守版。另一種是給開發者和研究者用的可控版。Sulphur 2 現在就站在這個分岔口上。\u003C\u002Fp>\u003Cp>講白了，這不是單純的模型新聞。它是在問：當\u003Ca href=\"\u002Ftag\u002F生成式-ai\">生成式 AI\u003C\u002Fa> 走進影片領域，控制權到底該放在哪一層？如果你是開發者，我建議先看它的 repo、社群回饋，還有本地部署成本，再決定要不要跟進。\u003C\u002Fp>","Sulphur 2 基於 LTX 2.3 微調，移除內容限制層，讓本地端影片生成更可控，也把開源社群對審查與安全的爭論推到台前。","zhuanlan.zhihu.com","https:\u002F\u002Fzhuanlan.zhihu.com\u002Fp\u002F2036113362052965203",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778883650811-8y01.png",[13,14,15,16,17,18,19],"Sulphur 2","開源影片生成","LTX 2.3","無審查 AI","本地部署","Hugging Face","影片模型","zh",1,false,"2026-05-15T22:20:37.304807+00:00","2026-05-15T22:20:37.138+00:00","done","23fc80e1-1df6-43b5-a551-bf913d575eaf","sulphur-2-open-source-video-generation-no-censorship-zh","industry","77ed1911-8d3a-432d-b7f3-f225ee7bc827","published",[32,33,34],"Sulphur 2 基於 LTX 2.3 微調，核心賣點是移除內容限制層。","它把影片生成的討論，從畫質拉到控制權與責任歸屬。","對開發者來說，本地可控比單純的雲端 API 更有吸引力。","71014d3b-1a21-4826-af0d-4f1c002ac5a4","[-0.0003149326,0.0048689493,-0.0042195865,-0.07276562,-0.0053827483,0.014999443,-0.024331888,0.007002348,0.015804483,0.02145697,-0.005569512,-0.022764133,0.019815875,0.0030204682,0.13965794,0.029101498,0.0068927,0.01312509,0.00032467785,0.0003425586,0.0066776746,0.013852897,0.00025201926,0.010327699,-0.016544458,-0.017682703,0.018382614,-0.037228514,0.057126302,0.008692009,-0.0004192702,-0.009778438,0.024953736,0.027133862,0.020691717,0.018961925,-0.005416507,-0.0112922,-0.0076811793,0.027005767,-0.031447288,-0.014094501,0.0052168006,-0.028949993,-0.0046966365,-0.0028031783,0.003713001,-0.021734513,0.0032522278,0.0025804935,0.0017138966,0.029544072,-0.0041053332,-0.15208493,-0.04404573,0.028159874,-0.012069932,-0.0055664103,-0.003167516,0.0013238093,-0.013532767,0.026749734,-0.0035345785,-0.01405231,0.0039088093,0.0037196805,0.015292039,-0.0029381136,-0.018277124,-0.005858908,-0.03442599,0.017555874,-0.014251322,-0.023388052,0.009161826,-0.013845664,0.019932445,-0.0007758637,0.024905153,0.022500172,7.668388e-05,-0.017002393,0.0008867961,0.00045377857,-0.026669912,0.01813963,0.0018247308,-0.003219509,0.004966712,-0.00032765145,-0.01575566,-0.004828309,0.018321034,0.008340281,0.022061335,-0.004259796,0.00267367,0.0075285817,-0.015267511,-0.01781906,-0.018143985,-0.019887226,0.02213414,0.0122121405,-0.008871211,-0.028286062,-0.0048660184,0.011559,0.016962316,-0.01233264,-0.00058408844,0.005266928,0.006964698,0.0026098574,0.015362222,-0.12926133,-0.019345127,0.014146662,0.0003987211,0.041282885,0.021106161,0.01822637,-0.0058129756,0.029521316,0.0017935251,-0.0038970446,0.031625442,0.014520928,-0.015630629,0.019868191,-0.0020465835,-0.0063416967,0.015006467,-0.00514821,-0.030385638,-0.009316143,0.029467816,-0.019342296,-0.017257728,-0.0077820355,-0.0009220429,0.011224885,-0.023727758,-0.0010766912,-0.020966914,0.00362582,-0.00918385,0.0042635365,0.016129822,-0.05843248,0.034823295,-0.008157469,0.0018025187,-0.009805803,0.012191372,-0.049378082,-0.0231219,0.03560878,0.013915344,-0.0038097266,-0.019795692,-0.01701557,-0.007535209,-0.0067908266,0.0085967565,0.03159973,-0.00013537316,-0.0074355076,-0.0027940196,0.02688095,0.0026327728,-0.02280749,0.012082593,-0.0016581435,0.0055814683,0.015335228,-0.003763782,-0.009949199,0.019765524,0.0075804098,-0.028459074,-0.005136477,0.010854454,0.0056588342,0.0055810013,0.013324944,0.011902599,0.016485114,0.023452392,0.01060963,-0.030462235,-0.001458219,0.041146725,-0.009445938,0.01851871,-0.021363636,-0.00035339