{"text": "Hello各位開發者朋友,歡迎收聽GitCoverty。今天我們要帶你快速掌握Github Trending上最火紅的開源專案,讓你不錯過任何值得關注的技術動態。今天我們要深度解析Github上的一個熱門專案,Computer,由Cloudflare推出。目標是給你的AI,Agent,或雲端應用程式一台完整的虛擬電腦。它讓應用能無縫地在高效能的容器與低延遲的Walker之間切換,賦予邊緣運算前所未有的檔案與程式執行能力。有一個開源專案,它宣稱要給AI Agent一台真正的電腦,而不是一個小小的容器。但有趣的是,它的底層卻同時用了容器和Cloudflareworkers。這個設計聽起來有點矛盾,對吧?但它在Github上線不久,就吸引了將近3000顆星,甚至有一天就暴增了快900顆。這背後可不是什麼行銷話術,而是一場對無伺服器架構邊界的深刻探索。今天我們要聊的這個專案,叫做Computer。它到底藏了什麼樣的技術權衡與設計哲學呢?Computer這個專案是由Cloudflare發起的一項實驗。它的目標很明確,就是要解決一個根本問題。AI Agent或雲端應用程式,在無伺服器Serverless環境中,沒有自己的檔案系統,也沒辦法執行複雜的程式。簡單來說,Computer為每一個運算任務,都提供了一台功能完整的虛擬電腦。這個專案是用TypeScript寫的,目前已經累積了2854顆星,其中有891顆,是在一天之內衝上來的。Folk數也達到130。從這些數字可以看出,它的概念在開發者社群裡,確實引發了高度的關注和好奇。我們來談談傳統的Serverless架構,也就是無伺服器。它最大的特點就是,無狀態,而且生命周期很短。這代表什麼呢?意思就是,一個函數跑完,它所有的執行環境,所有的資料,就通通消失了。船過水無痕。但這對於需要記憶和工作空間的AI Agent來說,簡直是個天大的限制。你想想,一個沒有記憶的智慧體,要怎麼工作?過去的解法,通常是把狀態存到外部的S3或資料庫,每次執行再重新讀取。這過程不但麻煩,效率也很差。那如果要處理更複雜的任務,像是編譯程式碼,或是轉檔影片,那就更麻煩了。還得額外啟動笨重的容器或虛擬機。而Computer這個專案的切入點,就是要解決這個痛點。它試圖在Serverless的輕量和彈性之上,架接一個可以永久保存,又能互動的運算環境。目標就是讓AI Agent真正擁有一個屬於自己的工作台。好,那Computer的核心架構是怎麼做到的呢?關鍵在於,它把狀態跟執行這兩件事切得一乾二淨。你可以把它想像成一台很特別的雲端筆電。首先,這台筆電的硬碟其實是一個Cloudflare Durable Object。它裡面用了一個SQLite資料庫,來儲存整個檔案系統的結構和內容。Durable Object這個技術,確保了你的資料可以永久保存,而且維持一致性。再來,這台筆電的CPU更酷,它有兩種模式可以隨時切換。第一種是重量級的container後端,它可以啟動一個完整的Linux環境,讓你能執行任何二進位檔案。比方說用Pandoc來轉檔,或用Foundpack處理影片。而筆電硬碟裡的資料,會透過Fuse技術掛載到容器裡面,讓程式讀寫檔案時,就跟在操作本機檔案一樣自然。第二種模式,是輕量級的isolate後端。它能在非常非常短的時間內,啟動一個Cloudflare Worker,專門用來跑一些簡單的shell指令或JavaScript的程式碼,延遲超級低。最棒的是,開發者只要透過一個統一的API,叫做workspace.rueltime.exec,就能根據任務的需求,自由選擇要派出重量級的container,還是輕快又省錢的isolate。這樣一來,就在成本和效能之間,達到了最佳的評額。那這個專案,在真實世界有哪些應用呢?最直接的場景,就是讓AI Agent有能力自己搞定複雜的任務。舉個例子,你可以叫一個agent幫你寫一份報告,它會先在自己的虛擬電腦裡,建立一個工作目錄,接著用輕量的isolate後端,快速把markdown文件寫好。最後,在呼叫重量級的container後端,啟動pandle這個工具,把文件轉成漂亮的pdf檔存起來,整個過程一氣呵成。另一個應用,是把它當成一個用API來操作的輕量級雲端開發環境。開發者可以透過API,在這台虛擬電腦裡跑build a script,或是把專案發布到Cloudflare Artifacts。不過,也因為這項技術跟Cloudflare的生態榜的很深,所以對於已經在用Cloudflare平台的開發者來說,上手會比較容易。但如果你是生態系外的使用者,就需要先花點時間去熟悉Durable Objects這類相關服務了。社群對於Computer這個專案的反應可以說是神聖樂觀。一方面,大多數開發者都非常欣賞他創新的架構理念。用Durable Objects加上SQLite來打造一個永久的工作區,還能在輕量的isolate和功能完整的container之間動態切換。這個設計被認為是替未來自主AI Agent打下了非常有潛力的基礎。但另一方面,質疑的聲音也不少。有人就直接指出Cloudflare的宣傳口號是,Agent需要電腦而不是容器。但專案本身還在非常早期的預覽階段,根本不適合用在production環境。這代表他的行銷說法跟技術的成熟度其實有段差距。而且目前專案的效能和穩定性都還沒有經過大規模的實戰驗證。從另一個角度來看,Computer專案的價值不只是它的功能而已。更重要的是它對整個產業拋出了一個全新的命題,叫做Serverless Personal Computer。它模糊了無伺服器函數、容器和虛擬機之間的界線,也挑戰了Serverless一定要無狀態的傳統觀念。