{"text": "各位朋友大家好,我是Dustin。我想各位可能會想過說,為什麼大家都一直說HPT或者是Gemini很好用,很強,但是實際上在用的時候,你還是90%的時間在自己做事情。他只有10%的時間給你建議,為什麼他總像我們學校的指導老師一樣在旁邊出一張嘴,但大部分的事情還是要我們自己做。那什麼是更強的Agent?在Agent的世界裡面,我們可以做到什麼?在Agent的世界裡面,它本質上是一個Meta Tool,Meta Tool就是原工具,工具的工具。它自己不是專門負責一個功能,而是說可以排程你電腦上所有工具的指揮官,它是你的秘書。它可以幫你開啟你的檔案,它不只可以寫程式,它還可以查網路發信,或者是管理你的Google Drive。甚至它可以去查你電腦上現在為什麼那麼慢,你的網路是不是斷掉了。或者是它可以幫你去看你的行程是什麼,幫你去安排行程,幫你去查帳單。總而言之,在地腦上做到的所有事情,它都做得到。而且它重要的事不是告訴你怎麼做,而是它自己會去幫你做。所以我們的角度就互換了。只有10%的時間是我們在指揮跟驗證,而90%的時間是它幫我們做好。好,比如說各位現在可以看到,在我的下載資料夾裡面的其中一個資料夾放的是同學的回饋。都是截圖,很亂。那我們現在要做的事情是讓Croat發揮它原工具的功能,來幫我們去做重新分類二度的軌檔。我們跟它講說,我的下載資料夾中的學生回饋裡面太多截圖。幫我按照內容繼續細分資料夾回答。好,我們來看它會做什麼事情。這個地方你可以看到,它自動的去找到了下載資料夾,自動的去找到我所指的那個檔案夾。就算我沒有給它那個檔案夾完整的名稱。接下來它分析完了這個檔案夾的資料。告訴你說它建議按照內容要怎麼樣去分。這個時候你可以跟它講你的意見,你可以指揮它。你也可以說,OK,就這樣子。這就是我說的,10%的時間你是負責看它做事,90%的時間它幫你把事情做好。那我們可以看到,原本的資料夾現在長得是這個樣子,完全沒有分層。它立刻幫我們去做到分層,立刻幫我們把所有的資訊歸檔。完全不用你動手。我們所要做的事情就是事後驗證它的歸檔是不是符合你想要的。所以總而言之,像Cloud Code這樣的Agent,它其實本質上並不是更聰明的CHPT或者是Germini對話視窗。它是一個全新的東西,它是一個可以真正動手的AI。它把你從操作電腦的人變成下指令的人。而我們要怎麼樣跟這種新型態的AI Agent協作呢?你必須要改變你的型態。所以接下來我會帶大家來看如何一步一步的改變型態。我是Dustin,我們下次見。我們下次見。", "segments": [{"id": 0, "seek": 0, "start": 0.0, "end": 2.0, "text": "各位朋友大家好,我是Dustin。", "tokens": [50365, 22073, 19828, 15248, 11, 15914, 35, 381, 259, 1543, 50465], "temperature": 0, "avg_logprob": -0.1696532447383089, "compression_ratio": 1.2740213523131672, "no_speech_prob": 7.885672149987588e-12}, {"id": 1, "seek": 0, "start": 2.0, "end": 17.0, "text": "我想各位可能會想過說,為什麼大家都一直說HPT或者是Gemini很好用,很強,但是實際上在用的時候,你還是90%的時間在自己做事情。", "tokens": [50465, 25246, 22073, 16657, 6236, 7093, 8816, 4622, 11, 18987, 46525, 34448, 4622, 39, 47, 51, 31148, 1541, 38, 443, 3812, 23801, 9254, 11, 4563, 22752, 11, 11189, 10376, 34837, 5708, 3581, 9254, 20643, 11, 2166, 25583, 7771, 4, 1546, 20788, 3581, 17645, 10907, 24675, 1543, 51215], "temperature": 0, "avg_logprob": -0.1696532447383089, "compression_ratio": 1.2740213523131672, "no_speech_prob": 7.885672149987588e-12}, {"id": 2, "seek": 0, "start": 17.0, "end": 27.0, "text": "他只有10%的時間給你建議,為什麼他總像我們學校的指導老師一樣在旁邊出一張嘴,但大部分的事情還是要我們自己做。", "tokens": [51215, 5000, 35244, 3279, 4, 1546, 20788, 17798, 2166, 34157, 24686, 11, 18987, 5000, 26575, 12760, 5884, 21372, 49684, 1546, 25922, 25647, 23907, 22977, 3581, 4479, 223, 14901, 7781, 2257, 18889, 10756, 112, 11, 8395, 3582, 32174, 1546, 24675, 25583, 4275, 5884, 17645, 10907, 1543, 51715], "temperature": 0, "avg_logprob": -0.1696532447383089, "compression_ratio": 1.2740213523131672, "no_speech_prob": 7.885672149987588e-12}, {"id": 3, "seek": 2700, "start": 27.0, "end": 33.0, "text": "那什麼是更強的Agent?