{"text": "今天講一個16000多新的項目,Book to Skill。你買了一本很厚的技術書,看完以後覺得很有用。過幾個月真遇到問題,又想不起那套方法藏在哪一章。直接把整本PDF丟給AI,也能問。不過每次聊天都帶著幾百頁內容,記載上下文,找一個具體問題也容易繞很久。Book to Skill可以把書整理成一套能安裝的Agent Skill。以後你在Cloud Code,Github Copilot, CLI或AMP里工作,直接叫這套Skill。再說你想查什麼,AI會先看總入口,再按問題打開對應章節。它生成的內容不只是一份讀書摘要。最外層有一個Skill,MD,裡面放這本書的主要方法和章節索引。Chapters文件夾會把每一張單獨保存。旁邊還有數語表,方法清單和素材表。你問到數據複製怎麼選,它不用重新讀完整本書。只要打開相關章節,再根據整理過的內容回答。這套文件也可以繼續更新。後來又找到一篇論文,或者公司文檔多了一半。你可以把新材料合進原來的Skill,不用全部重做。它能處理PDF,EP,BW,Markdown,HTML,RTF,和常見電子書格式。輸入也不一定是一本書。你可以把一個項目的DOCS文件夾,幾篇論文加自己的筆記,或者一整套團隊規範放在一起處理。實際使用時,先把Book2Skill裝到正在使用的Agent工具裡。安裝命令我放在畫面上了。接著把書籍文件或者資料文件夾交給它。它會先問這份資料偏技術,還是以文字為主。普通文字書可以走速度更快的提取方式。代代碼,表格和公式的技術書,可以用DOCLING保留結構。不過處理時間會更長。文字提取完成以後,它會先告訴你資料有多大,大概要消耗多少上下文。還會列出準備生成哪些文件。你確認以後,Agent才開始分析章節提取方法,再寫成完整的Skill。這裡有一個安裝細節,容易弄混。把倉庫放進AgentSkill文件夾,才會得到完整的斜杠命令和轉輸流程。單獨用PIP安裝只會得到文檔提取工具。不會自動把Book2Skill註冊成AgentSkill。項目作者拿幾本真實書做過測試。如果每次都把整本書塞進上下文,回答一個問題,可能要帶上十幾萬到二十多萬TOKENS。想換成Skill以後,通常只加載總入口和一個相關章節,大約5000TOKENS。按倉庫給出的測試結果。對比整本書,直接進上下文,使用量少了24到51倍。這個數字要按作者的測試條件來看,它和一次臨時檢索相比,差距會縮小到2.4到15.6倍。你只準備問一次,直接讓AI讀PDF更省事。你會反覆查同一本書,提前整理成Skill才更划算。生成結果也不能當成原書的100%復刻。這些章節文件是AI整理出來的學習筆記。重要定義,數字和代碼還要回原文核對。自動分章也依賴書裡的標題格式。遇到只有章節名、羅馬數字或者特殊排版的書。章節可能識別不準,需要你手動檢查。隱私方面,文檔提取在本集完成。但是,後面用雲端模型分析內容時,交給模型的文字仍然會發送給對應服務商。公司內部文檔和沒有公開授權的書,先確認數據規則和使用權限。你自己買的書可以拿來做私人學習筆記。不要把生成後的整套Skill隨便公開分享。項目最新穩定版是V1.3.0。它目前官方顯明支持Cloud Code,Github Copilot, CLI和AMP。如果你想在其他Agent里使用,需要自己確認它能不能識別這套目錄和SkillMD格式。項目地址我放在屏幕上。喜歡這類AI工具拆解,記得一鍵三連加關注。你的支持就是我繼續更新的最大動力。", "segments": [{"id": 0, "seek": 0, "start": 0.0, "end": 8.2, "text": "今天講一個16000多新的項目,Book to Skill。你買了一本很厚的技術書,看完以後覺得很有用。", "tokens": [50365, 12074, 11932, 8990, 6866, 1360, 6392, 12560, 1546, 8313, 227, 11386, 11, 19203, 281, 40737, 1543, 2166, 31001, 2289, 2257, 8802, 4563, 5014, 248, 1546, 32502, 9890, 241, 29801, 11, 4200, 14128, 3588, 5661, 11274, 49295, 9254, 1543, 50775], "temperature": 0, "avg_logprob": -0.15659400299712495, "compression_ratio": 1.187878787878788, "no_speech_prob": 9.176634278851292e-12}, {"id": 1, "seek": 0, "start": 8.2, "end": 15.5, "text": "過幾個月真遇到問題,又想不起那套方法藏在哪一章。直接把整本PDF丟給AI,也能問。", "tokens": [50775, 8816, 23575, 3338, 6939, 6303, 3330, 229, 4511, 17197, 11, 17047, 7093, 26451, 4184, 1881, 245, 9249, 11148, 21782, 237, 3581, 17028, 2257, 11957, 254, 1543, 43297, 16075, 27662, 8802, 17349, 37, 940, 253, 17798, 48698, 11, 6404, 8225, 11361, 1543, 51140], "temperature": 0, "avg_logprob": -0.15659400299712495, "compression_ratio": 1.187878787878788, "no_speech_prob": 9.176634278851292e-12}, {"id": 2, "seek": 0, "start": 15.5, "end": 21.5, "text": "不過每次聊天都帶著幾百頁內容,記載上下文,找一個具體問題也容易繞很久。", "tokens": [51140, 28193, 23664, 9487, 40096, 6135, 7182, 32379, 19382, 23575, 31906, 8313, 223, 28472, 25750, 11, 16958, 12290, 231, 5708, 4438, 17174, 11, 25085, 8990, 39806, 23987, 17197, 6404, 49212, 23141, 252, 4563, 25320, 1543, 51440], "temperature": 0, "avg_logprob": -0.15659400299712495, "compression_ratio": 1.187878787878788, "no_speech_prob": 9.176634278851292e-12}, {"id": 3, "seek": 0, "start": 21.5, "end": 26.0, "text": "Book to Skill可以把書整理成一套能安裝的Agent Skill。", "tokens": [51440, 