{
  "text": "OpenAI 找自家工程師\n拍了一支九十秒的片\n第一句話是——這是我第一次\n覺得，自己在工作上作弊\n一家公司不會拿作弊兩個\n字形容自己的產品\n除非那個落差大到不講不行\n他講的這個東西叫 Ultrafast\n八月中才開放預覽\n這是我第一次覺得\n自己在工作上作弊\n系統一掛掉就像有人\n按下產線的緊急停止鈕\n我會叫它盯著那個頻道\n當我的眼睛和耳朵去\n查找出根本原因\n順便回答陸續進來的人問的問題\n那句作弊，講的是等待消失了\n以前丟一個問題出去\n要等好幾分鐘\n等的時候人會跑去做別的事\n回來還得重新想剛剛做到哪\nUltrafast 拿掉的就是這一段\n只是這種快沒有免費送\n帳單記在別的地方\n先講清楚 Ultrafast 是什麼\n它不是一顆新模型\nGPT-5.6 Sol 是 OpenAI\n目前最強的那一支，Ultrafast\n做的事情是讓同一顆 Sol 換\n一種硬體跑，參數一個都沒改\n速度差多少？\n官方給的數字是每秒最多\n七百五十個 token\n最快是原本標準速度的十四倍\n七百五十個 token 大概是\n五百個中文字——它一秒鐘寫\n出來的量，你差不多要讀一分鐘\n這種東西 OpenAI\n叫它服務層級\n同一顆模型\n你可以選它要跑多快，價錢跟著變\n模型選單上那個 Ultra\n就是這一層\n聽起來很陌生，但這條線\nOpenAI 早就在用了——它的\n產品本來就是照這個邏輯排的\n這條線怎麼分，OpenAI\n自己在一場給開發者的\n說明會上講得很清楚\n先聽他們怎麼介紹\nGPT-5.6 這一家人\n三個型號各站在什麼位置\n如果你還不熟，這一家族有\n三個新型號：Sol、Terra 和 Luna\nSol 是我們的前沿模型\n也是旗艦處理\n最複雜的程式與專業工作\nTerra 是很好用的日常\n主力適合那種智力\n成本和反應時間都要顧的工作\n至於 Luna\n我們很喜歡它回饋\n也很好，適合高流量\n智力要求沒那麼高但很在意\n成本和反應時間的場景\n三個型號站在同一條線上的\n三個位置：Sol 最聰明，Luna\n最便宜、反應最快，Terra 在中間\nUltrafast 沒有動這一排\n它動的是另外一排——同\n一顆 Sol，要跑多快\n腦沒有換，那速度\n是從哪裡多出來的？\n答案在晶片\nUltrafast 這一層跑的不是\n一般的繪圖晶片，是一家叫\nCerebras 的公司做的晶圓級晶片\n一般晶片是從一整片晶圓上\n切出很多顆小的，Cerebras\n反過來，整片晶圓就做成一顆\n為什麼這樣會快？\n模型的參數平常放在記憶體裡\n晶片每算一個字\n都要先把用得到的參數搬進\n運算單元，算完再搬下一批\n真正卡住速度的就是這個搬字\nCerebras 那顆晶片上直接\n做了四十四 GB 的高速記憶體\n參數就住在上面，不用搬\n這件事的重點在後面\n參數一個都沒有少\n少掉的只是搬運那道手續\n所以官方才敢說\n這一層跟標準的 Sol 一樣聰明\n這句話等一下拿數字檢查，先記著\n機制講完，回到人身上\n快十四倍聽起來很像規格\n表上的數字，真正有意思的是\n它落到工作上會變成什麼樣\nOpenAI 的工程師舉了\n一個很具體的例子\n一件原本要花一到兩小時的工作\n有句老話說，快本身就是\n一種功能——因為一個東西快到\n某個程度做事的方式就會跟著變\n以前光是收資料、整理\n統一格式，再補上脈絡\n做出能幫我和團隊做決策的\n判斷材料，要花一到兩個小時\n現在十到十五分鐘就好\n有時候幾乎是即時的\n一到兩小時變成十到十五分鐘\n這是省時間\n但真正有意思的是後面\n這句——快到某個程度以後\n連做法本身都會換掉\n用 Ultrafast\n我可以同時把所有地方都搜一遍\n而且是平行進行，這真的很不可思議\n而且說實話，Ultrafast\n快到我通常不用分心去做\n別的事也拿得到一樣好的結果\n一旦進入寫程式的心流我覺得\n在同樣的時間裡——時間才是\n真正的限制——我能用到的智力變多了\n這裡有兩件事值得拆開講\n第一件是同時查很多地方\n以前要查一件事故\n你得一個系統一個系統翻過去\n因為每翻一次都要等\n等得起的次數有限\n你就只能挑最可能的那幾個地方找\n快到不用等的時候\n十個地方可以一起查\n找到的機率當然不一樣\n第二件更微妙\n他說快到不用分心——等模型的\n那幾分鐘，你不會坐在那裡\n發呆，你會去回訊息\n去看別的東西，等它跑完回來\n還得把剛剛的脈絡重新撿一遍\n被吃掉的從來不是那幾分鐘\n是回神的那一段\n這就是那句老話的意思\n一個東西快到某個程度\n人做事的方式會跟著變\n講到這裡都是好話，該來檢查一下\n跑這麼快，它有沒有變笨\n目前有兩組數字\n都是 Cerebras 自己測的\n第一組是一份兩千五百題的\n博士級考題，Ultrafast 跑\n完花十一小時十一分\n對照組要七十八小時二十七分\n第二組挑的是有經濟價值的\n知識工作，整件事從頭到尾快\n五點六倍，而且品質沒有掉\n兩組數字都很漂亮\n但都是廠商自己測的\n目前沒有第三方複驗\n聽的時候自己打個折\n快速重構一次程式碼幾乎不花\n什麼錢，而且幾乎是瞬間完成\n這確實讓我們做得更快\n出貨更快而且這股節奏可以撐得更久\n因為它夠快\n夠有效智力的品質不會因此打折\n我們永遠想要最聰明\n又跑得最快的\n有了 5.6 Ultrafast\n這兩件事不用二選一\n官方說不用二選一\n這句話成立\n但它講的是聰明程度不用二選一\n真正被拿去換的\n東西在別的地方\nOpenAI 自己在同一場說明\n會上講過這個道理——先說清楚\n接下來這段講的是 Codex\n裡面的一個開關\n跟今天的 Ultrafast 不是\n同一個東西，不過道理一模一樣\n第二個建議是想想\n什麼時候值得拿 token 換時間\n有不少情況是你就想讓\n它跑快一點願意多花\n一些 token 來省自己的時間\nFast mode 就是最明顯的例子\n你可以開 Fast mode\n讓輸出用 1.5 倍速跑\n不過額度也會扣得比較快\nCodex 那個開關開下去跑\n一點五倍速，額度扣得比較快\nAPI 那邊是同一套邏輯\n只是分得更清楚\n一共三層：最上面是標準速度\n中間那層叫 Fast\n大約兩點五倍速\n價錢剛好是兩倍\n最下面那條是 Ultrafast\n最快十四倍\nUltrafast 的價格呢？\n官方到現在沒有公布\n而且它現在是限量預覽\n只開放給少數 API 客戶\n要填表申請\n講白了，這個開關\n現在打不開——一般人打不開\n大部分公司也打不開\n最後留一個判斷給你\n模型跑得快\n只在你卡在等模型的時候有用\n如果卡住你的是資料調不出來\n權限沒開、或者一件事還沒有人\n拍板，那顆晶片再快也救不了\n看到十四倍這種數字\n先問自己一句\n我平常在等的，真的是它嗎？\n不過那句老話還是成立的\n過去兩年，模型是往更聰明的\n方向走；這一次拿出來賣的\n是同一顆腦跑得更快\n這條線接下來會走\n到哪，值得盯著\n覺得這樣拆一遍有幫助\n記得訂閱可波 AI 白話\n我們下支片見",
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  "duration": 456.0,
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      "id": 4,
      "start": 7.666,
      "end": 9.041,
      "text": "一家公司不會拿作弊兩個",
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    },
    {
      "id": 5,
      "start": 9.041,
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      "text": "字形容自己的產品",
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    {
      "id": 6,
      "start": 10.362,
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      "text": "除非那個落差大到不講不行",
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    },
    {
      "id": 7,
      "start": 12.565,
      "end": 14.506,
      "text": "他講的這個東西叫 Ultrafast",
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    },
    {
      "id": 8,
      "start": 14.506,
