{
  "text": "各位在場的貴賓先進\n大家好\n我是蔡宗翰\n我是代表中華民國能工智慧學會\n然後來這邊跟大家分享一下\n就是我們看有什麼方法\n可以幫助大家\n趕快把AI的火箭裝上你的企業的發動機這樣子\n大家就可以一飛衝天\n因為現在大家知道說\n這個AI很重要\n這已經不用再說了\n可是也有很多企業嘗試\n要把AI用起來\n但是我\n因為我在這三四年的過程中\n也協助過蠻多的\n不管是政府部門\n或是企業來進行匯入\n我這邊就做一些歸納\n就是我們要希望能夠去\n我們希望的目標就是說\n我們不是隻是去\n想辦法去導一個更大的AI\n因為我們知道說\n早期大家可能就會覺得說\n這個AI模型\n只要它的量體越大\n然後這個模型就越厲害\n都會朝向這個方向去想\n但是其實更重要的是\n這個AI能夠懂你\n這個企業裡面的需求\n所以我今天就把這個部分\n整理成這個四個Session這樣子\n大家希望可以\n從我們的經驗裡面\n然後可以得到一些啟發\n那也很歡迎大家來跟我\n進行後續的聯絡\n我個人的聯絡方式可以\n等一下可能有一頁會專門來放\n所以這邊是一些我的經驗\n就是我本身是在國立中央大學\n資訊工程系擔任教授\n我現在也是在中英院的人社中心來做和平\n所以各式各樣的社會科學資料我有處理過\n還有就是說我在2023年開始\n就是在臺灣最大規模的一個生成4A的專案\n叫做TIDE\n我們是在研發我們臺灣自己的大型語言模型\n主權AI\n所以我在裡面擔任這個模型訓練組的召集人\n所以我帶著這個一般工程師就在那邊\n胡搞瞎搞\n然後努力想辦法把臺灣自己的\n懂臺灣語言這個AI把它做出來這樣\n所以整個AI的訓練過程中\n我也從裡面這個收穫蠻多\n因為這樣\n在臺灣有這樣實際經驗的人\n是比較少的\n後來在做完第一期的Ti的專案以後\n我們也把重心放在\n怎麼樣把這樣的一個\n具有臺灣思想\n或說臺灣的文化底蘊的\n這樣的LLM的大型語言模型\n把它用在實際落地應用上面\n所以我接下來就開啟了\n另外兩個專案\n就是AI華語拍檔跟Write AI\n第一個是幫助全世界各地的華語老師\n來產生各式各樣的教材\n比如說我們知道說臺積電\n他帶領了一群廠商前往歐洲\n變成歐基電\n歐基電就需要招募很多工程師\n不只是從臺灣帶過去\n在當地也要招募工程師\n那這些工程師他們需要學華語\n所以現在要學的華語已經不是\n像過去可能學什麼端午節吃粽子\n或是來臺灣這個鼎泰峰式小籠包\n這種課文\n他們需要的是可以跟他們的工程師同事\n然後進行這個可能談論半導體\n或是談論裝置這樣的一些教材\n那這些教材到現在為止都是很缺乏的\n那剛好就迎來這個AI的時代\n我們就可以藉由AI來生成各式各樣的教材\n然後又符合我們臺灣的教育部的標準\n所以Rite AI就是另外一個專案\n就是我們在研發\n就是可以懂臺灣這個學測作文\n就是學測作文大家家裡有小朋友的\n可能就知道說學測作文\n它的分數是從0分到25分\n那如果你有用過這個Chair GBT\n去改這個小朋友的作文的話\n你會發現說\n其實非常容易得到20分以上\n因為ChairGPT它基本上\n希望你開心\n不要讓你覺得\n好像打擊你的信心這樣\n可是實際上\n我跟北域女的\n國文學科中心的老師\n詢問過\n他們說大概一般\n北域女大概只會有一個20分\n所以就是說\n你平常如果練習作文\n叫AI幫你改的話\n你可能會得到一個假象\n就是你以為你的作文程度已經很好\n但其實可能還有點落差\n所以我們就研發一個\n就是由這個大考中心的教授\n親自帶領的團隊\n幫我們準備資料\n標註資料\n然後我們來訓練\n把Ti的模型加以這個\n做一些post training後訓練\n然後讓他懂我們臺灣的學測標準\n那我等一下也會講一下這部分\n然後另外我也在很致力的推廣\n就是AI的科普\n所以尤其是面向中學生\n因為中學生他們非常重要\n他們身為AI世代\nAI原住民\n所以他們要知道說\n將來這個AI是跟我搶工作\n還是要可以幫助我\n把我的興趣放大\n可以讓我更容易達到我的興趣\n所以我就寫了一本叫做\n寫給中學生看的AI課\n這本書也得到2024年\n就是臺灣應該算是科普\n借的最大的獎項就是\n吳大猶科學普及著作獎\n這樣子\n好\n那我們來看一下\n就是有一些數字給大家看一下\n就是我們知道大家都在如火如荼\n去run AI 的專案\n但是其實你知道嗎\n就是會有大概40%的專案\n在 2027 年會被取消\n那為什麼會被取消\n就是會因為這些原因\n就是題目選錯\n價值說不清成本失控\n好\n所以我們就是希望說要發展一個更多我們的AI\n因為我看到其實我有擔任過很多\n不管是政府案或是企業案的\n可能是一些標案的委員這樣子\n我看到廠商們提出來的可能就是\n反正就是不管3721先把最大的模型給上去這樣\n那最大的模型\n其實當然它基本能力是比較好的\n但是就是說\n如果你沒有給它\n適當的訓練資料的話\n它等於是只是智商很高\n但是它沒有受過專業訓練\n那這個反而會造成更大的問題\n所以我們希望能夠讓\n我們這個企業使用的AI\n能夠懂你的產業\n懂你的資料\n然後留在你的場域\n因為我們知道說\n臺灣現在領先世界是什麼\n就是我們的這些半導體的\n這些整個上下游\n就是由臺積電為核心\n這個整個產業鏈\n這裡面都有很多很多的機密\n就是一旦外洩的話\n那臺灣的領先優勢一下就化為烏有\n所以我們要知道說這個問題是很嚴重 很重要的\n所以今天我們就分成這四部分\n就是第一個就是 LOM\n就是我們要選對 AI 的大腦\n然後再來就是說我們要怎麼樣當這個 LOM\n它訓練只訓練到一個時間\n但是我們要怎麼樣能夠持續的餵給它知識\n因為我們企業的知識一直在更新一直在更新\n那你總不能說每次更新\n都要一直重新訓練你的模型\n那這樣子的話\n可能運營起來就非常的麻煩\n然後再來就是說\n你現在引進一個AI以後\n你要知道說這個AI到底可以\n在幫你做事情的時候\n到底是達到什麼標準\n可能剛匯入的時候\n你可能是達到這個60分\n然後你看到這個\n你要去評估說\n那這個AI導進來以後\n它到底有沒有持續在增加\n還是說原地踏步\n不是倒進來\n然後就說我們有AI了\n然後就結束了\n然後再來就是說第四個就是\n我們希望最重要的目標就是\n使用一段時間以後\n我們能不能夠\n已經很確定\n我們某些任務是很機敏的時候\n我們把這些任務\n留在我們自己的伺服器\n來進行執行\n不用跑到\n這些資訊不會外洩到\n什麼OpenAI或是到國外去\n好 那我們目前\n大家可以在操作各式各樣的AI模型\n你會發現說\n現在AI模型已經不是不會回答問題\n也不會好像講不出什麼東西來\n可是他們其實還是有一些問題\n這是我在跟一些半導體廠商\n他們所看到的部分\n第一個是講一堆但是不切重點\n就是你看到說他不管什麼小問題\n他都是回答一個整面的\n然後跟你講一大堆\n樂樂等\n可是如果是工程師\n他急著要解決問題的時候\n這樣的回答是不及格的\n然後再來就說\n第二個問題就是說\n你只要用這些雲端服務\n就是雲端提供的這些AI\n那你等於就是\n你問他問題\n問他自成\n跟他討論\n那你的自成配方\n還有你的客戶資料就出去了\n那出去他跟你保證說\n這個不會外洩\n可是你怎麼知道說\n會不會有駭客跑進去害他\n然後結果所有資料就全部跑出去了\n所以這個解法就是說你要把你的資料借上AI\n讓AI在你的場域裡面跑\n那即便用雲端也必須要有一個很好的防火牆\n去防止你的這個\n你這個公司賴企業賴企生存的機密跑出去\n那所以我的經驗就是說\n這個不是我們來做自己的AI不是不可行的\n比如說我們在做AI華語拍檔\n我們就是把一個通才訓練成一個專才\n那我們就挑了一個\n比如說我們必須要進行三個步驟\n第一個是選對我們的基座模型\n基座模型就是可能它具有一個廣泛的知識\n那我們在這邊是選擇國科會的臺德模型\n然後接下來就是要灌入你的資料\n以我們AI華語排檔來講的話\n我們就是把教育部定的每一集12345\n每一集的資料我們都準備一些\n然後我們用AI去生成更多的這樣的資料\n然後餵給AI讓他去學習\n然後讓他瞭解說什麼叫第一集\n什麼叫第二集\n什麼叫第三集\n讓他瞭解這樣的\n我們教一部的標準\n然後最後呢\n我們就定義了一個\n簡合方式\nBenchmark\n然後來驗測\n每次我們訓練出一代新模型\n然後我們就用自動驗測\n來驗測現在模型\n已經做到幾分了\n所以這個就是由專家來把關品質\n所以其實這個流程可以\n應用到各個廠商去匯入\n要去開發你們自己廠裡面專用模型\n都可以用這套程式來做\n所以這個是另外一個例子\n就是我們訓練\n剛剛講的改作文的模型\n叫Write AI\n這個LM它不只是會寫\n而且會判斷\n所以這是我們在\n收集了大概一萬份的教育部的\n各式各樣的\n就是說依照教育部的標準\n學測標準去批改的作文\n大概一萬份各式各樣的題目以後\n然後我們把這一萬份擴張到\n擴升到這個二十萬份\n然後我們訓練出來的模型\n可以達到這個水準\n就是說他跟人類老師的評分\n平均差距只有0.9分\n那他改篇作文只要12秒\n所以這可以大幅減少教育界老師的痛苦\n因為老師也很想要幫助同學們來多寫作文\n可是一旦有這樣的善心\n反而他自己的loading就增加了\n所以他就不願意做這件事情\n現在其實有些老師就是改用TrackGPT來改\n但是那個東西會\n其實那個分數真的是誤差比較大一點\n然後我們還能夠針對這個\n平常改作文的五個面向去指出哪裡好\n哪裡差 要怎麼改\n所以這些東西\n這個經驗也可以用在廠商\n比如說有為你們可以判斷\n我們現在寫出來的報告\n品質到底怎麼樣\n到底這個自動品檢的報告\n合約審查\n還有客數的自動分級\n都可以用類似的原理來做\n再來就是\n這個是我們的經驗\n就是我們為全球頂尖半導體大廠\n大概就知道哪一家\n就是股價最貴的那一家\n那這個我們就來做一個\n自成問答的專用模型\n那痛點就是因為\n痛用模型剛\n我剛就跟大家分享\n工程師時間分秒必爭\n然後你問AI\n然後即使是前三大AI\n他跟你講了肉肉等\n那這時候工程師就不想看\n因為裡面其實有扯到很多\n這種有關這個化學\n一些物理反應什麼的\n那講了一堆有的沒有的\n其實他變得還要花時間去看那些東西\n他就不如不要用\n所以我們現在就是在想辦法讓模型\n可以更精準的回答\n希望能夠\n真的能夠幫到工程師的忙\n而不是讓他們看到一些\n看起來好像有關係\n但是其實沒有什麼用的AI\n所以製程的know how\n經過這樣的訓練以後\n同樣可以得到一個\n達得準的專屬的專家模型\n所以我們再看一下\n這些大型的模型\n大家知道說一直在談論幻覺的問題\n幻覺就是說你問他一個問題\n他不知道他就開始斷掰\n這跟人很像\n我們人如果去一些\n如果去interview\n然後這個interview的面試官\n問我們一些問題\n然後我們不會答\n我們也是一樣會想辦法\n升一些墨水分數\n這個就是AI也是這樣子\n那要怎麼樣解決這個問題\n其實在2023年開始\n就是有人就發現說\n我們可以把過去這種搜尋\n搜尋引擎這種搜尋技術\n跟大型元模型的生成能力\n把它結合在一起\n所以問題來\n先去檢索\n檢索到了相關資料以後\n再把這個檢索到的資料跟問題\n一起送給LM\n讓它去回答生成這個答案\n然後帶著證據這樣\n所以有這種技術叫做RAG\nRetrieval Augmented Generation\n大家知道這樣就可以去解決\n部分解決這樣的問題\n這個RAG不是從2020年\n其實變化滿大的\n最主要變化變成什麼\n就是現在 RAG\n最早 RAG只能看懂文字\n現在已經可以看懂表格 圖片\n工程圖 S光片\n我們都已經手寫批著都可以看得懂\n再來就是說\n有時候我們要回答一個問題是比較抽象\n然後是跨越好幾個檔案\n這種怎麼辦\n這種就要用這個所謂的Graph Rack\nGraph Rack就是我們先把這個\n所有的文章一個一個片段\n然後裡面抽取出一些重要的核心概念\n我們把它建成一個像是網路的狀況\n然後所以一個問題下以後\n我們就去這網路\n比對出來哪些文章有相關這個東西的資訊\n然後把它聚合起來\n再去回答問題\n這就是Graph