19203, 281, 40737, 6723, 16075, 29801, 27662, 13876, 11336, 2257, 1881, 245, 8225, 16206, 44453, 1546, 32, 6930, 40737, 1543, 51665], "temperature": 0, "avg_logprob": -0.15659400299712495, "compression_ratio": 1.187878787878788, "no_speech_prob": 9.176634278851292e-12}, {"id": 4, "seek": 2600, "start": 26.0, "end": 32.5, "text": "以後你在Cloud Code,Github Copilot, CLI或AMP里工作,直接叫這套Skill。", "tokens": [50365, 3588, 5661, 41410, 32787, 15549, 11, 38, 355, 836, 11579, 31516, 11, 12855, 40, 19780, 2865, 47, 15759, 41315, 11, 43297, 19855, 2664, 1881, 245, 50, 34213, 1543, 50690], "temperature": 0, "avg_logprob": -0.162037282376676, "compression_ratio": 1.1381381381381381, "no_speech_prob": 1.0998021070240949e-11}, {"id": 5, "seek": 2600, "start": 32.5, "end": 38.5, "text": "再說你想查什麼,AI會先看總入口,再按問題打開對應章節。", "tokens": [50690, 8623, 4622, 38386, 42623, 7598, 11, 48698, 6236, 10108, 4200, 26575, 14028, 18144, 11, 8623, 26613, 17197, 12467, 8949, 2855, 20481, 11957, 254, 27694, 1543, 50990], "temperature": 0, "avg_logprob": -0.162037282376676, "compression_ratio": 1.1381381381381381, "no_speech_prob": 1.0998021070240949e-11}, {"id": 6, "seek": 2600, "start": 38.5, "end": 41.5, "text": "它生成的內容不只是一份讀書摘要。", "tokens": [50990, 11284, 8244, 11336, 1546, 28472, 25750, 1960, 36859, 2257, 36266, 7422, 222, 29801, 34783, 246, 4275, 1543, 51140], "temperature": 0, "avg_logprob": -0.162037282376676, "compression_ratio": 1.1381381381381381, "no_speech_prob": 1.0998021070240949e-11}, {"id": 7, "seek": 2600, "start": 41.5, "end": 47.0, "text": "最外層有一個Skill,MD,裡面放這本書的主要方法和章節索引。", "tokens": [51140, 8661, 12022, 9636, 97, 2412, 8990, 50, 34213, 11, 44, 35, 11, 32399, 12744, 2664, 8802, 29801, 1546, 13557, 4275, 9249, 11148, 12565, 11957, 254, 27694, 7732, 95, 41301, 1543, 51415], "temperature": 0, "avg_logprob": -0.162037282376676, "compression_ratio": 1.1381381381381381, "no_speech_prob": 1.0998021070240949e-11}, {"id": 8, "seek": 2600, "start": 47.0, "end": 53.3, "text": "Chapters文件夾會把每一張單獨保存。旁邊還有數語表,方法清單和素材表。", "tokens": [51415, 6546, 569, 1559, 17174, 20485, 1787, 122, 6236, 16075, 23664, 2257, 18889, 24227, 163, 18304, 24302, 39781, 1543, 4479, 223, 14901, 15569, 30622, 31348, 17571, 11, 9249, 11148, 21784, 24227, 12565, 37204, 4422, 238, 17571, 1543, 51730], "temperature": 0, "avg_logprob": -0.162037282376676, "compression_ratio": 1.1381381381381381, "no_speech_prob": 1.0998021070240949e-11}, {"id": 9, "seek": 5330, "start": 53.3, "end": 56.8, "text": "你問到數據複製怎麼選,它不用重新讀完整本書。", "tokens": [50365, 2166, 11361, 4511, 30622, 36841, 164, 97, 229, 8083, 121, 11614, 21625, 11, 11284, 24384, 12624, 12560, 7422, 222, 14128, 27662, 8802, 29801, 1543, 50540], "temperature": 0, "avg_logprob": -0.0854992194914482, "compression_ratio": 1.1318327974276527, "no_speech_prob": 1.7226706172657202e-11}, {"id": 10, "seek": 5330, "start": 56.8, "end": 59.8, "text": "只要打開相關章節,再根據整理過的內容回答。", "tokens": [50540, 14003, 4275, 12467, 8949, 15106, 14899, 11957, 254, 27694, 11, 8623, 31337, 36841, 27662, 13876, 8816, 1546, 28472, 25750, 8350, 28223, 1543, 50690], "temperature": 