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  "text": "騰訊這回開源的不是聊天助手,是個知識庫,叫WeKnora。\n你電腦裡躺著幾百份文檔,硬盤越買越大,找起東西還是靠一頁頁翻,官方倉庫上就擺著這套東西。\n點開就是滿屏的說明文檔和安裝步驟。你是不是也想過,攢了這麼多資料,到底有沒有辦法一次管起來?\n官方中文站首頁一行字,騰訊開源,MIT,24000多星,全寫在一起。\n許可證是最寬鬆的那類,商用也隨便。說明文檔裡寫著,微信那邊對話開放平台就架在這套底子上面。\n騰訊把撐著微信那邊問答服務的底子白送了出來。可你自己那堆文檔,真接得上嗎?\n我自己也是被一堆文檔折磨過的人,所以把官方倉庫裡的說明文檔從頭翻到尾。\n這十分鐘,先說Week Nora是什麼,能替你幹哪些事。\n再說,她和直接把文檔丟給聊天礦的做法差在哪?\n最後說,官方自己寫明的短板,聽完再決定要不要折的。\n先說它是什麼,它專門啃印文檔。\n官方給的中文定義裡寫的是,結構複雜,內容易夠的文檔場景。\n翻成人話,就是板式亂七八糟,長短不一的那種文檔堆。\n結構越亂,越是她要啃的。\n官網首頁最大內行字就一句話,把散落文檔變成會思考的知識資產。\n這話不是我總結的,是她自己掛在那兒的。\n網上一行還寫著,騰訊開源企業級知識框架,\nRAG問答,Agent推理,Wiki圖譜,三檔合成一體。\n翻譯成人話,就是隨時問答,自己分多步找,自動養成知識頁面。\n隨時問答,這一檔,文檔放進去,直接問答案。\n客服的常見問題,這麼用。\n課程資料,也這麼用。\n平時查一條,翻半天。\n有了她,張嘴就問,還有個會自己分多步找的助手。\n問題複雜就自己拆步驟,還能調工具,連網搜一把也行。\n你只管把問題說清楚。\n中間那幾步,她自己跑,最厲害的是知識頁面那檔。\n散文檔自動熬成一套互相跳轉的頁面,能手改,有版本歷史,改壞了一鍵回滾。\n等於說她替你把一堆散文件,養成了一套能自己長大的資料站。\n她還長著記性,記得你是誰,記得你常問什麼,記之前還要你點頭確認,下次直接接著上回講,不用從頭介紹自己。\n官網上還專門掛了一句,答案自動標註來源,規避AI幻覺。\n就是不讓她一本正經瞎編。\n具體是哪份文檔的哪一段,一點就跳過去,敢不敢信她,全看這一條。\n還有一句,讓每份文檔可被檢索,可被推理,可自動整編。\n落到你身上就是找得到,問得動,不用你動手整理。\n知識分三類收,常見問題,文檔,知識頁,收進來自動打標籤,找的時候按標籤篩。\n公司那幾百份沒人看得完的文檔,扔進去就是個隨時能問的庫。\n考場把一整套資料丟進去,考前只管問,三千多次被人搬回去自己改,不是只有點心為觀的。\n聽著,像直接把文檔丟給聊天框,可兩邊根本不是一回事。\n差就差在誰替你管這堆東西。\n你平時把文檔丟給聊天框?餵一次答一次,那次答完他就忘了。\n下次新開一局,之前餵的全白費。\nWeek Nora這邊十幾種格式都能吃。\nPDF,文檔,表格,幻燈片,網頁存檔,甚至圖片和思維導圖。\n你手裡是什麼樣,扔進去就是什麼樣,不用先轉格式。\n整個文件夾拖進去,原來什麼目錄結構進來還是什麼樣,攢了多年的資料堆,原樣搬進來就行。\n找出來的那一段,要是不對,你可以直接改,改完它自己重新建一遍索引。\n酷是越用越準的。\n問答能掛到自己網站上,官方管這個叫域名白名單,就是只有你認的網站能接,還能限流。\n開店的,把問答掛到店裡,重複的問題不用一遍遍答,也能接進群裡。\n企業微信,飛書,釘釘,微信,都行,在群裡問一句,答案直接回在群裡。\n帶新人的群最合適。\n同樣的問題不用答三遍。\n刷到有用的網頁,瀏覽器擴展,選中就存進庫,官方管這個叫第二大腦。\n手機上還有小程序,接著問,晚上躺床上,接著查。\n多提一句向量這個詞,你可以理解成給每段文字編的號,機器靠這個號按意思找東西。\n號存在專門的數據庫裡,就是它放資料的那個倉庫,七八家可選。\n文檔和模型都能留在自己機器上,這是你自己的庫,不用每次重新喂一遍。\n官網演示裡,拿競品分析報告當例子,一句話讓它整理。\n還展示從三個知識庫,照回十幾條相關片段,再調數據看板,讀本季度銷售指標。\n這段是官網上的演示,不是我實測出來的。擺出來是給你看它想幹什麼活。\n東西是好東西,上手到底要折騰到什麼程度。\n先說最實在的上手路,把它下下來。\n改一行配置,敲兩句,啟動命令,瀏覽器打開,就是個能用的網站。\n前後四行,多一行都沒有。\n前置條件只有兩樣。\n一種把軟件連環境一起打包好,敲兩句就能啟動的工具。\n再加一個把代碼拉下來的小工具。\n嫌敲命令麻煩。\n官網還有個騰訊雲一鍵部署的按鈕。\n一鍵這兩個字,是人家自己寫的。\n但這條走的是騰訊雲上的服務,不是跑在你自己電腦上。\n要不要錢,怎麼算。\n你得上那頁自己看。\n前置條件那一欄裡,一個顯存數字都沒提。\n因為模型不在它身上跑。\n你想全離線,顯卡的賬得算在你選的那個本地模型頭上。\n走本地模型工具,也就是一個能在自己電腦上跑開源模型的工具。\n文檔不出自己電腦,模型也在自己電腦上跑。\n這條路官方顯明了支持,線上模型支持20來家。\n國產幾家也在裡面。\n不過默認接的是線上模型,全離線,要自己換成本地那套。\n別裝完就以為已經斷網了。\n還有一條壓根不用自己裝的路,\n騰訊把這套東西做成了微信的一個對話開放平台。\n傳知識就能用,不用碰命令行,也就是不用敲那幾行字。\n連裝都不想裝的人走這條就行。\n官方另外準備了一個輕量版,有單獨的安裝配方。\n能省多少?跟完整版差在哪?說明文檔裡沒寫,我也不替它吹。\n等官方把話說全再講。\n自己攢了多年的電子書堆,整個目錄拖進去。\n出門路上想查就查。\n好處說完了,那代價呢?\n白送的是軟件,運維是你自己的。\n官方原話寫在安全提示裡,裝在內部網自己用,別直接掛到公網,掛出去會漏東西。\n這是他自己寫的,不是我嚇唬你。\n登錄驗證是後來才補上的,最早的版本連登錄都沒有,這條也寫在同一段安全提示裡。\n門鎖是後裝的,早下手的人裸奔過一陣。\n讓AI在你機器上動手腳的地方,官方一直在收緊,默認關著,手動才能開。\n剛到0.8版,能動手腳的路又砍掉一條,這點我支持官方。\n角色權限分四檔,還有審計日誌,多工作區,邀請鏈,動了哪份文檔,誰動的,日誌裡都記著。\n一個人的資料庫,被迫先讀懂一套管幾百人的規矩。\n裝起來不是一個小軟件,是一套服務。存編號的數據庫要配,放文件的,排任務的也得配上,拼起來才能轉。\n愛折騰的人覺得是自由,怕麻煩的人看到就頭大。\n防火牆和訪問控制自己配,補丁自己打,管這套東西的人就是你自己。\n半夜出問題,搖不到騰訊的人,只能自己爬起來看。\n三百多條問題還開著,將近三百個沒合的改動請求。\n活躍是活躍,坑也不少。\n所以我的判斷是,文檔多到,翻不動的人值得折騰。\n手裡只有幾十份文檔,真沒必要折騰。\n先從微信那邊免部署那條路,順手再自己裝。\n買不買賬,取決於你手裡文檔有多少。\n你們那幾百份文檔不用再一份份翻了。\n騰訊開源了,一套能把它們變成隨時能問的知識庫。\n文檔還能不出公司,這類能自己裝起來的國產開源工具。\n我會一個個替你試過再講。\n包括那些其實跑不起來的。\n最後問你一句,公司那堆文檔你是想自己裝一套慢慢問,\n還是直接傳知識用現成的?\n裝過的講講卡在哪一步?\n留言區的評論區報個一或者二,你選哪個?",
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      "text": "這十分鐘,先說Week Nora是什麼,能替你幹哪些事。",
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      "text": "再說,她和直接把文檔丟給聊天礦的做法差在哪?",
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    {
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      "text": "最後說,官方自己寫明的短板,聽完再決定要不要折的。",
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    {
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      "text": "先說它是什麼,它專門啃印文檔。",
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      "text": "官方給的中文定義裡寫的是,結構複雜,內容易夠的文檔場景。",
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    {
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      "text": "翻成人話,就是板式亂七八糟,長短不一的那種文檔堆。",
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    {
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      "text": "結構越亂,越是她要啃的。",
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    {
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      "text": "官網首頁最大內行字就一句話,把散落文檔變成會思考的知識資產。",
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    {