在Agent的世界裡面,我們可以做到什麼?", "tokens": [50365, 4184, 7598, 1541, 19002, 22752, 1546, 32, 6930, 30, 3581, 32, 6930, 1546, 24486, 32399, 11, 5884, 6723, 10907, 4511, 7598, 30, 50665], "temperature": 0, "avg_logprob": -0.13443806147811435, "compression_ratio": 1.2739130434782608, "no_speech_prob": 7.812237835802538e-12}, {"id": 4, "seek": 2700, "start": 33.0, "end": 41.0, "text": "在Agent的世界裡面,它本質上是一個Meta Tool,Meta Tool就是原工具,工具的工具。", "tokens": [50665, 3581, 32, 6930, 1546, 24486, 32399, 11, 11284, 8802, 43450, 5708, 1541, 8990, 44, 7664, 15934, 11, 44, 7664, 15934, 5620, 19683, 23323, 39806, 11, 23323, 39806, 1546, 23323, 39806, 1543, 51065], "temperature": 0, "avg_logprob": -0.13443806147811435, "compression_ratio": 1.2739130434782608, "no_speech_prob": 7.812237835802538e-12}, {"id": 5, "seek": 2700, "start": 41.0, "end": 50.0, "text": "它自己不是專門負責一個功能,而是說可以排程你電腦上所有工具的指揮官,它是你的秘書。", "tokens": [51065, 11284, 17645, 7296, 46072, 37232, 11561, 254, 11561, 105, 8990, 32311, 8225, 11, 11070, 1541, 4622, 6723, 32943, 13127, 2166, 20545, 21184, 99, 5708, 39300, 23323, 39806, 1546, 25922, 11673, 106, 31929, 11, 11284, 1541, 18961, 8204, 246, 29801, 1543, 51515], "temperature": 0, "avg_logprob": -0.13443806147811435, "compression_ratio": 1.2739130434782608, "no_speech_prob": 7.812237835802538e-12}, {"id": 6, "seek": 5000, "start": 50.0, "end": 60.0, "text": "它可以幫你開啟你的檔案,它不只可以寫程式,它還可以查網路發信,或者是管理你的Google Drive。", "tokens": [50365, 11284, 6723, 32187, 2166, 12467, 8949, 18961, 40741, 242, 28899, 11, 11284, 1960, 14003, 6723, 4510, 104, 29649, 27584, 11, 11284, 7824, 6723, 42623, 26352, 24658, 14637, 17665, 11, 31148, 1541, 23131, 13876, 18961, 12104, 3127, 15622, 1543, 50865], "temperature": 0, "avg_logprob": -0.09636225216630576, "compression_ratio": 1.1322751322751323, "no_speech_prob": 1.5704097744428935e-11}, {"id": 7, "seek": 5000, "start": 60.0, "end": 67.0, "text": "甚至它可以去查你電腦上現在為什麼那麼慢,你的網路是不是斷掉了。", "tokens": [50865, 17556, 20844, 11284, 6723, 6734, 42623, 2166, 20545, 21184, 99, 5708, 12648, 18987, 20504, 20645, 11, 18961, 26352, 24658, 23034, 4307, 115, 29327, 2289, 1543, 51215], "temperature": 0, "avg_logprob": -0.09636225216630576, "compression_ratio": 1.1322751322751323, "no_speech_prob": 1.5704097744428935e-11}, {"id": 8, "seek": 6700, "start": 67.0, "end": 75.0, "text": "或者是它可以幫你去看你的行程是什麼,幫你去安排行程,幫你去查帳單。", "tokens": [50365, 31148, 1541, 11284, 6723, 32187, 2166, 6734, 4200, 18961, 8082, 29649, 35851, 11, 32187, 2166, 6734, 16206, 44647, 8082, 29649, 11, 32187, 2166, 6734, 42623, 4845, 111, 24227, 1543, 50765], "temperature": 0, "avg_logprob": -0.08527235480828013, "compression_ratio": 1.3793103448275863, "no_speech_prob": 1.6732252736129105e-11}, {"id": 9, "seek": 6700, "start": 75.0, "end": 79.0, "text": "總而言之,在地腦上做到的所有事情,它都做得到。", "tokens": [50765, 26575, 11070, 12009, 9574, 11, 3581, 10928, 21184, 99, 5708, 10907, 4511, 1546, 39300, 24675, 11, 11284, 7182, 10907, 5916, 4511, 1543, 50965], "temperature": 