0, "avg_logprob": -0.0854992194914482, "compression_ratio": 1.1318327974276527, "no_speech_prob": 1.7226706172657202e-11}, {"id": 11, "seek": 5330, "start": 59.8, "end": 61.8, "text": "這套文件也可以繼續更新。", "tokens": [50690, 2664, 1881, 245, 17174, 20485, 47935, 38459, 19002, 12560, 1543, 50790], "temperature": 0, "avg_logprob": -0.0854992194914482, "compression_ratio": 1.1318327974276527, "no_speech_prob": 1.7226706172657202e-11}, {"id": 12, "seek": 5330, "start": 61.8, "end": 65.3, "text": "後來又找到一篇論文,或者公司文檔多了一半。", "tokens": [50790, 5661, 3763, 17047, 25085, 4511, 2257, 20878, 229, 29340, 17174, 11, 31148, 13545, 32981, 17174, 40741, 242, 6392, 2289, 2257, 30018, 1543, 50965], "temperature": 0, "avg_logprob": -0.0854992194914482, "compression_ratio": 1.1318327974276527, "no_speech_prob": 1.7226706172657202e-11}, {"id": 13, "seek": 5330, "start": 65.3, "end": 68.8, "text": "你可以把新材料合進原來的Skill,不用全部重做。", "tokens": [50965, 42766, 16075, 12560, 4422, 238, 33404, 14245, 18214, 19683, 3763, 1546, 50, 34213, 11, 24384, 38714, 12624, 10907, 1543, 51140], "temperature": 0, "avg_logprob": -0.0854992194914482, "compression_ratio": 1.1318327974276527, "no_speech_prob": 1.7226706172657202e-11}, {"id": 14, "seek": 5330, "start": 68.8, "end": 75.8, "text": "它能處理PDF,EP,BW,Markdown,HTML,RTF,和常見電子書格式。", "tokens": [51140, 11284, 8225, 39289, 13876, 17349, 37, 11, 8929, 11, 33, 54, 11, 15168, 5093, 11, 39, 51, 12683, 11, 49, 20527, 11, 12565, 11279, 10470, 20545, 7626, 29801, 30921, 27584, 1543, 51490], "temperature": 0, "avg_logprob": -0.0854992194914482, "compression_ratio": 1.1318327974276527, "no_speech_prob": 1.7226706172657202e-11}, {"id": 15, "seek": 7580, "start": 75.8, "end": 86.3, "text": "輸入也不一定是一本書。你可以把一個項目的DOCS文件夾,幾篇論文加自己的筆記,或者一整套團隊規範放在一起處理。", "tokens": [50365, 12290, 116, 14028, 6404, 1960, 24272, 1541, 2257, 8802, 29801, 1543, 42766, 16075, 8990, 8313, 227, 11386, 1546, 26649, 26283, 17174, 20485, 1787, 122, 11, 23575, 20878, 229, 29340, 17174, 9990, 17645, 1546, 7973, 228, 16958, 11, 31148, 2257, 27662, 1881, 245, 37766, 33929, 2888, 237, 20878, 226, 12744, 3581, 29567, 39289, 13876, 1543, 50890], "temperature": 0, "avg_logprob": -0.10256859305855277, "compression_ratio": 1.2124183006535947, "no_speech_prob": 1.6515795675520195e-11}, {"id": 16, "seek": 7580, "start": 86.3, "end": 91.3, "text": "實際使用時,先把Book2Skill裝到正在使用的Agent工具裡。", "tokens": [50890, 10376, 34837, 22982, 9254, 6611, 11, 10108, 16075, 19203, 17, 50, 34213, 44453, 4511, 15789, 3581, 22982, 9254, 1546, 32, 6930, 23323, 39806, 11066, 1543, 51140], "temperature": 0, "avg_logprob": -0.10256859305855277, "compression_ratio": 1.2124183006535947, "no_speech_prob": 1.6515795675520195e-11}, {"id": 17, "seek": 7580, "start": 91.3, "end": 93.3, "text": "安裝命令我放在畫面上了。", "tokens": [51140, 16206, 44453, 25236, 49061, 1654, 12744, 3581, 43822, 8833, 5708, 2289, 1543, 51240], "temperature": 0, "avg_logprob": -0.10256859305855277, "compression_ratio": 1.2124183006535947, "no_speech_prob": 1.6515795675520195e-11}, {"id": 18, "seek": 7580, "start": 93.3, "end": 