Rack\n所以就是現在製造業最大的機會\n就是你們現在有很多資料\n生產資料\nSOP 裝置維修紀錄\n規格書\n那這些東西全部都可以透過這個Rack的方式\n把它放進你們的企業大腦裡面\n所以當老師傅退休以後\n這些知識就不會被帶走\n還可以留在公司裡面\n所以我們在\n我這個團隊做過RAG模型\n其實也蠻多的就是\n像我在臺大參加有個叫臺湖系統\n臺湖系統就是把臺灣第一手臺灣史的資料\n當成是知識庫\n然後有這個學者問一個問題\n我們就去裡面撈取\n去臺灣史的資料庫裡面去撈取一些相關的資訊\n然後來回答他\n然後我們也建構了這個AI的Benchmark\n就是評測\n這些評測全部都是\n歷史所\n臺大歷史所的\n還有清大歷史所的\n研究生\n他們去建出來的\n建構這個benchmark的部分\n也是自動化\n所以這邊如果大家有興趣\n可以再來找我聊\n國圖臺語\n就是國圖\n他們想辦法\n要把他們的\n博碩士論文網\n升級成\n可以用AI搜尋\n這個也是我們\n透過我們這個方式\n我們這個RAG技術\n來協助他\n所以第三課就是benchmarking\n就是說我們要去量測\n我們匯入AI到底表現得好不好\n就是我們當然有一些看起來\n好像現成的那種公開榜單\n你就常聽到Google什麼Gimini\n然後在什麼MLU上面得幾分\n然後ChairGPT在MLU上面得幾分\n可是這MLU它其實是一個\n很大的一個選擇體的\n選擇體的一個考題的\n考題的這個題庫\n那這個MLU的考試題目早就外洩了\n這個每一家AI公司都知道這個題目是什麼\n所以這個東西量出來\n你會發現說\n每次新模型都一定比舊模型高\n然後他們會控制在每次多一點點\n要不然下次\n如果一下大家都衝到100的話\n那接下來就沒有辦法再往上走\n所以他們控制每次多一點點這樣\n可是這個東西跟你實際上的應用\n是有很大的差距\n所以我們不能依賴別人幫你建這個評測\n我們要自己去建這個量子\n所以就是我們要防止demo很神上線就崩\n然後選錯模型多少五十倍的錢\n所以我們要看就是說\n要問的問題是\n哪一個模型對我們的題目是最準最划算\n所以做量子的方式就是\n我們要收集自己的題目\n我們要讓我們場內或是公司裡面的user\n然後去練習看看\n你跟AI要怎麼講話\n然後你會問什麼樣的問題\n把這些收集起來\n然後想辦法去找出它的標準答案\n用這個來去驗測\n你匯入了AI的模型\n到底表現怎麼樣\n然後這個我們第四課就是說\n大家都想說\n我用AI的話\n就是先去接這種\n前三大公司或前幾大公司的大模型\n可是你要知道說這個大模型\n它是有風險\n我剛才也講過\n所以如果你可以在初期\n當然就用大模型\n但你後面就是\n你自己就已經比較瞭解說\n這個大模型的應用場域的話\n你就可以去做一個\n自己本地的一個模型\n就是做我們公司專用模型\n這邊有三大好處\n就是資料不出場\n自主可控\n然後我們其實現在\n20B左右的大模型\n其實它的能力就已經蠻強\n所以大家就可以開始考慮這件事情\n再來就是說\n雖然同樣是地端模型\n但是地端模型也有分\n就是那種可能給整個廠用的這種大模型\n跟個人端有一些\n或是一些在裝置上面\n比較特殊的情境\n專門做一些什麼瑕疵檢測那種模型\n這兩種模型\n雖然都是在地端跑\n不是在雲端跑\n但是他們的用途也有一點不一樣\n所以南科的這邊最適合\n應該就是先建一個廠端大模型\n如果你的廠已經有一定的規模的話\n我想就是說\n最近也去了解一下\n歐洲的AI foreign\n他們在談什麼事情\n這是前天才辦的一個\n他們有邀請AI大神Yana Khun\n他就在說原生的LOM\n只是在預測下一個字\n本質是不可控\n所以要靠明確目標防護欄\n還有評測才能上產線\n然後新加坡他們是\n新加坡他們的國家AI策略\n是呼應全面匯入\n加上盤點的場景\n他們是覺得說\n國家跟國家之間的勝負\n就是看AI擴散\n所以要讓每一個公司跟員工都用得上AI\n否則你就是落後\n所以要培養既懂領域又懂AI的雙語人才\n然後再來我們看到歐洲最大\n最具佔半導體制造商ASML\n他們的領航者他們就是說\n製造業的正常是工業AI\n所以如果說你坐擁世界級的製造資料\n那就是你最大的資產\n要從需求驅動來匯入\n所以這四塊拼起來\n就是一張AI匯入的決策圖\n就是你就是問你說\n哪些資料是可以上映\n哪些資料不能上映\n然後需不需要公司專屬知識\n然後目前這些前三大\n前幾大模型是不是夠準\n上限前要怎麼把關\n我這邊都有對應的Solution\n大家就自己看\n我們匯入了四部曲\n就是先盤點哪些場景適合做\n然後再來鍵Benchmark\n然後再來就是用RIG來快速建立一個\n可以回本的90天建立一個應用\n然後最後再想辦法把它變成是\n專屬模型或地端部署去深化\n好 那這個是\n我們要想辦法避開這四個地雷\n就是為做而做\n然後這個demo很美 上線就垮\n然後或是你沒有做資料治理\n就是你就是覺得說我很多資料\n但是那資料全部亂七八糟的PDF什麼的\n然後你就找一個廠商\n找一個SI來幫你弄一弄\n然後串了一個AI就說你有匯入\n然後再來就是ROI說不清\n就是你算不清楚你審的\n你匯入AI到底賺多少錢\n或是省了多少錢\n所以你的對策就是要去建這個benchmark\n好 因為今天這個時間很有限\n那我們也很快地勾訴一下\n大家可以跟身邊的這些夥伴來合作\n包含這邊我們列出來有大學\n有一些機構 有一些協會\n大家可以彼此來分享經驗\n這樣會比較快一點\n好 一句話帶走\nAI匯入本就是你的資料再乘以對的方法\n然後去打造一個真正懂你的AI\n然後我們可以透過LM來選對大腦\n然後用RIG來給它知識\n然後用Benchmark來驗測它表現好不好\n裝上兩尺\n然後用地端保護你的資料\n讓它留在你家去算\n然後別去追更大的AI\n而是去打造更懂你的AI\n好 那謝謝聆聽\n這邊是我聯絡方式\n謝謝",
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      "text": "各位在場的貴賓先進",
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      "text": "我是蔡宗翰",
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      "text": "然後來這邊跟大家分享一下",
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      "text": "趕快把AI的火箭裝上你的企業的發動機這樣子",
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      "text": "因為現在大家知道說",
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      "text": "但是我",
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      "text": "因為我在這三四年的過程中",
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      "text": "不管是政府部門",
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      "start": 68.8,
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      "text": "這個AI能夠懂你",
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      "start": 70.0,
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      "text": "這個企業裡面的需求",
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      "start": 77.16,
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      "text": "整理成這個四個Session這樣子",
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      "start": 87.36,
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      "start": 89.22,
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      "start": 92.66,
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      "text": "等一下可能有一頁會專門來放",
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      "start": 99.3,
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      "start": 102.86,
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      "text": "資訊工程系擔任教授",
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      "start": 115.26,
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      "text": "叫做TIDE",
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      "start": 127.0,
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      "text": "主權AI",
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      "start": 127.9,
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      "start": 134.82,
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      "start": 157.2,
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      "start": 163.02,
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      "start": 165.88,
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      "text": "這樣的LLM的大型語言模型",
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      "start": 168.3,
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      "text": "把它用在實際落地應用上面",
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      "text": "另外兩個專案",