0, "avg_logprob": -0.08527235480828013, "compression_ratio": 1.3793103448275863, "no_speech_prob": 1.6732252736129105e-11}, {"id": 10, "seek": 6700, "start": 79.0, "end": 85.0, "text": "而且它重要的事不是告訴你怎麼做,而是它自己會去幫你做。", "tokens": [50965, 22942, 11284, 24928, 1546, 6973, 7296, 31080, 2166, 11614, 10907, 11, 11070, 1541, 11284, 17645, 6236, 6734, 32187, 2166, 10907, 1543, 51265], "temperature": 0, "avg_logprob": -0.08527235480828013, "compression_ratio": 1.3793103448275863, "no_speech_prob": 1.6732252736129105e-11}, {"id": 11, "seek": 6700, "start": 85.0, "end": 87.0, "text": "所以我們的角度就互換了。", "tokens": [51265, 7239, 33641, 29389, 13127, 3111, 1369, 240, 36338, 2289, 1543, 51365], "temperature": 0, "avg_logprob": -0.08527235480828013, "compression_ratio": 1.3793103448275863, "no_speech_prob": 1.6732252736129105e-11}, {"id": 12, "seek": 6700, "start": 87.0, "end": 95.0, "text": "只有10%的時間是我們在指揮跟驗證,而90%的時間是它幫我們做好。", "tokens": [51365, 35244, 3279, 4, 1546, 20788, 1541, 5884, 3581, 25922, 11673, 106, 9678, 24023, 245, 11823, 231, 11, 11070, 7771, 4, 1546, 20788, 1541, 11284, 32187, 5884, 10907, 2131, 1543, 51765], "temperature": 0, "avg_logprob": -0.08527235480828013, "compression_ratio": 1.3793103448275863, "no_speech_prob": 1.6732252736129105e-11}, {"id": 13, "seek": 9500, "start": 95.0, "end": 104.0, "text": "好,比如說各位現在可以看到,在我的下載資料夾裡面的其中一個資料夾放的是同學的回饋。", "tokens": [50365, 2131, 11, 36757, 4622, 22073, 12648, 6723, 18032, 11, 3581, 14200, 4438, 12290, 231, 35380, 33404, 1787, 122, 32399, 1546, 9572, 5975, 8990, 35380, 33404, 1787, 122, 12744, 24620, 13089, 21372, 1546, 8350, 41520, 233, 1543, 50815], "temperature": 0, "avg_logprob": -0.1284459466519563, "compression_ratio": 1.15695067264574, "no_speech_prob": 1.734551044463295e-11}, {"id": 14, "seek": 9500, "start": 104.0, "end": 107.0, "text": "都是截圖,很亂。", "tokens": [50815, 22796, 1486, 103, 2523, 244, 11, 4563, 1369, 224, 1543, 50965], "temperature": 0, "avg_logprob": -0.1284459466519563, "compression_ratio": 1.15695067264574, "no_speech_prob": 1.734551044463295e-11}, {"id": 15, "seek": 9500, "start": 107.0, "end": 117.0, "text": "那我們現在要做的事情是讓Croat發揮它原工具的功能,來幫我們去做重新分類二度的軌檔。", "tokens": [50965, 46714, 12648, 4275, 10907, 1546, 24675, 1541, 21195, 34, 10495, 14637, 11673, 106, 11284, 19683, 23323, 39806, 1546, 32311, 8225, 11, 3763, 32187, 5884, 6734, 10907, 12624, 12560, 6627, 40092, 11217, 13127, 1546, 14454, 234, 40741, 242, 1543, 51465], "temperature": 0, "avg_logprob": -0.1284459466519563, "compression_ratio": 1.15695067264574, "no_speech_prob": 1.734551044463295e-11}, {"id": 16, "seek": 11700, "start": 117.0, "end": 124.0, "text": "我們跟它講說,我的下載資料夾中的學生回饋裡面太多截圖。", "tokens": [50365, 5884, 9678, 11284, 11932, 4622, 11, 14200, 4438, 12290, 231, 35380, 33404, 1787, 