492,0.0018452776,-0.0036428494,0.037904054,0.017642694,0.0025562155,0.019925386,0.003609653,0.006736296,-0.0069398526,-0.017108347,0.0024451152,0.029562097,-0.00762027,-0.008325339,0.015957791,0.030424295,-0.0049261665,0.0012892459,-0.010925928,0.001577525,0.00022750306,-0.0049700434,-0.0100225005,-0.0042481814,-0.008834369,-0.035489775,0.034381848,-0.02242431,-0.041208293,0.016488455,-0.0027117277,-0.032108985,0.02625626,0.02033243,0.038713176,-0.0025632551,0.018519457,0.006645246,-0.008535312,0.019016307,-0.014184963,0.012868445,0.016924454,-0.0058949576,0.012995813,0.010214303,-0.01806034,0.019751133,-0.015502098,0.024975657,-0.019599155,0.0013732972,0.011435814,0.010091686,-0.0003439331,0.0065516867,-0.008645315,0.008450708,-0.0046756933,0.00800974,0.016467068,-0.0089073805,-0.018200533,0.0016707395,0.011531194,-0.01629793,0.0013093685,0.023426501,0.024080748,0.0060980436,-6.349786e-05,-0.020352708,0.020870645,-0.005889152,0.020125164,0.010658757,-0.014873258,-0.012084546,-0.021121852,-0.082548626,0.028232977,0.0019323343,-0.0011575869,0.016427679,0.0024181237,0.0031188268,0.0019328431,0.010683555,0.0010115347,-0.012697797,0.015194344,-0.011856325,-0.008009082,-0.0049284506,0.008268063,0.00040170053,0.0072985785,-0.0010493544,-0.013662636,0.00898315,0.010462382,-0.006212164,-0.007952124,0.013832185,-0.0011233484,-0.0072917542,0.052787576,-0.0033696825,-0.0033921113,-0.023877958,0.041474022,-0.018606754,0.013728341,0.013230571,-0.007539175,-7.490422e-05,-0.023156535,-0.011583488,-0.027451439,0.012796932,-0.018662468,-0.0032052267,-0.006795747,-0.029785188,-0.007768947,-0.02178238,-0.024952019,0.015211084,0.02780116,-0.004357302,-0.03477571,0.01689879,0.0030168986,-0.012098063,-0.02167932,0.00041418627,-0.0071143974,0.027939297,0.028455019,0.0054758615,0.0073581785,-0.01133041,-0.0022844928,0.011547282,0.017060865,-0.01135079,-0.009861247,0.0019770507,-0.00513072,-0.005328977,-0.010848886,-0.01722781,-0.027690029,0.017583808,-0.04244745,-0.003406947,-0.002805272,-0.017939387,0.0037846882,-0.00890596,-0.0062897853,0.0004956287,-0.025634376,0.027813448,0.007924955,-0.025109703,0.026876615,0.002214579,0.014227748,-0.010625633,0.015942201,-0.014054772,-0.034315225,0.025108801,0.023689603,-0.00909835,0.008488563,-0.01670265,-0.016822623,0.016937183,-0.021483736,-0.0031125925,-0.007887965,0.017731676,0.010297723,-0.03928346,-0.0112345535,-0.025177306,-4.4729564e-05,0.0024399424,-0.0129514905,-0.021305202,-0.0024182922,0.0137191275,0.010281027,0.017644739,-0.019101853,0.021461008,0.022188,-0.031517893,0.0004768913,0.009404258,0.009558299,0.005925131,0.009278156,-0.020757623,0.00936063,0.018600753,0.01727788,-0.025085941,-0.0039136987,0.0026886615,0.009185343,-0.023039095,-0.012211072,0.014661668,0.001435509,0.015587382,0.017385742,-0.014013724,-0.012866517,-0.003201504,-0.01426932,0.013420573,-0.017322076,0.0199442,-0.009583225,-0.02566826,0.03131488,-0.011453535,-0.010376725,0.018894222,-0.008477062,0.0043595587,-0.0014889835,0.010236449,-0.025630053,-0.0046237926,-0.018496165,-0.012287178,-0.005623393,-0.023591235,-0.029544907,-0.01901501,-0.008262277,-0.014054745,-0.0021931853,0.013819115,0.019475503,-0.01608547,0.010501729,-0.037239417,0.025764499,0.031911217,-0.02900836,0.03732353,0.0027052886,0.010407463,-0.0043658074,-0.0016647486,-0.0052835634,0.020494694,-0.011049619,0.02437877,-0.02264632,-0.0024880394,0.002687237,0.024825223,-0.022239614,-0.01593222,0.003979097,0.017