不過潛在的風險也相當明顯。首先就是深度的廠商鎖定。它的整個架構都高度依賴Cloudflare的Durable Objects和Workers,想搬家幾乎不可能。其次這是一個橫跨了Fuse、RPC,再到Durable Object等好幾個抽象層的複雜系統。這代表萬一出了什麼問題,光是debug就會是一場惡夢。所以說這個專案最後是成失敗,關鍵就看Cloudflare能不能在提供強大能力的同時,也有效的控制住系統的複雜度和效能瓶頸。總結來說,Cloudflare的Computer不單單只是一個工具,它更像是一套完整的世界觀,是用來解決Serverless核心限制的一種解答。它想做的就是賦予那些來去衝衝的雲端運算任務,一個持久的記憶和一個靈活的工作台。雖然專案現在還在實驗階段,但它確實為我們指出了一個極具想像力的方向,讓我們去思考未來要如何打造出更強大更有能力的AI Agent和自動化流程。這也就是為什麼所有關注雲端、原生和AI技術的開發者都應該花點時間來了解,並且持續追蹤這個專案的後續發展。以上就是今天的GitCoverty,希望這些GitHub Trending專案能為你的開發工作帶來靈感。以上這些GitHub Report請見下方資訊欄。如果你喜歡這個節目,別忘了訂閱我們的頻道,我們明天同一時間再見。", "segments": [{"id": 0, "seek": 0, "start": 0.0, "end": 2.6, "text": "Hello各位開發者朋友,歡迎收聽GitCoverty。", "tokens": [50365, 15947, 22073, 8949, 14637, 12444, 19828, 11, 21315, 18681, 21524, 38, 270, 34, 3570, 874, 1543, 50495], "temperature": 0, "avg_logprob": -0.15257248125578227, "compression_ratio": 1.1931540342298288, "no_speech_prob": 8.134106235790917e-12}, {"id": 1, "seek": 0, "start": 2.6, "end": 9.9, "text": "今天我們要帶你快速掌握Github Trending上最火紅的開源專案,讓你不錯過任何值得關注的技術動態。", "tokens": [50495, 12074, 5884, 4275, 32379, 2166, 10251, 31217, 6900, 234, 11673, 94, 38, 355, 836, 37417, 278, 5708, 8661, 26171, 33487, 1546, 8949, 47402, 46072, 28899, 11, 21195, 2166, 1960, 13133, 8816, 26443, 11906, 40242, 5916, 14899, 26432, 1546, 32502, 9890, 241, 12572, 45248, 1543, 50860], "temperature": 0, "avg_logprob": -0.15257248125578227, "compression_ratio": 1.1931540342298288, "no_speech_prob": 8.134106235790917e-12}, {"id": 2, "seek": 0, "start": 9.9, "end": 15.1, "text": "今天我們要深度解析Github上的一個熱門專案,Computer,由Cloudflare推出。", "tokens": [50860, 12074, 5884, 4275, 24043, 13127, 17278, 7360, 238, 38, 355, 836, 5708, 1546, 8990, 32745, 37232, 46072, 28899, 11, 14627, 13849, 11, 23786, 32787, 3423, 543, 33597, 7781, 1543, 51120], "temperature": 0, "avg_logprob": -0.15257248125578227, "compression_ratio": 1.1931540342298288, "no_speech_prob": 8.134106235790917e-12}, {"id": 3, "seek": 0, "start": 15.1, "end": 19.7, "text": "目標是給你的AI,Agent,或雲端應用程式一台完整的虛擬電腦。", "tokens": [51120, 11386, 46299, 1541, 17798, 18961, 48698, 11, 32, 6930, 11, 19780, 6306, 110, 11957, 107, 20481, 9254, 29649, 27584, 2257, 15433, 14128, 27662, 1546, 12026, 249, 13167, 105, 20545, 21184, 99, 1543, 51350], "temperature": 0, "avg_logprob": -0.15257248125578227, "compression_ratio": 1.1931540342298288, "no_speech_prob": 8.134106235790917e-12}, {"id": 4, "seek": 0, "start": 