      "end": 15.631,
      "text": "八月中才開放預覽",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 9,
      "start": 16.2,
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    {
      "id": 11,
      "start": 20.528,
      "end": 23.237,
      "text": "系統一掛掉就像有人",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 12,
      "start": 23.237,
      "end": 26.247,
      "text": "按下產線的緊急停止鈕",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 13,
      "start": 26.247,
      "end": 29.493,
      "text": "我會叫它盯著那個頻道",
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      "id": 14,
      "start": 29.493,
      "end": 32.414,
      "text": "當我的眼睛和耳朵去",
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    },
    {
      "id": 15,
      "start": 32.414,
      "end": 34.686,
      "text": "查找出根本原因",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 16,
      "start": 34.686,
      "end": 39.23,
      "text": "順便回答陸續進來的人問的問題",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 17,
      "start": 39.367,
      "end": 42.029,
      "text": "那句作弊，講的是等待消失了",
      "source": "video_source_subtitle",
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    },
    {
      "id": 18,
      "start": 42.703,
      "end": 43.974,
      "text": "以前丟一個問題出去",
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    },
    {
      "id": 19,
      "start": 43.974,
      "end": 45.082,
      "text": "要等好幾分鐘",
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    },
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      "id": 20,
      "start": 45.082,
      "end": 46.927,
      "text": "等的時候人會跑去做別的事",
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    },
    {
      "id": 21,
      "start": 46.927,
      "end": 48.552,
      "text": "回來還得重新想剛剛做到哪",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 22,
      "start": 49.031,
      "end": 50.781,
      "text": "Ultrafast 拿掉的就是這一段",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 23,
      "start": 51.107,
      "end": 53.076,
      "text": "只是這種快沒有免費送",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 24,
      "start": 53.076,
      "end": 54.201,
      "text": "帳單記在別的地方",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 25,
      "start": 54.975,
      "end": 57.063,
      "text": "先講清楚 Ultrafast 是什麼",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 26,
      "start": 57.063,
      "end": 58.447,
      "text": "它不是一顆新模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 27,
      "start": 58.447,
      "end": 61.109,
      "text": "GPT-5.6 Sol 是 OpenAI",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 28,
      "start": 61.109,
      "end": 62.797,
      "text": "目前最強的那一支，Ultrafast",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 29,
      "start": 62.797,
      "end": 63.832,
      "text": "做的事情是讓同一顆 Sol 換",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 30,
      "start": 63.832,
      "end": 65.582,
      "text": "一種硬體跑，參數一個都沒改",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 31,
      "start": 66.195,
      "end": 67.195,
      "text": "速度差多少？",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 32,
      "start": 67.35,
      "end": 69.213,
      "text": "官方給的數字是每秒最多",
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    },
    {
      "id": 33,
      "start": 69.213,
      "end": 70.338,
      "text": "七百五十個 token",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 34,
      "start": 70.338,
      "end": 72.088,
      "text": "最快是原本標準速度的十四倍",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 35,
      "start": 72.613,
      "end": 74.189,
      "text": "七百五十個 token 大概是",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 36,
      "start": 74.189,
      "end": 75.689,
      "text": "五百個中文字——它一秒鐘寫",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 37,
      "start": 75.689,
      "end": 77.564,