96.8, "text": "接著把書籍文件或者資料文件夾交給它。", "tokens": [51240, 14468, 19382, 16075, 29801, 22113, 235, 17174, 20485, 31148, 35380, 33404, 17174, 20485, 1787, 122, 28455, 17798, 11284, 1543, 51415], "temperature": 0, "avg_logprob": -0.10256859305855277, "compression_ratio": 1.2124183006535947, "no_speech_prob": 1.6515795675520195e-11}, {"id": 19, "seek": 7580, "start": 96.8, "end": 100.8, "text": "它會先問這份資料偏技術,還是以文字為主。", "tokens": [51415, 11284, 6236, 10108, 11361, 2664, 36266, 35380, 33404, 7437, 237, 32502, 9890, 241, 11, 25583, 3588, 17174, 22381, 6344, 13557, 1543, 51615], "temperature": 0, "avg_logprob": -0.10256859305855277, "compression_ratio": 1.2124183006535947, "no_speech_prob": 1.6515795675520195e-11}, {"id": 20, "seek": 10080, "start": 100.8, "end": 104.3, "text": "普通文字書可以走速度更快的提取方式。", "tokens": [50365, 29993, 19550, 17174, 22381, 29801, 6723, 9575, 31217, 13127, 19002, 10251, 1546, 20949, 29436, 9249, 27584, 1543, 50540], "temperature": 0, "avg_logprob": -0.09707825434835334, "compression_ratio": 1.217910447761194, "no_speech_prob": 1.5140713335859424e-11}, {"id": 21, "seek": 10080, "start": 104.3, "end": 110.6, "text": "代代碼,表格和公式的技術書,可以用DOCLING保留結構。", "tokens": [50540, 19105, 19105, 16337, 120, 11, 17571, 30921, 12565, 13545, 27584, 1546, 32502, 9890, 241, 29801, 11, 6723, 9254, 26649, 22458, 3017, 24302, 24456, 17144, 43362, 1543, 50855], "temperature": 0, "avg_logprob": -0.09707825434835334, "compression_ratio": 1.217910447761194, "no_speech_prob": 1.5140713335859424e-11}, {"id": 22, "seek": 10080, "start": 110.6, "end": 112.8, "text": "不過處理時間會更長。", "tokens": [50855, 28193, 39289, 13876, 20788, 6236, 19002, 15353, 1543, 50965], "temperature": 0, "avg_logprob": -0.09707825434835334, "compression_ratio": 1.217910447761194, "no_speech_prob": 1.5140713335859424e-11}, {"id": 23, "seek": 10080, "start": 112.8, "end": 118.3, "text": "文字提取完成以後,它會先告訴你資料有多大,大概要消耗多少上下文。", "tokens": [50965, 17174, 22381, 20949, 29436, 41509, 3588, 5661, 11, 11284, 6236, 10108, 31080, 2166, 35380, 33404, 2412, 6392, 3582, 11, 32044, 4275, 28837, 4450, 245, 41492, 5708, 4438, 17174, 1543, 51240], "temperature": 0, "avg_logprob": -0.09707825434835334, "compression_ratio": 1.217910447761194, "no_speech_prob": 1.5140713335859424e-11}, {"id": 24, "seek": 10080, "start": 118.3, "end": 120.9, "text": "還會列出準備生成哪些文件。", "tokens": [51240, 7824, 6236, 43338, 7781, 36241, 8244, 11336, 17028, 13824, 17174, 20485, 1543, 51370], "temperature": 0, "avg_logprob": -0.09707825434835334, "compression_ratio": 1.217910447761194, "no_speech_prob": 1.5140713335859424e-11}, {"id": 25, "seek": 10080, "start": 120.9, "end": 127.2, "text": "你確認以後,Agent才開始分析章節提取方法,再寫成完整的Skill。", "tokens": [51370, 2166, 24293, 22041, 3588, 5661, 11, 32, 6930, 18888, 21017, 6627, 7360, 238, 11957, 254, 27694, 20949, 29436, 9249, 11148, 11, 8623, 4510, 104, 11336, 14128, 27662, 1546, 50, 34213, 1543, 51685], "temperature": 0, "avg_logprob": -0.09707825434835334, "compression_ratio": 1.217910447761194, "no_speech_prob": 1.5140713335859424e-11}, {"id": 26, "seek": 10080, "start": 127.2, "end": 129.6, "text": "這裡有一個安裝細節,容易弄混。", "tokens": [51685, 