19.7, "end": 28.400000000000002, "text": "它讓應用能無縫地在高效能的容器與低延遲的Walker之間切換,賦予邊緣運算前所未有的檔案與程式執行能力。", "tokens": [51350, 11284, 21195, 20481, 9254, 8225, 16976, 21030, 104, 10928, 3581, 12979, 43076, 8225, 1546, 25750, 34386, 34127, 41377, 17527, 114, 3330, 110, 1546, 54, 667, 260, 9574, 11016, 23632, 36338, 11, 13352, 99, 1369, 230, 14901, 12608, 96, 32772, 19497, 8945, 5966, 29954, 2412, 1546, 40741, 242, 28899, 34127, 29649, 27584, 16262, 115, 8082, 8225, 13486, 1543, 51785], "temperature": 0, "avg_logprob": -0.15257248125578227, "compression_ratio": 1.1931540342298288, "no_speech_prob": 8.134106235790917e-12}, {"id": 5, "seek": 2840, "start": 28.4, "end": 34.199999999999996, "text": "有一個開源專案,它宣稱要給AI Agent一台真正的電腦,而不是一個小小的容器。", "tokens": [50365, 2412, 8990, 8949, 47402, 46072, 28899, 11, 11284, 2415, 96, 49606, 4275, 17798, 48698, 27174, 2257, 15433, 6303, 15789, 1546, 20545, 21184, 99, 11, 11070, 7296, 8990, 7322, 7322, 1546, 25750, 34386, 1543, 50655], "temperature": 0, "avg_logprob": -0.11501447359720866, "compression_ratio": 1.2204301075268817, "no_speech_prob": 1.1977806767260457e-11}, {"id": 6, "seek": 2840, "start": 34.199999999999996, "end": 38.5, "text": "但有趣的是,它的底層卻同時用了容器和Cloudflareworkers。", "tokens": [50655, 8395, 2412, 39835, 24620, 11, 45224, 22816, 9636, 97, 5322, 119, 13089, 6611, 9254, 2289, 25750, 34386, 12565, 32787, 3423, 543, 37101, 1543, 50870], "temperature": 0, "avg_logprob": -0.11501447359720866, "compression_ratio": 1.2204301075268817, "no_speech_prob": 1.1977806767260457e-11}, {"id": 7, "seek": 2840, "start": 38.5, "end": 41.0, "text": "這個設計聽起來有點矛盾,對吧?", "tokens": [50870, 6287, 39035, 30114, 21524, 21670, 42440, 5881, 249, 5419, 122, 11, 47905, 30, 50995], "temperature": 0, "avg_logprob": -0.11501447359720866, "compression_ratio": 1.2204301075268817, "no_speech_prob": 1.1977806767260457e-11}, {"id": 8, "seek": 2840, "start": 41.0, "end": 46.7, "text": "但它在Github上線不久,就吸引了將近3000顆星,甚至有一天就暴增了快900顆。", "tokens": [50995, 8395, 11284, 3581, 38, 355, 836, 5708, 31699, 1960, 25320, 11, 3111, 46431, 41301, 2289, 34168, 17463, 43160, 43954, 20682, 11, 17556, 20844, 32241, 6135, 3111, 23826, 112, 24228, 252, 2289, 10251, 23943, 43954, 1543, 51280], "temperature": 0, "avg_logprob": -0.11501447359720866, "compression_ratio": 1.2204301075268817, "no_speech_prob": 1.1977806767260457e-11}, {"id": 9, "seek": 2840, "start": 46.7, "end": 