      "text": "出來的量，你差不多要讀一分鐘",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 38,
      "start": 78.757,
      "end": 79.88,
      "text": "這種東西 OpenAI",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 39,
      "start": 79.88,
      "end": 80.956,
      "text": "叫它服務層級",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 40,
      "start": 80.956,
      "end": 81.706,
      "text": "同一顆模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 41,
      "start": 81.706,
      "end": 84.085,
      "text": "你可以選它要跑多快，價錢跟著變",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 42,
      "start": 84.812,
      "end": 86.187,
      "text": "模型選單上那個 Ultra",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 43,
      "start": 86.187,
      "end": 87.089,
      "text": "就是這一層",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 44,
      "start": 87.308,
      "end": 88.683,
      "text": "聽起來很陌生，但這條線",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 45,
      "start": 88.683,
      "end": 90.279,
      "text": "OpenAI 早就在用了——它的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 46,
      "start": 90.279,
      "end": 92.053,
      "text": "產品本來就是照這個邏輯排的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 47,
      "start": 92.866,
      "end": 94.116,
      "text": "這條線怎麼分，OpenAI",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 48,
      "start": 94.116,
      "end": 95.807,
      "text": "自己在一場給開發者的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 49,
      "start": 95.807,
      "end": 97.097,
      "text": "說明會上講得很清楚",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 50,
      "start": 97.097,
      "end": 98.097,
      "text": "先聽他們怎麼介紹",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 51,
      "start": 98.097,
      "end": 99.599,
      "text": "GPT-5.6 這一家人",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 52,
      "start": 99.599,
      "end": 101.109,
      "text": "三個型號各站在什麼位置",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 53,
      "start": 101.763,
      "end": 104.315,
      "text": "如果你還不熟，這一家族有",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 54,
      "start": 104.315,
      "end": 108.956,
      "text": "三個新型號：Sol、Terra 和 Luna",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 55,
      "start": 108.956,
      "end": 112.233,
      "text": "Sol 是我們的前沿模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 56,
      "start": 112.233,
      "end": 113.871,
      "text": "也是旗艦處理",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 57,
      "start": 113.871,
      "end": 116.875,
      "text": "最複雜的程式與專業工作",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 58,
      "start": 116.875,
      "end": 120.038,
      "text": "Terra 是很好用的日常",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 59,
      "start": 120.038,
      "end": 121.984,
      "text": "主力適合那種智力",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 60,
      "start": 121.984,
      "end": 125.147,
      "text": "成本和反應時間都要顧的工作",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 61,
      "start": 125.147,
      "end": 127.424,
      "text": "至於 Luna",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 62,
      "start": 127.424,
      "end": 130.025,
      "text": "我們很喜歡它回饋",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 63,
      "start": 130.025,
      "end": 132.627,
      "text": "也很好，適合高流量",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 64,
      "start": 132.627,
      "end": 135.183,
      "text": "智力要求沒那麼高但很在意",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 65,
      "start": 135.183,
      "end": 137.313,
      "text": "成本和反應時間的場景",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 66,
      "start": 137.456,
      "end": 139.633,
      "text": "三個型號站在同一條線上的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 67,
      "start": 139.633,