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      "text": "這話不是我總結的,是她自己掛在那兒的。",
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    {
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      "text": "網上一行還寫著,騰訊開源企業級知識框架,",
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    {
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      "text": "RAG問答,Agent推理,Wiki圖譜,三檔合成一體。",
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      "text_original": "RAC問答,Agent推理,Wiki圖譜,三檔合成一體。",
      "correction_applied": true,
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    {
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      "text": "翻譯成人話,就是隨時問答,自己分多步找,自動養成知識頁面。",
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      "no_speech_prob": 1.6131403504648922e-11,
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    {
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      "text": "隨時問答,這一檔,文檔放進去,直接問答案。",
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    {
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      "text": "客服的常見問題,這麼用。",
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      "text": "課程資料,也這麼用。",
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    {
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      "text": "平時查一條,翻半天。",
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    {
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      "text": "有了她,張嘴就問,還有個會自己分多步找的助手。",
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    {
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      "text": "問題複雜就自己拆步驟,還能調工具,連網搜一把也行。",
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      "text": "你只管把問題說清楚。",
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    {
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      "text": "中間那幾步,她自己跑,最厲害的是知識頁面那檔。",
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      "source": "whisper",
      "text_original": "中間那幾步,她自己跑,最審視的是知識頁面那檔。",
      "correction_applied": true,
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    {
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      "text": "散文檔自動熬成一套互相跳轉的頁面,能手改,有版本歷史,改壞了一鍵回滾。",
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    {
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      "text": "等於說她替你把一堆散文件,養成了一套能自己長大的資料站。",
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    {
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      "text": "她還長著記性,記得你是誰,記得你常問什麼,記之前還要你點頭確認,下次直接接著上回講,不用從頭介紹自己。",
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    {
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      "text": "官網上還專門掛了一句,答案自動標註來源,規避AI幻覺。",
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    {
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      "text": "就是不讓她一本正經瞎編。",
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    {
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      "text": "具體是哪份文檔的哪一段,一點就跳過去,敢不敢信她,全看這一條。",
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      "text": "還有一句,讓每份文檔可被檢索,可被推理,可自動整編。",
      "tokens": [
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      "no_speech_prob": 2.0075172427191923e-11,
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    {
      "id": 34,
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      "text": "落到你身上就是找得到,問得動,不用你動手整理。",
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      "no_speech_prob": 2.0075172427191923e-11,
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    },
    {
      "id": 35,
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      "text": "知識分三類收,常見問題,文檔,知識頁,收進來自動打標籤,找的時候按標籤篩。",
      "tokens": [
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      "no_speech_prob": 2.0075172427191923e-11,
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    },
    {
      "id": 36,
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      "text": "公司那幾百份沒人看得完的文檔,扔進去就是個隨時能問的庫。",
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    },
    {
      "id": 37,
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      "text": "考場把一整套資料丟進去,考前只管問,三千多次被人搬回去自己改,不是只有點心為觀的。",
      "tokens": [
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      "source": "whisper",