52.0, "text": "這背後可不是什麼行銷話術,而是一場對無伺服器架構邊界的深刻探索。", "tokens": [51280, 2664, 46329, 5661, 4429, 7296, 7598, 8082, 42041, 115, 11103, 9890, 241, 11, 11070, 1541, 2257, 21446, 2855, 16976, 7384, 118, 27408, 34386, 7360, 114, 43362, 14901, 21185, 1546, 24043, 45500, 6900, 95, 7732, 95, 1543, 51545], "temperature": 0, "avg_logprob": -0.11501447359720866, "compression_ratio": 1.2204301075268817, "no_speech_prob": 1.1977806767260457e-11}, {"id": 10, "seek": 2840, "start": 52.0, "end": 55.0, "text": "今天我們要聊的這個專案,叫做Computer。", "tokens": [51545, 12074, 5884, 4275, 40096, 1546, 6287, 46072, 28899, 11, 19855, 10907, 14627, 13849, 1543, 51695], "temperature": 0, "avg_logprob": -0.11501447359720866, "compression_ratio": 1.2204301075268817, "no_speech_prob": 1.1977806767260457e-11}, {"id": 11, "seek": 5500, "start": 55.0, "end": 58.6, "text": "它到底藏了什麼樣的技術權衡與設計哲學呢?", "tokens": [50365, 11284, 33883, 21782, 237, 2289, 7598, 6180, 1546, 32502, 9890, 241, 40212, 9890, 94, 34127, 39035, 30114, 3858, 110, 21372, 6240, 30, 50545], "temperature": 0, "avg_logprob": -0.07223615459367341, "compression_ratio": 1.1498559077809798, "no_speech_prob": 1.4278458623784296e-11}, {"id": 12, "seek": 5500, "start": 58.6, "end": 62.4, "text": "Computer這個專案是由Cloudflare發起的一項實驗。", "tokens": [50545, 14627, 13849, 6287, 46072, 28899, 1541, 23786, 32787, 3423, 543, 14637, 9147, 1546, 2257, 8313, 227, 10376, 24023, 245, 1543, 50735], "temperature": 0, "avg_logprob": -0.07223615459367341, "compression_ratio": 1.1498559077809798, "no_speech_prob": 1.4278458623784296e-11}, {"id": 13, "seek": 5500, "start": 62.4, "end": 65.8, "text": "它的目標很明確,就是要解決一個根本問題。", "tokens": [50735, 45224, 11386, 46299, 4563, 11100, 24293, 11, 5620, 4275, 17278, 33540, 8990, 31337, 8802, 17197, 1543, 50905], "temperature": 0, "avg_logprob": -0.07223615459367341, "compression_ratio": 1.1498559077809798, "no_speech_prob": 1.4278458623784296e-11}, {"id": 14, "seek": 5500, "start": 65.8, "end": 74.3, "text": "AI Agent或雲端應用程式,在無伺服器Serverless環境中,沒有自己的檔案系統,也沒辦法執行複雜的程式。", "tokens": [50905, 48698, 27174, 19780, 6306, 110, 11957, 107, 20481, 9254, 29649, 27584, 11, 3581, 16976, 7384, 118, 27408, 34386, 31859, 331, 1832, 40063, 108, 47885, 5975, 11, 6963, 17645, 1546, 40741, 242, 28899, 25368, 33725, 11, 6404, 4913, 40072, 16262, 115, 8082, 164, 97, 229, 6306, 250, 1546, 29649, 27584, 1543, 51330], "temperature": 0, "avg_logprob": -0.07223615459367341, "compression_ratio": 