18771, 2412, 8990, 16206, 44453, 41588, 27694, 11, 49212, 5702, 226, 48640, 1543, 51805], "temperature": 0, "avg_logprob": -0.09707825434835334, "compression_ratio": 1.217910447761194, "no_speech_prob": 1.5140713335859424e-11}, {"id": 27, "seek": 12960, "start": 129.6, "end": 136.1, "text": "把倉庫放進AgentSkill文件夾,才會得到完整的斜杠命令和轉輸流程。", "tokens": [50365, 16075, 2122, 231, 6346, 104, 12744, 18214, 32, 6930, 50, 34213, 17174, 20485, 1787, 122, 11, 18888, 6236, 5916, 4511, 14128, 27662, 1546, 4307, 250, 4422, 254, 25236, 49061, 12565, 32739, 12290, 116, 27854, 29649, 1543, 50690], "temperature": 0, "avg_logprob": -0.1311380948951776, "compression_ratio": 1.153061224489796, "no_speech_prob": 1.5437269518248087e-11}, {"id": 28, "seek": 12960, "start": 136.1, "end": 139.4, "text": "單獨用PIP安裝只會得到文檔提取工具。", "tokens": [50690, 24227, 163, 18304, 9254, 47, 9139, 16206, 44453, 14003, 6236, 5916, 4511, 17174, 40741, 242, 20949, 29436, 23323, 39806, 1543, 50855], "temperature": 0, "avg_logprob": -0.1311380948951776, "compression_ratio": 1.153061224489796, "no_speech_prob": 1.5437269518248087e-11}, {"id": 29, "seek": 12960, "start": 139.4, "end": 143.6, "text": "不會自動把Book2Skill註冊成AgentSkill。", "tokens": [50855, 21121, 9722, 12572, 16075, 19203, 17, 50, 34213, 5396, 119, 5676, 232, 11336, 32, 6930, 50, 34213, 1543, 51065], "temperature": 0, "avg_logprob": -0.1311380948951776, "compression_ratio": 1.153061224489796, "no_speech_prob": 1.5437269518248087e-11}, {"id": 30, "seek": 12960, "start": 143.6, "end": 147.1, "text": "項目作者拿幾本真實書做過測試。", "tokens": [51065, 8313, 227, 11386, 11914, 12444, 24351, 23575, 8802, 6303, 10376, 29801, 10907, 8816, 9592, 105, 22099, 1543, 51240], "temperature": 0, "avg_logprob": -0.1311380948951776, "compression_ratio": 1.153061224489796, "no_speech_prob": 1.5437269518248087e-11}, {"id": 31, "seek": 12960, "start": 147.1, "end": 154.6, "text": "如果每次都把整本書塞進上下文,回答一個問題,可能要帶上十幾萬到二十多萬TOKENS。", "tokens": [51240, 13119, 23664, 9487, 7182, 16075, 27662, 8802, 29801, 13331, 252, 18214, 5708, 4438, 17174, 11, 8350, 28223, 8990, 17197, 11, 16657, 4275, 32379, 5708, 20145, 23575, 14099, 4511, 11217, 20145, 6392, 14099, 51, 9443, 30174, 1543, 51615], "temperature": 0, "avg_logprob": -0.1311380948951776, "compression_ratio": 1.153061224489796, "no_speech_prob": 1.5437269518248087e-11}, {"id": 32, "seek": 15460, "start": 154.6, "end": 161.1, "text": "想換成Skill以後,通常只加載總入口和一個相關章節,大約5000TOKENS。", "tokens": [50365, 7093, 36338, 11336, 50, 34213, 3588, 5661, 11, 19550, 11279, 14003, 9990, 12290, 231, 26575, 14028, 18144, 12565, 8990, 15106, 14899, 11957, 254, 27694, 11, 3582, 30889, 44557, 51, 9443, 30174, 1543, 50690], "temperature": 0, "avg_logprob": -0.10592027989829458, "compression_ratio": 1.1098484848484849, "no_speech_prob": 1.6970629762580458e-11}, {"id": 33, "seek": 15460, "start": 161.1, "end": 163.1, "text": "按倉庫給出的測試結果。", "tokens": [50690, 26613, 2122, 231, 6346, 104, 17798, 7781, 1546, 9592, 105, 22099, 35181, 1543, 50790], "temperature": 0, "avg_logprob": -0.10592027989829458, "compression_ratio": 