      "text_original": "考政黨把一整套資料丟進去,考前只管問,三千多次被人搬回去自己改,不是只有點心為觀的。",
      "correction_applied": true,
      "correction_source": "llm_correct_a_presegmentation"
    },
    {
      "id": 38,
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      "text": "聽著,像直接把文檔丟給聊天框,可兩邊根本不是一回事。",
      "tokens": [
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      "no_speech_prob": 2.050483220716881e-11,
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    },
    {
      "id": 39,
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      "text": "差就差在誰替你管這堆東西。",
      "tokens": [
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    },
    {
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      "text": "你平時把文檔丟給聊天框?餵一次答一次,那次答完他就忘了。",
      "tokens": [
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      "no_speech_prob": 1.981577575638216e-11,
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    },
    {
      "id": 41,
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      "text": "下次新開一局,之前餵的全白費。",
      "tokens": [
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      "no_speech_prob": 1.981577575638216e-11,
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    },
    {
      "id": 42,
      "seek": 20360,
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      "text": "Week Nora這邊十幾種格式都能吃。",
      "tokens": [
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      "no_speech_prob": 1.981577575638216e-11,
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    },
    {
      "id": 43,
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      "text": "PDF,文檔,表格,幻燈片,網頁存檔,甚至圖片和思維導圖。",
      "tokens": [
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      "compression_ratio": 1.1993006993006994,
      "no_speech_prob": 1.981577575638216e-11,
      "source": "whisper",
      "text_original": "PDF,文檔,表格,幻登片,網頁存檔,甚至圖片和思維導圖。",
      "correction_applied": true,
      "correction_source": "llm_correct_a_presegmentation"
    },
    {
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      "text": "你手裡是什麼樣,扔進去就是什麼樣,不用先轉格式。",
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    },
    {
      "id": 45,
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      "text": "整個文件夾拖進去,原來什麼目錄結構進來還是什麼樣,攢了多年的資料堆,原樣搬進來就行。",
      "tokens": [
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      "no_speech_prob": 2.0204306977467112e-11,
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    },
    {
      "id": 46,
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      "text": "找出來的那一段,要是不對,你可以直接改,改完它自己重新建一遍索引。",
      "tokens": [
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      "no_speech_prob": 2.0204306977467112e-11,
      "source": "whisper",
      "text_original": "找出來的那一段,要是不對,你可以直接改,改完它自己重新建一遍所以。",
      "correction_applied": true,
      "correction_source": "llm_correct_a_presegmentation"
    },
    {
      "id": 47,
      "seek": 22760,
      "start": 240.6,
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      "text": "酷是越用越準的。",
      "tokens": [
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      "no_speech_prob": 2.0204306977467112e-11,
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    },
    {
      "id": 48,
      "seek": 22760,
      "start": 242.6,
      "end": 251.6,
      "text": "問答能掛到自己網站上,官方管這個叫域名白名單,就是只有你認的網站能接,還能限流。",
      "tokens": [
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      "temperature": 0,
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      "no_speech_prob": 2.0204306977467112e-11,
      "source": "whisper",
      "text_original": "問答能掛到自己網站上,官方管這個叫育名白名單,就是只有你認的網站能接,還能限流。",
      "correction_applied": true,
      "correction_source": "llm_correct_a_presegmentation"
    },
    {
      "id": 49,
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      "text": "開店的,把問答掛到店裡,重複的問題不用一遍遍答,也能接進群裡。",
      "tokens": [
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      "temperature": 0,
      "avg_logprob": -0.08381174866264389,
      "compression_ratio": 1.3578947368421053,
      "no_speech_prob": 1.8525901299137892e-11,
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    },
    {
      "id": 50,
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      "text": "企業微信,飛書,釘釘,微信,都行,在群裡問一句,答案直接回在群裡。",