      "end": 141.258,
      "text": "三個位置：Sol 最聰明，Luna",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 68,
      "start": 141.258,
      "end": 143.66,
      "text": "最便宜、反應最快，Terra 在中間",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 69,
      "start": 144.288,
      "end": 146.077,
      "text": "Ultrafast 沒有動這一排",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 70,
      "start": 146.077,
      "end": 147.548,
      "text": "它動的是另外一排——同",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 71,
      "start": 147.548,
      "end": 149.336,
      "text": "一顆 Sol，要跑多快",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 72,
      "start": 149.336,
      "end": 150.336,
      "text": "腦沒有換，那速度",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 73,
      "start": 150.336,
      "end": 151.671,
      "text": "是從哪裡多出來的？",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 74,
      "start": 152.471,
      "end": 153.771,
      "text": "答案在晶片",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 75,
      "start": 153.771,
      "end": 155.271,
      "text": "Ultrafast 這一層跑的不是",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 76,
      "start": 155.271,
      "end": 156.771,
      "text": "一般的繪圖晶片，是一家叫",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 77,
      "start": 156.771,
      "end": 159.034,
      "text": "Cerebras 的公司做的晶圓級晶片",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 78,
      "start": 159.034,
      "end": 161.482,
      "text": "一般晶片是從一整片晶圓上",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 79,
      "start": 161.482,
      "end": 162.982,
      "text": "切出很多顆小的，Cerebras",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 80,
      "start": 162.982,
      "end": 164.732,
      "text": "反過來，整片晶圓就做成一顆",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 81,
      "start": 165.608,
      "end": 166.608,
      "text": "為什麼這樣會快？",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 82,
      "start": 166.782,
      "end": 168.852,
      "text": "模型的參數平常放在記憶體裡",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 83,
      "start": 168.852,
      "end": 170.002,
      "text": "晶片每算一個字",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 84,
      "start": 170.002,
      "end": 171.925,
      "text": "都要先把用得到的參數搬進",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 85,
      "start": 171.925,
      "end": 173.55,
      "text": "運算單元，算完再搬下一批",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 86,
      "start": 173.55,
      "end": 175.404,
      "text": "真正卡住速度的就是這個搬字",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 87,
      "start": 176.062,
      "end": 177.768,
      "text": "Cerebras 那顆晶片上直接",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 88,
      "start": 177.768,
      "end": 179.563,
      "text": "做了四十四 GB 的高速記憶體",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 89,
      "start": 179.563,
      "end": 181.283,
      "text": "參數就住在上面，不用搬",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 90,
      "start": 182.325,
      "end": 183.659,
      "text": "這件事的重點在後面",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 91,
      "start": 183.659,
      "end": 185.089,
      "text": "參數一個都沒有少",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 92,
      "start": 185.089,
      "end": 187.122,
      "text": "少掉的只是搬運那道手續",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 93,
      "start": 187.122,
      "end": 188.193,
      "text": "所以官方才敢說",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 94,
      "start": 188.193,
      "end": 190.006,
      "text": "這一層跟標準的 Sol 一樣聰明",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 95,
      "start": 190.491,
      "end": 192.491,
      "text": "這句話等一下拿數字檢查，先記著",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 96,
      "start": 192.921,
      "end": 194.817,