122, 5975, 1546, 21372, 8244, 8350, 41520, 233, 32399, 9455, 6392, 1486, 103, 2523, 244, 1543, 50715], "temperature": 0, "avg_logprob": -0.1333518922328949, "compression_ratio": 1.091503267973856, "no_speech_prob": 1.3858118645682094e-11}, {"id": 17, "seek": 11700, "start": 124.0, "end": 129.0, "text": "幫我按照內容繼續細分資料夾回答。", "tokens": [50715, 32187, 1654, 26613, 32150, 28472, 25750, 38459, 41588, 6627, 35380, 33404, 1787, 122, 8350, 28223, 1543, 50965], "temperature": 0, "avg_logprob": -0.1333518922328949, "compression_ratio": 1.091503267973856, "no_speech_prob": 1.3858118645682094e-11}, {"id": 18, "seek": 11700, "start": 129.0, "end": 131.0, "text": "好,我們來看它會做什麼事情。", "tokens": [50965, 2131, 11, 5884, 3763, 4200, 11284, 6236, 10907, 7598, 24675, 1543, 51065], "temperature": 0, "avg_logprob": -0.1333518922328949, "compression_ratio": 1.091503267973856, "no_speech_prob": 1.3858118645682094e-11}, {"id": 19, "seek": 13100, "start": 131.0, "end": 137.0, "text": "這個地方你可以看到,它自動的去找到了下載資料夾,自動的去找到我所指的那個檔案夾。", "tokens": [50365, 6287, 30146, 42766, 18032, 11, 11284, 9722, 12572, 1546, 6734, 25085, 21381, 4438, 12290, 231, 35380, 33404, 1787, 122, 11, 9722, 12572, 1546, 6734, 25085, 4511, 1654, 5966, 25922, 1546, 20754, 40741, 242, 28899, 1787, 122, 1543, 50665], "temperature": 0, "avg_logprob": -0.13903045654296875, "compression_ratio": 1.445736434108527, "no_speech_prob": 1.8029472012570658e-11}, {"id": 20, "seek": 13100, "start": 137.0, "end": 140.0, "text": "就算我沒有給它那個檔案夾完整的名稱。", "tokens": [50665, 3111, 19497, 1654, 6963, 17798, 11284, 20754, 40741, 242, 28899, 1787, 122, 14128, 27662, 1546, 15940, 49606, 1543, 50815], "temperature": 0, "avg_logprob": -0.13903045654296875, "compression_ratio": 1.445736434108527, "no_speech_prob": 1.8029472012570658e-11}, {"id": 21, "seek": 13100, "start": 140.0, "end": 143.0, "text": "接下來它分析完了這個檔案夾的資料。", "tokens": [50815, 40012, 11284, 6627, 7360, 238, 41665, 6287, 40741, 242, 28899, 1787, 122, 1546, 35380, 33404, 1543, 50965], "temperature": 0, "avg_logprob": -0.13903045654296875, "compression_ratio": 1.445736434108527, "no_speech_prob": 1.8029472012570658e-11}, {"id": 22, "seek": 13100, "start": 143.0, "end": 148.0, "text": "告訴你說它建議按照內容要怎麼樣去分。", "tokens": [50965, 31080, 42920, 11284, 34157, 24686, 26613, 32150, 28472, 25750, 4275, 34253, 6734, 6627, 1543, 51215], "temperature": 0, "avg_logprob": -0.13903045654296875, "compression_ratio": 1.445736434108527, "no_speech_prob": 1.8029472012570658e-11}, {"id": 23, "seek": 13100, "start": 148.0, "end": 151.0, "text": "這個時候你可以跟它講你的意見,你可以指揮它。", "tokens": [51215, 6287, 14010, 42766, 9678, 11284, 11932, 18961, 9042, 10470, 11, 42766, 25922, 11673, 106, 11284, 1543, 51365], "temperature": 0, "avg_logprob": -0.13903045654296875, "compression_ratio": 