      "tokens": [
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      "temperature": 0,
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      "no_speech_prob": 1.8525901299137892e-11,
      "source": "whisper",
      "text_original": "企業微信,飛書,丁丁,微信,都行,在群裡問一句,答案直接回在群裡。",
      "correction_applied": true,
      "correction_source": "llm_correct_a_presegmentation"
    },
    {
      "id": 51,
      "seek": 25160,
      "start": 263.6,
      "end": 265.6,
      "text": "帶新人的群最合適。",
      "tokens": [
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      "temperature": 0,
      "avg_logprob": -0.08381174866264389,
      "compression_ratio": 1.3578947368421053,
      "no_speech_prob": 1.8525901299137892e-11,
      "source": "whisper"
    },
    {
      "id": 52,
      "seek": 25160,
      "start": 265.6,
      "end": 267.6,
      "text": "同樣的問題不用答三遍。",
      "tokens": [
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      "temperature": 0,
      "avg_logprob": -0.08381174866264389,
      "compression_ratio": 1.3578947368421053,
      "no_speech_prob": 1.8525901299137892e-11,
      "source": "whisper"
    },
    {
      "id": 53,
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      "end": 273.6,
      "text": "刷到有用的網頁,瀏覽器擴展,選中就存進庫,官方管這個叫第二大腦。",
      "tokens": [
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      "temperature": 0,
      "avg_logprob": -0.08381174866264389,
      "compression_ratio": 1.3578947368421053,
      "no_speech_prob": 1.8525901299137892e-11,
      "source": "whisper"
    },
    {
      "id": 54,
      "seek": 25160,
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      "end": 277.6,
      "text": "手機上還有小程序,接著問,晚上躺床上,接著查。",
      "tokens": [
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      "temperature": 0,
      "avg_logprob": -0.08381174866264389,
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      "no_speech_prob": 1.8525901299137892e-11,
      "source": "whisper"
    },
    {
      "id": 55,
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      "text": "多提一句向量這個詞,你可以理解成給每段文字編的號,機器靠這個號按意思找東西。",
      "tokens": [
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      "text": "號存在專門的數據庫裡,就是它放資料的那個倉庫,七八家可選。",
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    {
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      "text": "文檔和模型都能留在自己機器上,這是你自己的庫,不用每次重新喂一遍。",
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      "text": "官網演示裡,拿競品分析報告當例子,一句話讓它整理。",
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      "text": "還展示從三個知識庫,照回十幾條相關片段,再調數據看板,讀本季度銷售指標。",
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      "text": "這段是官網上的演示,不是我實測出來的。擺出來是給你看它想幹什麼活。",
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      "text": "東西是好東西,上手到底要折騰到什麼程度。",
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      "text": "先說最實在的上手路,把它下下來。",
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      "text_original": "先說最實在的上手錄,把它下下來。",
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      "text": "改一行配置,敲兩句,啟動命令,瀏覽器打開,就是個能用的網站。",
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    {
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      "text": "前後四行,多一行都沒有。",
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    {
      "id": 65,
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      "text": "前置條件只有兩樣。",
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      "no_speech_prob": 1.8717357525011025e-11,
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    {
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      "text": "一種把軟件連環境一起打包好,敲兩句就能啟動的工具。",
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    {
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      "text": "再加一個把代碼拉下來的小工具。",
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      "text": "嫌敲命令麻煩。",
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      "text_original": "閒敲命令麻煩。",
      "correction_applied": true,
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    {
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      "text": "官網還有個騰訊雲一鍵部署的按鈕。",
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    {