      "text": "機制講完，回到人身上",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 97,
      "start": 194.817,
      "end": 196.511,
      "text": "快十四倍聽起來很像規格",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 98,
      "start": 196.511,
      "end": 198.136,
      "text": "表上的數字，真正有意思的是",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 99,
      "start": 198.136,
      "end": 199.761,
      "text": "它落到工作上會變成什麼樣",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 100,
      "start": 200.14,
      "end": 201.327,
      "text": "OpenAI 的工程師舉了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 101,
      "start": 201.327,
      "end": 202.452,
      "text": "一個很具體的例子",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 102,
      "start": 202.452,
      "end": 204.327,
      "text": "一件原本要花一到兩小時的工作",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 103,
      "start": 204.878,
      "end": 206.942,
      "text": "有句老話說，快本身就是",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 104,
      "start": 206.942,
      "end": 209.418,
      "text": "一種功能——因為一個東西快到",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 105,
      "start": 209.418,
      "end": 212.307,
      "text": "某個程度做事的方式就會跟著變",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 106,
      "start": 212.307,
      "end": 214.805,
      "text": "以前光是收資料、整理",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 107,
      "start": 214.805,
      "end": 217.303,
      "text": "統一格式，再補上脈絡",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 108,
      "start": 217.303,
      "end": 220.633,
      "text": "做出能幫我和團隊做決策的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 109,
      "start": 220.633,
      "end": 223.964,
      "text": "判斷材料，要花一到兩個小時",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 110,
      "start": 223.964,
      "end": 226.739,
      "text": "現在十到十五分鐘就好",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 111,
      "start": 226.739,
      "end": 228.508,
      "text": "有時候幾乎是即時的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 112,
      "start": 228.634,
      "end": 231.353,
      "text": "一到兩小時變成十到十五分鐘",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 113,
      "start": 231.353,
      "end": 232.512,
      "text": "這是省時間",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 114,
      "start": 232.512,
      "end": 234.004,
      "text": "但真正有意思的是後面",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 115,
      "start": 234.642,
      "end": 236.142,
      "text": "這句——快到某個程度以後",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 116,
      "start": 236.142,
      "end": 237.392,
      "text": "連做法本身都會換掉",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 117,
      "start": 238.074,
      "end": 240.247,
      "text": "用 Ultrafast",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 118,
      "start": 240.247,
      "end": 243.012,
      "text": "我可以同時把所有地方都搜一遍",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 119,
      "start": 243.012,
      "end": 245.975,
      "text": "而且是平行進行，這真的很不可思議",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 120,
      "start": 245.975,
      "end": 248.494,
      "text": "而且說實話，Ultrafast",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 121,
      "start": 248.494,
      "end": 250.474,
      "text": "快到我通常不用分心去做",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 122,
      "start": 250.474,
      "end": 252.813,
      "text": "別的事也拿得到一樣好的結果",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 123,
      "start": 252.813,
      "end": 255.137,
      "text": "一旦進入寫程式的心流我覺得",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 124,
      "start": 255.137,
      "end": 257.103,
      "text": "在同樣的時間裡——時間才是",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 125,
      "start": 257.103,
      "end": 259.784,