1.1498559077809798, "no_speech_prob": 1.4278458623784296e-11}, {"id": 15, "seek": 5500, "start": 74.3, "end": 80.0, "text": "簡單來說,Computer為每一個運算任務,都提供了一台功能完整的虛擬電腦。", "tokens": [51330, 31995, 36979, 11, 14627, 13849, 6344, 23664, 8990, 32772, 19497, 26443, 39517, 11, 7182, 20949, 3254, 249, 2289, 2257, 15433, 32311, 8225, 14128, 27662, 1546, 12026, 249, 13167, 105, 20545, 21184, 99, 1543, 51615], "temperature": 0, "avg_logprob": -0.07223615459367341, "compression_ratio": 1.1498559077809798, "no_speech_prob": 1.4278458623784296e-11}, {"id": 16, "seek": 8000, "start": 80.0, "end": 88.4, "text": "這個專案是用TypeScript寫的,目前已經累積了2854顆星,其中有891顆,是在一天之內衝上來的。", "tokens": [50365, 6287, 46072, 28899, 1541, 9254, 22464, 494, 14237, 4510, 104, 1546, 11, 39004, 25338, 43656, 13740, 235, 2289, 11205, 19563, 43954, 20682, 11, 9572, 5975, 2412, 21115, 16, 43954, 11, 1541, 3581, 2257, 6135, 9574, 28472, 9890, 251, 5708, 3763, 1546, 1543, 50785], "temperature": 0, "avg_logprob": -0.09443331987429888, "compression_ratio": 1.0696864111498259, "no_speech_prob": 1.725615657310886e-11}, {"id": 17, "seek": 8000, "start": 88.4, "end": 90.4, "text": "Folk數也達到130。", "tokens": [50785, 37, 401, 74, 30622, 6404, 33086, 4511, 42438, 1543, 50885], "temperature": 0, "avg_logprob": -0.09443331987429888, "compression_ratio": 1.0696864111498259, "no_speech_prob": 1.725615657310886e-11}, {"id": 18, "seek": 8000, "start": 90.4, "end": 96.0, "text": "從這些數字可以看出,它的概念在開發者社群裡,確實引發了高度的關注和好奇。", "tokens": [50885, 21068, 29869, 30622, 22381, 6723, 4200, 7781, 11, 45224, 26181, 33679, 3581, 8949, 14637, 12444, 27658, 7248, 97, 11066, 11, 24293, 10376, 41301, 14637, 2289, 12979, 13127, 1546, 14899, 26432, 12565, 2131, 26907, 1543, 51165], "temperature": 0, "avg_logprob": -0.09443331987429888, "compression_ratio": 1.0696864111498259, "no_speech_prob": 1.725615657310886e-11}, {"id": 19, "seek": 8000, "start": 96.0, "end": 99.6, "text": "我們來談談傳統的Serverless架構,也就是無伺服器。", "tokens": [51165, 5884, 3763, 48022, 48022, 40852, 33725, 1546, 31859, 331, 1832, 7360, 114, 43362, 11, 6404, 5620, 16976, 7384, 118, 27408, 34386, 1543, 51345], "temperature": 0, "avg_logprob": -0.09443331987429888, "compression_ratio": 1.0696864111498259, "no_speech_prob": 1.725615657310886e-11}, {"id": 20, "seek": 9960, "start": 99.6, "end": 104.0, "text": "它最大的特點就是,無狀態,而且生命周期很短。", "tokens": [50365, 11284, 8661, 39156, 17682, 8216, 5620, 11, 