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      "text": "然後又符合我們臺灣的教育部的標準",
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      "start": 236.68,
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      "start": 249.5,
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      "text": "它的分數是從0分到25分",
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      "start": 253.24,
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      "text": "那如果你有用過這個Chair GBT",
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      "start": 256.8,
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      "text": "去改這個小朋友的作文的話",
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      "start": 258.88,
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      "text": "你會發現說",
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      "text": "其實非常容易得到20分以上",
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      "start": 264.72,
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      "text": "希望你開心",
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      "start": 266.16,
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      "start": 267.1,
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      "text": "好像打擊你的信心這樣",
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      "start": 269.48,
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      "text": "我跟北域女的",
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    {
      "start": 274.46,
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      "text": "國文學科中心的老師",
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      "text": "詢問過",
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      "start": 277.92,
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      "start": 285.4,
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      "start": 286.72,
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      "text": "你可能會得到一個假象",
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    {
      "start": 293.72,
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      "text": "所以我們就研發一個",
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      "start": 295.04,
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      "text": "就是由這個大考中心的教授",
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      "start": 298.28,
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      "text": "親自帶領的團隊",
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      "start": 300.3,
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      "text": "幫我們準備資料",
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      "text": "標註資料",
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      "start": 303.44,
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      "text": "把Ti的模型加以這個",
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      "start": 305.62,
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      "text": "做一些post training後訓練",
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      "start": 308.14,
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      "start": 310.88,
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      "start": 312.58,
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      "start": 323.44,
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      "text": "他們身為AI世代",
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      "text": "AI原住民",
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      "start": 331.48,
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    {
      "start": 333.36,
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      "text": "把我的興趣放大",
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      "start": 335.0,
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      "start": 336.86,
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      "text": "所以我就寫了一本叫做",
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      "start": 338.18,
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      "start": 340.14,
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      "text": "這本書也得到2024年",
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      "start": 345.84,
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      "text": "借的最大的獎項就是",
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      "start": 348.08,
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      "text": "吳大猶科學普及著作獎",
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      "start": 350.78,
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      "text": "這樣子",
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      "text": "好",
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    {
      "start": 353.34,
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      "text": "就是有一些數字給大家看一下",
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      "start": 355.3,
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      "start": 358.32,
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      "text": "去run AI 的專案",
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    {
      "start": 364.14,