      "text": "真正的限制——我能用到的智力變多了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 126,
      "start": 259.911,
      "end": 261.888,
      "text": "這裡有兩件事值得拆開講",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 127,
      "start": 261.888,
      "end": 263.719,
      "text": "第一件是同時查很多地方",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 128,
      "start": 263.719,
      "end": 264.844,
      "text": "以前要查一件事故",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 129,
      "start": 264.844,
      "end": 266.766,
      "text": "你得一個系統一個系統翻過去",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 130,
      "start": 266.766,
      "end": 268.243,
      "text": "因為每翻一次都要等",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 131,
      "start": 268.243,
      "end": 269.458,
      "text": "等得起的次數有限",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 132,
      "start": 269.458,
      "end": 271.458,
      "text": "你就只能挑最可能的那幾個地方找",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 133,
      "start": 271.458,
      "end": 272.583,
      "text": "快到不用等的時候",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 134,
      "start": 272.583,
      "end": 273.949,
      "text": "十個地方可以一起查",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 135,
      "start": 273.949,
      "end": 275.324,
      "text": "找到的機率當然不一樣",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 136,
      "start": 275.696,
      "end": 276.912,
      "text": "第二件更微妙",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 137,
      "start": 276.912,
      "end": 278.736,
      "text": "他說快到不用分心——等模型的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 138,
      "start": 278.736,
      "end": 281.067,
      "text": "那幾分鐘，你不會坐在那裡",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 139,
      "start": 281.067,
      "end": 282.317,
      "text": "發呆，你會去回訊息",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 140,
      "start": 282.317,
      "end": 283.846,
      "text": "去看別的東西，等它跑完回來",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 141,
      "start": 283.846,
      "end": 285.596,
      "text": "還得把剛剛的脈絡重新撿一遍",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 142,
      "start": 285.994,
      "end": 287.687,
      "text": "被吃掉的從來不是那幾分鐘",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 143,
      "start": 287.687,
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      "text": "目前有兩組數字",
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      "text": "快速重構一次程式碼幾乎不花",
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      "text": "這確實讓我們做得更快",
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      "end": 331.605,
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      "end": 336.21,
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      "start": 338.09,
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      "id": 173,
      "start": 344.584,
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      "start": 348.341,
      "end": 349.684,
      "text": "真正被拿去換的",
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      "text": "接下來這段講的是 Codex",
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      "text": "裡面的一個開關",
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      "text": "跟今天的 Ultrafast 不是",
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      "text": "同一個東西，不過道理一模一樣",
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      "text": "有不少情況是你就想讓",
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      "text": "它跑快一點願意多花",
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      "text": "讓輸出用 1.5 倍速跑",
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      "text": "價錢剛好是兩倍",
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      "text": "最快十四倍",
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      "text": "Ultrafast 的價格呢？",
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      "end": 403.702,