579498,0.0114311585,0.016678805,0.003395707,0.01430278,-0.018759456,-0.015219627,-0.009707878,-0.013843881,0.026408568,0.00855379,-0.0046000374,0.020556515,-0.017334254,0.019997658,-0.016087193,0.0037252046,0.018280732,-0.021949172,0.011812904,-0.00087695516,0.0078047304,-0.0054987804,0.021109488,0.00960827,0.0021795942,0.008390347,0.0041235294,-0.033411812,-0.009798691,-0.0035297906,0.019918965,0.008248565,-0.010449376,0.009186589,0.010235844,-0.030929992,-0.012033012,0.00775217,4.0123436e-05,-0.009100125,-0.023843732,0.005618598,0.015397535,0.009331847,0.0076906136,0.017779533,-0.009245873,0.026575852,0.009480735,0.006882082,-0.017282374,-0.0053011165,0.009772641,-0.034674753,-0.0069446634,-0.0033157752,-0.013370259,0.0271173,-0.0031852461,0.021484783,0.003577106,-0.0142241735,0.039772186,-0.002315424,-0.021855397,0.005313798,-0.008568871,0.011821813,0.0053880387,-0.02289402,0.014858666,-0.010219178,-0.019992908,-0.016116524,-0.027506648,0.040884208,-0.09581614,-0.022930168,0.0017470802,-0.023240065,0.0075441166,-0.009845749,0.0026136048,-0.015979895,0.008315573,0.020765029,0.026308082,0.011048661,0.015209707,0.01631137,0.0095358975,-0.018204162,-0.0050128656,-0.012923769,0.0106224585,-0.03237468,0.037843455,-0.016955568,0.024396336,-0.0041771904,-0.017777147,-0.028408132,0.0102145355,0.005052878,0.0037882975,-0.0030016867,-0.010087146,-0.013864335,0.0127330385,0.014249017,0.019461837,0.014037963,0.0027850387,0.0030166388,0.011855179,0.012330417,0.010088991,0.0028830834,-0.018351195,0.0130588,0.004123617,0.010130423,0.013578938,0.029462041,0.007116882,-0.015239793,-0.031467695,-0.02149011,0.008834564,-0.030332968,-0.022468299,-0.027034111,0.0009603285,0.008681343,0.0067915586,0.024866547,-0.009507015,-0.021618294,-0.014183536,-0.0045243935,0.0133058075,0.012333198,-0.008119822,0.04398504,-0.01470114,0.028506827,0.013325974,0.03346135,-0.001719419,-0.007533816,0.017999426,0.025941309,0.0075125215,0.0013930297,-0.016853957,0.010750386,-0.006066043,-0.036748327,-0.1000312,0.013925571,-0.016977398,-0.025172226,0.00095719396,0.017707394,0.013641945,-0.013259382,0.014400763,-0.03994991,0.0010573748,0.013552408,-0.0020268976,-0.051715128,-0.010729885,0.016698258,-0.0060864403,0.010269716,0.00312645,-0.037898652,-0.044841778,0.013353684,0.033793468,-0.03562565,-0.02241514,-0.020448402,0.010927688,-0.00594791,-0.009213464,-0.0065387352,-0.013770666,-0.11201474,0.015666228,0.01136285,-0.027435752,0.025098672,0.004843815,0.01859723,-0.021131517,-0.028189596,0.002222179,0.010450523,-0.0067551704,0.0063855276,0.010021776,0.010037377,0.13070676,-0.009481213,-0.0022395756,-0.0023032308,-0.025773766,0.0065346416,-0.021269495,-0.009015896,0.0334601,0.009850685,-0.026139196,0.022532681,-0.010160097,-0.017508386,0.032494552,-0.0014867333,0.011293075,-0.017264048,-0.0049239756,0.014539233,-0.008774528,-0.012272685,-0.0013005591,0.016505292,0.00076897955,0.04240264,-0.0016974778,-0.011814039,-0.0013218439,-0.008540643,-0.005889756,-0.0041303383,-0.022935234,-0.014320851,-0.01866377,-0.014244177,-0.0617021,0.026448382,-0.031156093,0.011170926,-0.00032798457,-0.013729572,-0.022699159,0.017401138,0.004833125,0.009644427,0.004883003,0.008852327,0.014055903,0.020983873,-0.0204235,0.010443895,0.023086073,0.0018983557,0.008622687,0.0066834753,0.008427277,-0.008696824,-0.01819434,0.0018615327,-0.029588914,-0.0066424427,0.02809544,0.051545866,-0.01670454,0.0174359,0.008601609,-0.014743184,-0.0028