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      "text": "在 2027 年會被取消",
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      "text": "就是會因為這些原因",
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      "start": 369.68,
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      "text": "就是題目選錯",
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      "start": 371.8,
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      "text": "價值說不清成本失控",
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      "start": 373.66,
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      "text": "好",
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      "text": "所以我們就是希望說要發展一個更多我們的AI",
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      "text": "不管是政府案或是企業案的",
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      "text": "我看到廠商們提出來的可能就是",
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      "text": "反正就是不管3721先把最大的模型給上去這樣",
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      "start": 406.9,
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      "text": "適當的訓練資料的話",
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    {
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      "text": "能夠懂你的產業",
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      "text": "臺灣現在領先世界是什麼",
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      "start": 502.214,
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      "text": "也不會好像講不出什麼東西來",
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      "text": "你只要用這些雲端服務",
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      "text": "還有你的客戶資料就出去了",
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      "text": "這個不會外洩",
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      "start": 584.814,
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      "text": "所以這個解法就是說你要把你的資料借上AI",
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      "text": "去防止你的這個",
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      "start": 600.614,
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      "text": "你這個公司賴企業賴企生存的機密跑出去",
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      "text": "這個不是我們來做自己的AI不是不可行的",
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      "text": "我們就定義了一個",
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      "text": "簡合方式",
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      "text": "Benchmark",
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      "text": "我剛就跟大家分享",
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      "text": "然後你問AI",
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      "text": "然後即使是前三大AI",
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      "text": "他跟你講了肉肉等",
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      "text": "那這時候工程師就不想看",
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      "text": "因為裡面其實有扯到很多",
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      "text": "這種有關這個化學",
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      "text": "一些物理反應什麼的",
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      "text": "那講了一堆有的沒有的",
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      "text": "其實他變得還要花時間去看那些東西",
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      "text": "他就不如不要用",
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      "text": "可以更精準的回答",
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      "text": "希望能夠",
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      "text": "真的能夠幫到工程師的忙",
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      "text": "而不是讓他們看到一些",
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      "text": "看起來好像有關係",
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      "text": "但是其實沒有什麼用的AI",
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      "text": "經過這樣的訓練以後",
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      "text": "同樣可以得到一個",
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      "text": "達得準的專屬的專家模型",
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      "text": "所以我們再看一下",
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      "text": "這些大型的模型",
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      "text": "大家知道說一直在談論幻覺的問題",
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      "text": "他不知道他就開始斷掰",
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      "text": "這跟人很像",
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      "text": "如果去interview",
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      "text": "然後這個interview的面試官",
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      "text": "問我們一些問題",
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      "text": "然後我們不會答",
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      "text": "我們也是一樣會想辦法",
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      "text": "升一些墨水分數",
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      "text": "這個就是AI也是這樣子",
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      "text": "其實在2023年開始",
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      "text": "就是有人就發現說",