1.445736434108527, "no_speech_prob": 1.8029472012570658e-11}, {"id": 24, "seek": 13100, "start": 151.0, "end": 153.0, "text": "你也可以說,OK,就這樣子。", "tokens": [51365, 2166, 47935, 4622, 11, 9443, 11, 3111, 24842, 1543, 51465], "temperature": 0, "avg_logprob": -0.13903045654296875, "compression_ratio": 1.445736434108527, "no_speech_prob": 1.8029472012570658e-11}, {"id": 25, "seek": 15300, "start": 153.0, "end": 160.0, "text": "這就是我說的,10%的時間你是負責看它做事,90%的時間它幫你把事情做好。", "tokens": [50365, 2664, 5620, 34206, 1546, 11, 3279, 4, 1546, 20788, 32526, 11561, 254, 11561, 105, 4200, 11284, 10907, 6973, 11, 7771, 4, 1546, 20788, 11284, 32187, 2166, 16075, 24675, 10907, 2131, 1543, 50715], "temperature": 0, "avg_logprob": -0.12616760630003163, "compression_ratio": 1.3387096774193548, "no_speech_prob": 1.846728325816116e-11}, {"id": 26, "seek": 15300, "start": 160.0, "end": 165.0, "text": "那我們可以看到,原本的資料夾現在長得是這個樣子,完全沒有分層。", "tokens": [50715, 46714, 6723, 18032, 11, 19683, 8802, 1546, 35380, 33404, 1787, 122, 12648, 15353, 5916, 1541, 6287, 6180, 7626, 11, 37100, 6963, 6627, 9636, 97, 1543, 50965], "temperature": 0, "avg_logprob": -0.12616760630003163, "compression_ratio": 1.3387096774193548, "no_speech_prob": 1.846728325816116e-11}, {"id": 27, "seek": 15300, "start": 165.0, "end": 170.0, "text": "它立刻幫我們去做到分層,立刻幫我們把所有的資訊歸檔。", "tokens": [50965, 11284, 24409, 45500, 32187, 5884, 6734, 10907, 4511, 6627, 9636, 97, 11, 24409, 45500, 32187, 5884, 16075, 39300, 1546, 35380, 5396, 232, 4287, 116, 40741, 242, 1543, 51215], "temperature": 0, "avg_logprob": -0.12616760630003163, "compression_ratio": 1.3387096774193548, "no_speech_prob": 1.846728325816116e-11}, {"id": 28, "seek": 15300, "start": 170.0, "end": 172.0, "text": "完全不用你動手。", "tokens": [51215, 37100, 24384, 2166, 12572, 11389, 1543, 51315], "temperature": 0, "avg_logprob": -0.12616760630003163, "compression_ratio": 1.3387096774193548, "no_speech_prob": 1.846728325816116e-11}, {"id": 29, "seek": 15300, "start": 172.0, "end": 178.0, "text": "我們所要做的事情就是事後驗證它的歸檔是不是符合你想要的。", "tokens": [51315, 5884, 5966, 4275, 10907, 1546, 24675, 5620, 6973, 5661, 24023, 245, 11823, 231, 45224, 4287, 116, 40741, 242, 23034, 5437, 99, 14245, 38386, 4275, 1546, 1543, 51615], "temperature": 0, "avg_logprob": -0.12616760630003163, "compression_ratio": 1.3387096774193548, "no_speech_prob": 1.846728325816116e-11}, {"id": 30, "seek": 15300, "start": 178.0, "end": 181.0, "text": "所以總而言之,像Cloud Code這樣的Agent,", "tokens": [51615, 7239, 26575, 11070, 12009, 9574, 11, 12760, 32787, 15549, 39425, 32, 6930, 11, 51765], "temperature": 0, "avg_logprob": -0.12616760630003163, "compression_ratio": 1.3387096774193548, "no_speech_prob": 1.846728325816116e-11}, {"id": 31, "seek": 18100, "start": 181.0, "end": 