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      "text": "一鍵這兩個字,是人家自己寫的。",
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    {
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      "text": "但這條走的是騰訊雲上的服務,不是跑在你自己電腦上。",
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    {
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      "text": "要不要錢,怎麼算。",
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    {
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      "text": "你得上那頁自己看。",
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    {
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      "text": "前置條件那一欄裡,一個顯存數字都沒提。",
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    {
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      "text": "因為模型不在它身上跑。",
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    {
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      "text": "你想全離線,顯卡的賬得算在你選的那個本地模型頭上。",
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    {
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      "text": "走本地模型工具,也就是一個能在自己電腦上跑開源模型的工具。",
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    {
      "id": 78,
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      "text": "文檔不出自己電腦,模型也在自己電腦上跑。",
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    {
      "id": 79,
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      "text": "這條路官方顯明了支持,線上模型支持20來家。",
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      "text": "國產幾家也在裡面。",
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      "text": "不過默認接的是線上模型,全離線,要自己換成本地那套。",
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    {
      "id": 82,
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      "text": "別裝完就以為已經斷網了。",
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    {
      "id": 83,
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      "text": "還有一條壓根不用自己裝的路,",
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    {
      "id": 84,
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      "start": 393.6,
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      "text": "騰訊把這套東西做成了微信的一個對話開放平台。",
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      "source": "whisper",
      "text_original": "騰訊把這套東西做成了微信那邊的一個對話開放平台。",
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    {
      "id": 85,
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      "text": "傳知識就能用,不用碰命令行,也就是不用敲那幾行字。",
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    {
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      "text": "連裝都不想裝的人走這條就行。",
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    {
      "id": 87,
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      "text": "官方另外準備了一個輕量版,有單獨的安裝配方。",
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    {
      "id": 88,
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      "text": "能省多少?跟完整版差在哪?說明文檔裡沒寫,我也不替它吹。",
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      "text_original": "能省多少?跟完整版差在哪?說明文檔裡沒行,我也不替它吹。",
      "correction_applied": true,
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    {
      "id": 89,
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      "text": "等官方把話說全再講。",
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    {
      "id": 90,
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      "text": "自己攢了多年的電子書堆,整個目錄拖進去。",
      "tokens": [
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      "compression_ratio": 1.182608695652174,
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      "source": "whisper",
      "text_original": "自己攒了多年的電子書堆,整個目路拖進去。",
      "correction_applied": true,
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    {
      "id": 91,
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      "text": "出門路上想查就查。",
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    {
      "id": 92,
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      "text": "好處說完了,那代價呢?",
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    {
      "id": 93,
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      "text": "白送的是軟件,運維是你自己的。",
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    {
      "id": 94,