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      "text": "我們可以把過去這種搜尋",
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      "start": 875.974,
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      "text": "搜尋引擎這種搜尋技術",
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      "start": 878.914,
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      "text": "跟大型元模型的生成能力",
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      "start": 881.314,
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      "text": "把它結合在一起",
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      "text": "所以問題來",
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      "text": "先去檢索",
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      "start": 884.994,
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      "text": "檢索到了相關資料以後",
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      "start": 887.374,
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      "text": "再把這個檢索到的資料跟問題",
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      "text": "一起送給LM",
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    {
      "start": 892.174,
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      "text": "讓它去回答生成這個答案",
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      "text": "然後帶著證據這樣",
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      "text": "所以有這種技術叫做RAG",
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      "text": "Retrieval Augmented Generation",
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      "text": "大家知道這樣就可以去解決",
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    {
      "start": 905.934,
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      "text": "部分解決這樣的問題",
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    {
      "start": 907.514,
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      "text": "這個RAG不是從2020年",
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      "text": "其實變化滿大的",
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      "text": "最主要變化變成什麼",
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      "text": "就是現在 RAG",
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      "text": "最早 RAG只能看懂文字",
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      "compression_ratio": 1.2083333333333333
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    {
      "start": 920.134,
      "end": 923.174,
      "text": "現在已經可以看懂表格 圖片",
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      "text": "工程圖 S光片",
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      "compression_ratio": 1.2083333333333333
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    {
      "start": 925.174,
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      "text": "我們都已經手寫批著都可以看得懂",
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      "text": "再來就是說",
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      "text": "有時候我們要回答一個問題是比較抽象",
      "chunk": 2,
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    {
      "start": 932.814,
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      "text": "然後是跨越好幾個檔案",
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    {
      "start": 934.974,
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      "text": "這種怎麼辦",
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    {
      "start": 936.114,
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      "text": "這種就要用這個所謂的Graph Rack",
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      "avg_logprob": -0.23235872212578268,
      "no_speech_prob": 3.057033792774888e-11,
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    {
      "start": 938.614,
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      "text": "Graph Rack就是我們先把這個",
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    {
      "start": 941.314,
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      "text": "所有的文章一個一個片段",
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      "avg_logprob": -0.23235872212578268,
      "no_speech_prob": 3.057033792774888e-11,
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    {
      "start": 943.934,
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      "text": "然後裡面抽取出一些重要的核心概念",
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      "text": "我們把它建成一個像是網路的狀況",
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    {
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      "text": "然後所以一個問題下以後",
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    {
      "start": 952.174,
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      "text": "我們就去這網路",
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    {
      "start": 953.734,
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      "text": "比對出來哪些文章有相關這個東西的資訊",
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    {
      "start": 958.234,
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      "text": "然後把它聚合起來",
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    {
      "start": 959.634,
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      "text": "再去回答問題",