1.1098484848484849, "no_speech_prob": 1.6970629762580458e-11}, {"id": 34, "seek": 15460, "start": 163.1, "end": 168.1, "text": "對比整本書,直接進上下文,使用量少了24到51倍。", "tokens": [50790, 2855, 11706, 27662, 8802, 29801, 11, 43297, 18214, 5708, 4438, 17174, 11, 22982, 9254, 26748, 15686, 2289, 7911, 4511, 18682, 35477, 1543, 51040], "temperature": 0, "avg_logprob": -0.10592027989829458, "compression_ratio": 1.1098484848484849, "no_speech_prob": 1.6970629762580458e-11}, {"id": 35, "seek": 15460, "start": 168.1, "end": 176.1, "text": "這個數字要按作者的測試條件來看,它和一次臨時檢索相比,差距會縮小到2.4到15.6倍。", "tokens": [51040, 6287, 30622, 22381, 4275, 26613, 11914, 12444, 1546, 9592, 105, 22099, 31106, 20485, 3763, 4200, 11, 11284, 12565, 27505, 6784, 101, 6611, 40741, 95, 7732, 95, 15106, 11706, 11, 21679, 6563, 251, 6236, 21030, 106, 7322, 4511, 17, 13, 19, 4511, 5211, 13, 21, 35477, 1543, 51440], "temperature": 0, "avg_logprob": -0.10592027989829458, "compression_ratio": 1.1098484848484849, "no_speech_prob": 1.6970629762580458e-11}, {"id": 36, "seek": 17610, "start": 176.1, "end": 180.1, "text": "你只準備問一次,直接讓AI讀PDF更省事。", "tokens": [50365, 2166, 14003, 36241, 11361, 27505, 11, 43297, 21195, 48698, 7422, 222, 17349, 37, 19002, 2862, 223, 6973, 1543, 50565], "temperature": 0, "avg_logprob": -0.08610273809993968, "compression_ratio": 1.239067055393586, "no_speech_prob": 1.6765224625236996e-11}, {"id": 37, "seek": 17610, "start": 180.1, "end": 184.6, "text": "你會反覆查同一本書,提前整理成Skill才更划算。", "tokens": [50565, 2166, 6236, 22138, 2888, 228, 42623, 13089, 2257, 8802, 29801, 11, 20949, 8945, 27662, 13876, 11336, 50, 34213, 18888, 19002, 2437, 240, 19497, 1543, 50790], "temperature": 0, "avg_logprob": -0.08610273809993968, "compression_ratio": 1.239067055393586, "no_speech_prob": 1.6765224625236996e-11}, {"id": 38, "seek": 17610, "start": 184.6, "end": 188.1, "text": "生成結果也不能當成原書的100%復刻。", "tokens": [50790, 8244, 11336, 35181, 6404, 28590, 13118, 11336, 19683, 29801, 1546, 6879, 4, 2172, 102, 45500, 1543, 50965], "temperature": 0, "avg_logprob": -0.08610273809993968, "compression_ratio": 1.239067055393586, "no_speech_prob": 1.6765224625236996e-11}, {"id": 39, "seek": 17610, "start": 188.1, "end": 191.6, "text": "這些章節文件是AI整理出來的學習筆記。", "tokens": [50965, 29869, 11957, 254, 27694, 17174, 20485, 1541, 48698, 27662, 13876, 29741, 1546, 21372, 34025, 7973, 228, 16958, 1543, 51140], "temperature": 0, "avg_logprob": -0.08610273809993968, "compression_ratio": 1.239067055393586, "no_speech_prob": 1.6765224625236996e-11}, {"id": 40, "seek": 17610, "start": 191.6, "end": 195.6, "text": "重要定義,數字和代碼還要回原文核對。", "tokens": [51140, 24928, 12088, 37430, 11, 30622, 22381, 12565, 19105, 16337, 120, 7824, 4275, 8350, 19683, 17174, 8987, 116, 2855, 1543, 51340], "temperature": 0, "avg_logprob": -0.08610273809993968, "compression_ratio": 1.239067055393586, "no_speech_prob": 1.6765224625236996e-11}, {"id": 41, "seek": 17610, "start": 195.6, "end": 198.6, "text": "自動分章也依賴書裡的標題格式。", "tokens": [51340, 9722, 12572, 6627, 11957, 254, 6404, 3254, 251, 164, 7062, 29801, 11066, 1546, 46299, 14475, 30921, 27584, 1543, 