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      "text": "官方原話寫在安全提示裡,裝在內部網自己用,別直接掛到公網,掛出去會漏東西。",
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      "text": "這是他自己寫的,不是我嚇唬你。",
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      "text": "登錄驗證是後來才補上的,最早的版本連登錄都沒有,這條也寫在同一段安全提示裡。",
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    {
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      "text": "門鎖是後裝的,早下手的人裸奔過一陣。",
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    {
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      "text": "讓AI在你機器上動手腳的地方,官方一直在收緊,默認關著,手動才能開。",
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      "text": "剛到0.8版,能動手腳的路又砍掉一條,這點我支持官方。",
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      "text_original": "剛到0.8版,能動手腳的路又砍掉一條,這點我佔官方。",
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    {
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      "text": "角色權限分四檔,還有審計日誌,多工作區,邀請鏈,動了哪份文檔,誰動的,日誌裡都記著。",
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      "text_original": "角色權限分四檔,還有審計日誌,多工作區,邀請誌,動了哪份文檔,誰動的,日誌裡都記著。",
      "correction_applied": true,
      "correction_source": "llm_correct_a_presegmentation"
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      "text": "一個人的資料庫,被迫先讀懂一套管幾百人的規矩。",
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    {
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      "text": "裝起來不是一個小軟件,是一套服務。存編號的數據庫要配,放文件的,排任務的也得配上,拼起來才能轉。",
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    {
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      "text": "愛折騰的人覺得是自由,怕麻煩的人看到就頭大。",
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      "text": "防火牆和訪問控制自己配,補丁自己打,管這套東西的人就是你自己。",
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      "text_original": "防火牆和訪問,控制自己配,補丁自己打,管這套東西的人就是你自己。",
      "correction_applied": true,
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      "text": "半夜出問題,搖不到騰訊的人,只能自己爬起來看。",
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    {
      "id": 106,
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      "text": "三百多條問題還開著,將近三百個沒合的改動請求。",
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      "text": "活躍是活躍,坑也不少。",
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    {
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      "text": "所以我的判斷是,文檔多到,翻不動的人值得折騰。",
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    {
      "id": 109,
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      "text": "手裡只有幾十份文檔,真沒必要折騰。",
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    {
      "id": 110,
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      "text": "先從微信那邊免部署那條路,順手再自己裝。",
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      "source": "whisper",
      "text_original": "先從微信那邊免部署那條事,順手再自己裝。",
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    {
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      "text": "買不買賬,取決於你手裡文檔有多少。",
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    {
      "id": 112,
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      "text": "你們那幾百份文檔不用再一份份翻了。",
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    {
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      "text": "騰訊開源了,一套能把它們變成隨時能問的知識庫。",
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    {
      "id": 114,
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      "text": "文檔還能不出公司,這類能自己裝起來的國產開源工具。",
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    {
      "id": 115,
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      "text": "我會一個個替你試過再講。",
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    {
      "id": 116,
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      "text": "包括那些其實跑不起來的。",
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      "text": "最後問你一句,公司那堆文檔你是想自己裝一套慢慢問,",
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    {
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      "text": "還是直接傳知識用現成的?",
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      "text": "裝過的講講卡在哪一步?",
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      "text": "留言區的評論區報個一或者二,你選哪個?",
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