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    {
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      "text": "這就是Graph Rack",
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      "text": "所以就是現在製造業最大的機會",
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      "text": "就是你們現在有很多資料",
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    {
      "start": 966.634,
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      "text": "生產資料",
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      "start": 967.334,
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      "text": "SOP 裝置維修紀錄",
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      "start": 970.034,
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      "text": "規格書",
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      "text": "那這些東西全部都可以透過這個Rack的方式",
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      "start": 973.834,
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      "text": "把它放進你們的企業大腦裡面",
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      "start": 976.934,
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      "text": "所以當老師傅退休以後",
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    {
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      "text": "這些知識就不會被帶走",
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      "text": "還可以留在公司裡面",
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      "text": "所以我們在",
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      "text": "我這個團隊做過RAG模型",
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      "text": "其實也蠻多的就是",
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    {
      "start": 990.334,
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      "text": "像我在臺大參加有個叫臺湖系統",
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    {
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      "text": "臺湖系統就是把臺灣第一手臺灣史的資料",
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      "text": "當成是知識庫",
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      "text": "然後有這個學者問一個問題",
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      "text": "我們就去裡面撈取",
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    {
      "start": 1003.334,
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      "text": "去臺灣史的資料庫裡面去撈取一些相關的資訊",
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      "text": "然後來回答他",
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      "text": "然後我們也建構了這個AI的Benchmark",
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    {
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      "text": "就是評測",
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      "text": "這些評測全部都是",
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    {
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      "text": "歷史所",
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      "text": "臺大歷史所的",
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      "text": "還有清大歷史所的",
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      "text": "研究生",
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    {
      "start": 1018.894,
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      "text": "他們去建出來的",
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    {
      "start": 1020.054,
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      "text": "建構這個benchmark的部分",
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    {
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      "text": "也是自動化",
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    {
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      "text": "所以這邊如果大家有興趣",
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      "text": "可以再來找我聊",
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    {
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      "text": "國圖臺語",
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      "text": "就是國圖",
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    {
      "start": 1027.894,
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      "text": "他們想辦法",
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    {
      "start": 1029.574,
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      "text": "要把他們的",
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    {
      "start": 1030.414,
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      "text": "博碩士論文網",
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    {
      "start": 1033.074,
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      "text": "升級成",
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      "start": 1034.254,
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      "text": "可以用AI搜尋",
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    {
      "start": 1035.354,
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      "text": "這個也是我們",
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    {
      "start": 1036.454,
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      "text": "透過我們這個方式",
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    {