51490], "temperature": 0, "avg_logprob": -0.08610273809993968, "compression_ratio": 1.239067055393586, "no_speech_prob": 1.6765224625236996e-11}, {"id": 42, "seek": 17610, "start": 198.6, "end": 202.6, "text": "遇到只有章節名、羅馬數字或者特殊排版的書。", "tokens": [51490, 3330, 229, 4511, 35244, 11957, 254, 27694, 15940, 1231, 36004, 29098, 30622, 22381, 31148, 17682, 15976, 232, 44647, 42096, 1546, 29801, 1543, 51690], "temperature": 0, "avg_logprob": -0.08610273809993968, "compression_ratio": 1.239067055393586, "no_speech_prob": 1.6765224625236996e-11}, {"id": 43, "seek": 17610, "start": 202.6, "end": 205.6, "text": "章節可能識別不準,需要你手動檢查。", "tokens": [51690, 11957, 254, 27694, 16657, 43143, 16158, 1960, 28220, 11, 35748, 2166, 11389, 12572, 40741, 95, 42623, 1543, 51840], "temperature": 0, "avg_logprob": -0.08610273809993968, "compression_ratio": 1.239067055393586, "no_speech_prob": 1.6765224625236996e-11}, {"id": 44, "seek": 20560, "start": 205.6, "end": 208.6, "text": "隱私方面,文檔提取在本集完成。", "tokens": [50365, 10673, 109, 20083, 39604, 11, 17174, 40741, 242, 20949, 29436, 3581, 8802, 26020, 41509, 1543, 50515], "temperature": 0, "avg_logprob": -0.1035040956635715, "compression_ratio": 1.1693548387096775, "no_speech_prob": 1.4691005356670672e-11}, {"id": 45, "seek": 20560, "start": 208.6, "end": 211.6, "text": "但是,後面用雲端模型分析內容時,", "tokens": [50515, 11189, 11, 5661, 8833, 9254, 6306, 110, 11957, 107, 41908, 39823, 6627, 7360, 238, 28472, 25750, 6611, 11, 50665], "temperature": 0, "avg_logprob": -0.1035040956635715, "compression_ratio": 1.1693548387096775, "no_speech_prob": 1.4691005356670672e-11}, {"id": 46, "seek": 20560, "start": 211.6, "end": 215.1, "text": "交給模型的文字仍然會發送給對應服務商。", "tokens": [50665, 28455, 17798, 41908, 39823, 1546, 17174, 22381, 1550, 235, 5823, 6236, 14637, 29309, 17798, 2855, 20481, 27408, 39517, 45581, 1543, 50840], "temperature": 0, "avg_logprob": -0.1035040956635715, "compression_ratio": 1.1693548387096775, "no_speech_prob": 1.4691005356670672e-11}, {"id": 47, "seek": 20560, "start": 215.1, "end": 218.1, "text": "公司內部文檔和沒有公開授權的書,", "tokens": [50840, 13545, 32981, 28472, 13470, 17174, 40741, 242, 12565, 6963, 13545, 8949, 6900, 230, 40212, 1546, 29801, 11, 50990], "temperature": 0, "avg_logprob": -0.1035040956635715, "compression_ratio": 1.1693548387096775, "no_speech_prob": 1.4691005356670672e-11}, {"id": 48, "seek": 20560, "start": 218.1, "end": 221.1, "text": "先確認數據規則和使用權限。", "tokens": [50990, 10108, 24293, 22041, 30622, 36841, 2888, 237, 46225, 12565, 22982, 9254, 40212, 43446, 1543, 51140], "temperature": 0, "avg_logprob": -0.1035040956635715, "compression_ratio": 1.1693548387096775, "no_speech_prob": 1.4691005356670672e-11}, {"id": 49, "seek": 20560, "start": 221.1, "end": 224.1, "text": "你自己買的書可以拿來做私人學習筆記。", "tokens": [51140, 2166, 17645, 31001, 1546, 29801, 6723, 24351, 3763, 10907, 20083, 4035, 21372, 34025, 7973, 228, 16958, 1543, 51290], "temperature": 0, "avg_logprob": -0.1035040956635715, "compression_ratio": 1.1693548387096775, "no_speech_prob": 1.4691005356670672e-11}, {"id": 50, "seek": 20560, "start": 224.1, "end": 