188.0, "text": "它其實本質上並不是更聰明的CHPT或者是Germini對話視窗。", "tokens": [50365, 11284, 14139, 8802, 43450, 5708, 35934, 7296, 19002, 8171, 108, 11100, 1546, 5462, 47, 51, 31148, 1541, 38, 966, 3812, 2855, 11103, 27333, 30771, 245, 1543, 50715], "temperature": 0, "avg_logprob": -0.10333500614872686, "compression_ratio": 1.2662337662337662, "no_speech_prob": 1.8194912590474566e-11}, {"id": 32, "seek": 18100, "start": 188.0, "end": 193.0, "text": "它是一個全新的東西,它是一個可以真正動手的AI。", "tokens": [50715, 11284, 1541, 8990, 11319, 12560, 1546, 26978, 11, 11284, 1541, 8990, 6723, 6303, 15789, 12572, 11389, 1546, 48698, 1543, 50965], "temperature": 0, "avg_logprob": -0.10333500614872686, "compression_ratio": 1.2662337662337662, "no_speech_prob": 1.8194912590474566e-11}, {"id": 33, "seek": 18100, "start": 193.0, "end": 198.0, "text": "它把你從操作電腦的人變成下指令的人。", "tokens": [50965, 11284, 16075, 2166, 21068, 13167, 235, 11914, 20545, 21184, 99, 29979, 26327, 11336, 4438, 25922, 49061, 29979, 1543, 51215], "temperature": 0, "avg_logprob": -0.10333500614872686, "compression_ratio": 1.2662337662337662, "no_speech_prob": 1.8194912590474566e-11}, {"id": 34, "seek": 18100, "start": 198.0, "end": 202.0, "text": "而我們要怎麼樣跟這種新型態的AI Agent協作呢?", "tokens": [51215, 11070, 5884, 4275, 34253, 9678, 33005, 12560, 39823, 45248, 1546, 48698, 27174, 5322, 242, 11914, 6240, 30, 51415], "temperature": 0, "avg_logprob": -0.10333500614872686, "compression_ratio": 1.2662337662337662, "no_speech_prob": 1.8194912590474566e-11}, {"id": 35, "seek": 18100, "start": 202.0, "end": 204.0, "text": "你必須要改變你的型態。", "tokens": [51415, 2166, 28531, 8313, 230, 4275, 34490, 26327, 18961, 39823, 45248, 1543, 51515], "temperature": 0, "avg_logprob": -0.10333500614872686, "compression_ratio": 1.2662337662337662, "no_speech_prob": 1.8194912590474566e-11}, {"id": 36, "seek": 18100, "start": 204.0, "end": 208.0, "text": "所以接下來我會帶大家來看如何一步一步的改變型態。", "tokens": [51515, 7239, 40012, 1654, 6236, 32379, 6868, 3763, 4200, 43526, 2257, 31429, 2257, 31429, 1546, 34490, 26327, 39823, 45248, 1543, 51715], "temperature": 0, "avg_logprob": -0.10333500614872686, "compression_ratio": 1.2662337662337662, "no_speech_prob": 1.8194912590474566e-11}, {"id": 37, "seek": 18100, "start": 208.0, "end": 210.0, "text": "我是Dustin,我們下次見。", "tokens": [51715, 15914, 35, 381, 259, 11, 5884, 35829, 10470, 1543, 51815], "temperature": 0, "avg_logprob": -0.10333500614872686, "compression_ratio": 1.2662337662337662, "no_speech_prob": 1.8194912590474566e-11}, {"id": 38, "seek": 21000, "start": 210.0, "end": 212.0, "text": "我們下次見。", "tokens": [50365, 5884, 35829, 10470, 1543, 50465], "temperature": 0, "avg_logprob": -0.2832239014761789, "compression_ratio": 0.6666666666666666, "no_speech_prob": 1.9026672598565497e-11}], "language": "zh"}