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      "text": "我們這個RAG技術",
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    {
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      "text": "來協助他",
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    {
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      "text": "所以第三課就是benchmarking",
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      "start": 1043.154,
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      "text": "就是說我們要去量測",
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    {
      "start": 1046.374,
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      "text": "我們匯入AI到底表現得好不好",
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    {
      "start": 1048.594,
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      "text": "就是我們當然有一些看起來",
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      "start": 1052.214,
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      "text": "好像現成的那種公開榜單",
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    {
      "start": 1055.354,
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      "text": "你就常聽到Google什麼Gimini",
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      "no_speech_prob": 1.805206505112178e-11,
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    {
      "start": 1058.194,
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      "text": "然後在什麼MLU上面得幾分",
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      "text": "選擇體的一個考題的",
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      "text": "可是這個東西跟你實際上的應用",
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      "text": "所以我們不能依賴別人幫你建這個評測",
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      "text": "所以就是我們要防止demo很神上線就崩",
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      "text": "然後選錯模型多少五十倍的錢",
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      "text": "所以我們要看就是說",
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      "text": "要問的問題是",
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      "text": "哪一個模型對我們的題目是最準最划算",
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      "text": "所以做量子的方式就是",
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      "text": "我們要收集自己的題目",
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      "text": "我們要讓我們場內或是公司裡面的user",
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      "text": "然後去練習看看",
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      "text": "你跟AI要怎麼講話",
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      "text": "然後你會問什麼樣的問題",
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      "text": "把這些收集起來",
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      "text": "然後想辦法去找出它的標準答案",
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      "text": "用這個來去驗測",
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      "text": "你匯入了AI的模型",
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      "text": "到底表現怎麼樣",
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      "text": "然後這個我們第四課就是說",
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      "text": "大家都想說",
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      "text": "我用AI的話",
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      "text": "就是先去接這種",
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      "text": "前三大公司或前幾大公司的大模型",
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      "text": "可是你要知道說這個大模型",
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      "text": "它是有風險",
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      "text": "我剛才也講過",
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      "text": "所以如果你可以在初期",
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      "text": "當然就用大模型",
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      "text": "但你後面就是",
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      "text": "你自己就已經比較瞭解說",
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      "text": "這個大模型的應用場域的話",
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      "text": "你就可以去做一個",
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      "text": "自己本地的一個模型",
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      "text": "就是做我們公司專用模型",
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      "text": "這邊有三大好處",
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      "text": "就是資料不出場",
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      "text": "自主可控",
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      "text": "然後我們其實現在",
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      "text": "20B左右的大模型",
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      "text": "其實它的能力就已經蠻強",
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      "text": "所以大家就可以開始考慮這件事情",
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      "text": "再來就是說",
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      "text": "雖然同樣是地端模型",
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      "text": "就是那種可能給整個廠用的這種大模型",
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      "text": "跟個人端有一些",