227.1, "text": "不要把生成後的整套Skill隨便公開分享。", "tokens": [51290, 11962, 16075, 8244, 11336, 5661, 1546, 27662, 1881, 245, 50, 34213, 48890, 27364, 13545, 8949, 30855, 1543, 51440], "temperature": 0, "avg_logprob": -0.1035040956635715, "compression_ratio": 1.1693548387096775, "no_speech_prob": 1.4691005356670672e-11}, {"id": 51, "seek": 20560, "start": 227.1, "end": 230.1, "text": "項目最新穩定版是V1.3.0。", "tokens": [51440, 8313, 227, 11386, 8661, 12560, 13740, 102, 12088, 42096, 1541, 53, 16, 13, 18, 13, 15, 1543, 51590], "temperature": 0, "avg_logprob": -0.1035040956635715, "compression_ratio": 1.1693548387096775, "no_speech_prob": 1.4691005356670672e-11}, {"id": 52, "seek": 20560, "start": 230.1, "end": 233.1, "text": "它目前官方顯明支持Cloud Code,", "tokens": [51590, 11284, 39004, 31929, 9249, 46605, 11100, 35488, 32787, 15549, 11, 51740], "temperature": 0, "avg_logprob": -0.1035040956635715, "compression_ratio": 1.1693548387096775, "no_speech_prob": 1.4691005356670672e-11}, {"id": 53, "seek": 20560, "start": 233.1, "end": 235.1, "text": "Github Copilot, CLI和AMP。", "tokens": [51740, 38, 355, 836, 11579, 31516, 11, 12855, 40, 12565, 2865, 47, 1543, 51840], "temperature": 0, "avg_logprob": -0.1035040956635715, "compression_ratio": 1.1693548387096775, "no_speech_prob": 1.4691005356670672e-11}, {"id": 54, "seek": 23510, "start": 235.1, "end": 238.1, "text": "如果你想在其他Agent里使用,", "tokens": [50365, 13119, 38386, 3581, 9572, 5000, 32, 6930, 15759, 22982, 9254, 11, 50515], "temperature": 0, "avg_logprob": -0.12576071421305338, "compression_ratio": 1.0472103004291846, "no_speech_prob": 1.8716486693826084e-11}, {"id": 55, "seek": 23510, "start": 238.1, "end": 242.1, "text": "需要自己確認它能不能識別這套目錄和SkillMD格式。", "tokens": [50515, 35748, 17645, 24293, 22041, 11284, 8225, 28590, 43143, 16158, 2664, 1881, 245, 11386, 9567, 226, 12565, 50, 34213, 44, 35, 30921, 27584, 1543, 50715], "temperature": 0, "avg_logprob": -0.12576071421305338, "compression_ratio": 1.0472103004291846, "no_speech_prob": 1.8716486693826084e-11}, {"id": 56, "seek": 23510, "start": 242.1, "end": 244.1, "text": "項目地址我放在屏幕上。", "tokens": [50715, 8313, 227, 11386, 10928, 14872, 222, 1654, 12744, 3581, 9636, 237, 40211, 5708, 1543, 50815], "temperature": 0, "avg_logprob": -0.12576071421305338, "compression_ratio": 1.0472103004291846, "no_speech_prob": 1.8716486693826084e-11}, {"id": 57, "seek": 23510, "start": 244.1, "end": 248.1, "text": "喜歡這類AI工具拆解,記得一鍵三連加關注。", "tokens": [50815, 21385, 2664, 40092, 48698, 23323, 39806, 6852, 228, 17278, 11, 30872, 2257, 41668, 113, 10960, 36252, 9990, 14899, 26432, 1543, 51015], "temperature": 0, "avg_logprob": -0.12576071421305338, "compression_ratio": 1.0472103004291846, "no_speech_prob": 1.8716486693826084e-11}, {"id": 58, "seek": 23510, "start": 248.1, "end": 252.1, "text": "你的支持就是我繼續更新的最大動力。", "tokens": [51015, 18961, 35488, 5620, 1654, 38459, 19002, 12560, 1546, 8661, 3582, 12572, 13486, 1543, 51215], "temperature": 0, "avg_logprob": -0.12576071421305338, "compression_ratio": 1.0472103004291846, "no_speech_prob": 1.8716486693826084e-11}], "language": "zh"}