      "text": "官方到現在沒有公布",
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      "start": 403.702,
      "end": 405.077,
      "text": "而且它現在是限量預覽",
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      "id": 205,
      "start": 405.077,
      "end": 406.514,
      "text": "只開放給少數 API 客戶",
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      "id": 206,
      "start": 406.514,
      "end": 407.42,
      "text": "要填表申請",
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    {
      "id": 207,
      "start": 407.757,
      "end": 409.436,
      "text": "講白了，這個開關",
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      "id": 208,
      "start": 409.436,
      "end": 411.061,
      "text": "現在打不開——一般人打不開",
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      "id": 209,
      "start": 411.061,
      "end": 412.311,
      "text": "大部分公司也打不開",
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      "id": 210,
      "start": 412.967,
      "end": 414.795,
      "text": "最後留一個判斷給你",
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      "end": 415.952,
      "text": "模型跑得快",
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      "end": 418.271,
      "text": "只在你卡在等模型的時候有用",
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      "start": 418.271,
      "end": 421.62,
      "text": "如果卡住你的是資料調不出來",
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      "authority": "video_source_subtitle"
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    {
      "id": 214,
      "start": 421.62,
      "end": 423.408,
      "text": "權限沒開、或者一件事還沒有人",
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    {
      "id": 215,
      "start": 423.408,
      "end": 425.316,
      "text": "拍板，那顆晶片再快也救不了",
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      "authority": "video_source_subtitle"
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      "id": 216,
      "start": 425.316,
      "end": 426.873,
      "text": "看到十四倍這種數字",
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      "id": 217,
      "start": 426.873,
      "end": 428.031,
      "text": "先問自己一句",
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      "id": 218,
      "start": 428.031,
      "end": 429.746,
      "text": "我平常在等的，真的是它嗎？",
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      "authority": "video_source_subtitle"
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      "id": 219,
      "start": 430.441,
      "end": 432.352,
      "text": "不過那句老話還是成立的",
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      "end": 434.714,
      "text": "過去兩年，模型是往更聰明的",
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    {
      "id": 221,
      "start": 434.714,
      "end": 436.339,
      "text": "方向走；這一次拿出來賣的",
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    {
      "id": 222,
      "start": 436.339,
      "end": 438.142,
      "text": "是同一顆腦跑得更快",
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      "id": 223,
      "start": 438.142,
      "end": 439.655,
      "text": "這條線接下來會走",
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      "authority": "video_source_subtitle"
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      "id": 224,
      "start": 439.655,
      "end": 440.655,
      "text": "到哪，值得盯著",
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      "start": 440.823,
      "end": 442.198,
      "text": "覺得這樣拆一遍有幫助",
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      "authority": "video_source_subtitle"
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      "id": 226,
      "start": 442.198,
      "end": 444.051,
      "text": "記得訂閱可波 AI 白話",
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      "id": 227,
      "start": 444.051,
      "end": 444.926,
      "text": "我們下支片見",
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