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      "text": "比較特殊的情境",
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    {
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      "text": "專門做一些什麼瑕疵檢測那種模型",
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      "text": "這兩種模型",
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      "text": "雖然都是在地端跑",
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      "text": "不是在雲端跑",
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      "text": "但是他們的用途也有一點不一樣",
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      "text": "所以南科的這邊最適合",
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      "start": 1226.034,
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      "text": "如果你的廠已經有一定的規模的話",
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      "text": "我想就是說",
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      "text": "最近也去了解一下",
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      "text": "歐洲的AI foreign",
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      "text": "他們在談什麼事情",
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      "text": "這是前天才辦的一個",
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    {
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      "text": "他們有邀請AI大神Yana Khun",
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      "text": "他就在說原生的LOM",
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      "text": "只是在預測下一個字",
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      "text": "本質是不可控",
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      "text": "所以要靠明確目標防護欄",
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    {
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      "text": "還有評測才能上產線",
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      "text": "然後新加坡他們是",
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    {
      "start": 1256.334,
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      "text": "新加坡他們的國家AI策略",
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      "text": "是呼應全面匯入",
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      "text": "加上盤點的場景",
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    {
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      "text": "他們是覺得說",
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      "text": "國家跟國家之間的勝負",
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      "text": "所以要讓每一個公司跟員工都用得上AI",
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      "start": 1271.654,
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      "text": "否則你就是落後",
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      "text": "所以要培養既懂領域又懂AI的雙語人才",
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      "text": "然後再來我們看到歐洲最大",
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      "text": "最具佔半導體制造商ASML",
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      "text": "他們的領航者他們就是說",
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      "text": "製造業的正常是工業AI",
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      "text": "那就是你最大的資產",
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      "text": "要從需求驅動來匯入",
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      "text": "所以這四塊拼起來",
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      "text": "就是你就是問你說",
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    {
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      "text": "哪些資料是可以上映",
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      "text": "哪些資料不能上映",
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      "text": "然後需不需要公司專屬知識",
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      "text": "然後目前這些前三大",
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      "text": "前幾大模型是不是夠準",
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      "text": "上限前要怎麼把關",
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      "text": "我這邊都有對應的Solution",
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      "text": "大家就自己看",
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      "text": "我們匯入了四部曲",
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      "text": "然後再來鍵Benchmark",
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      "text": "然後再來就是用RIG來快速建立一個",
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      "text": "可以回本的90天建立一個應用",
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      "text": "然後最後再想辦法把它變成是",
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      "text": "專屬模型或地端部署去深化",
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      "text": "好 那這個是",
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      "text": "我們要想辦法避開這四個地雷",
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      "text": "就是為做而做",
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      "text": "然後這個demo很美 上線就垮",
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      "text": "然後或是你沒有做資料治理",
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      "start": 1356.954,
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      "text": "就是你就是覺得說我很多資料",
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