356707,-0.006751963,-0.00446967,0.022667112,-0.004801016,-7.668461e-05,-0.025445757,0.009903676,0.006164949,-0.008533634,0.0034408015,-0.012127606,0.026373494,0.012069697,0.019219408,0.008719893,-0.02409851,-0.006116409,-0.012336265,0.00792211,-0.016215166,0.02154458,0.0138063,0.0024712596,0.03320286,0.025646815,0.02549011]",true,[39,41,43,45,46],{"name":13,"slug":40},"sulphur-2",{"name":15,"slug":42},"ltx-23",{"name":16,"slug":44},"無審查-ai",{"name":17,"slug":17},{"name":14,"slug":14},{"id":29,"slug":48,"title":49,"language":50},"sulphur-2-open-source-video-generation-no-censorship-en","Sulphur 2 把开源视频生成推向无审查路线","en",[52,58,64,70,76,82],{"id":53,"slug":54,"title":55,"cover_image":56,"image_url":56,"created_at":57,"category":28},"c0b7cf36-670a-499e-9680-45ffa7531323","why-anthropics-small-business-push-is-right-zh","為什麼 Anthropic 押注小型企業是對的 AI 賭局","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778883044236-877k.png","2026-05-15T22:10:25.72013+00:00",{"id":59,"slug":60,"title":61,"cover_image":62,"image_url":62,"created_at":63,"category":28},"c3b45aac-c24c-4c09-9e95-73ff729d9a62","why-ai-infrastructure-is-now-the-real-moat-zh","為什麼 AI 基礎設施才是真正的護城河","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778875851377-xatg.png","2026-05-15T20:10:37.227561+00:00",{"id":65,"slug":66,"title":67,"cover_image":68,"image_url":68,"created_at":69,"category":28},"cd078ce9-0a92-485a-b428-2f5523250a19","circles-agent-stack-targets-machine-speed-payments-zh","Circle 推出 Agent Stack，瞄準機器速度支付","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778871663628-uyk5.png","2026-05-15T19:00:44.16849+00:00",{"id":71,"slug":72,"title":73,"cover_image":74,"image_url":74,"created_at":75,"category":28},"96d96399-f674-4269-997a-cddfc34291a0","iren-signs-nvidia-ai-infrastructure-pact-zh","IREN 綁上 Nvidia AI 基建","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778871057561-bukp.png","2026-05-15T18:50:37.57206+00:00",{"id":77,"slug":78,"title":79,"cover_image":80,"image_url":80,"created_at":81,"category":28},"de12a36e-52f9-4bca-8deb-a41cf974ffd9","circle-agent-stack-ai-payments-zh","Circle 推出 Agent Stack 做 AI 付款","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778870462187-t9xv.png","2026-05-15T18:40:30.945394+00:00",{"id":83,"slug":84,"title":85,"cover_image":86,"image_url":86,"created_at":87,"category":28},"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",[89,94,99,104,109,114,119,124,129,134],{"id":90,"slug":91,"title":92,"created_at":93},"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":95,"slug":96,"title":97,"created_at":98},"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":100,"slug":101,"title":102,"created_at":103},"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":105,"slug":106,"title":107,"created_at":108},"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":110,"slug":111,"title":112,"created_at":113},"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":115,"slug":116,"title":117,"created_at":118},"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":120,"slug":121,"title":122,"created_at":123},"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":125,"slug":126,"title":127,"created_at":128},"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":130,"slug":131,"title":132,"created_at":133},"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":135,"slug":136,"title":137,"created_at":138},"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"]