16976, 18637, 222, 45248, 11, 22942, 8244, 25236, 37390, 16786, 4563, 5881, 255, 1543, 50585], "temperature": 0, "avg_logprob": -0.1054709463408499, "compression_ratio": 1.2751479289940828, "no_speech_prob": 1.7095703325198386e-11}, {"id": 21, "seek": 9960, "start": 104.0, "end": 105.0, "text": "這代表什麼呢?", "tokens": [50585, 2664, 19105, 17571, 7598, 6240, 30, 50635], "temperature": 0, "avg_logprob": -0.1054709463408499, "compression_ratio": 1.2751479289940828, "no_speech_prob": 1.7095703325198386e-11}, {"id": 22, "seek": 9960, "start": 105.0, "end": 112.0, "text": "意思就是,一個函數跑完,它所有的執行環境,所有的資料,就通通消失了。", "tokens": [50635, 16697, 5620, 11, 8990, 6336, 121, 30622, 32585, 14128, 11, 11284, 39300, 1546, 16262, 115, 8082, 40063, 108, 47885, 11, 39300, 1546, 35380, 33404, 11, 3111, 19550, 19550, 28837, 28564, 2289, 1543, 50985], "temperature": 0, "avg_logprob": -0.1054709463408499, "compression_ratio": 1.2751479289940828, "no_speech_prob": 1.7095703325198386e-11}, {"id": 23, "seek": 9960, "start": 112.0, "end": 113.6, "text": "船過水無痕。", "tokens": [50985, 10256, 117, 8816, 15590, 16976, 15553, 243, 1543, 51065], "temperature": 0, "avg_logprob": -0.1054709463408499, "compression_ratio": 1.2751479289940828, "no_speech_prob": 1.7095703325198386e-11}, {"id": 24, "seek": 9960, "start": 113.6, "end": 119.19999999999999, "text": "但這對於需要記憶和工作空間的AI Agent來說,簡直是個天大的限制。", "tokens": [51065, 8395, 2664, 2855, 19488, 35748, 16958, 29713, 114, 12565, 41315, 23322, 11016, 1546, 48698, 27174, 36979, 11, 26612, 16186, 1541, 3338, 6135, 39156, 43446, 25491, 1543, 51345], "temperature": 0, "avg_logprob": -0.1054709463408499, "compression_ratio": 1.2751479289940828, "no_speech_prob": 1.7095703325198386e-11}, {"id": 25, "seek": 9960, "start": 119.19999999999999, "end": 122.8, "text": "你想想,一個沒有記憶的智慧體,要怎麼工作?", "tokens": [51345, 38386, 7093, 11, 8990, 6963, 16958, 29713, 114, 1546, 5094, 118, 12358, 100, 23987, 11, 4275, 11614, 41315, 30, 51525], "temperature": 0, "avg_logprob": -0.1054709463408499, "compression_ratio": 1.2751479289940828, "no_speech_prob": 1.7095703325198386e-11}, {"id": 26, "seek": 9960, "start": 122.8, "end": 128.79999999999998, "text": "過去的解法,通常是把狀態存到外部的S3或資料庫,每次執行再重新讀取。", "tokens": [51525, 36910, 1546, 17278, 11148, 11, 19550, 11279, 1541, 16075, 18637, 222, 45248, 39781, 4511, 12022, 13470, 1546, 50, 18, 19780, 35380, 33404, 6346, 104, 11, 23664, 9487, 16262, 115, 8082, 8623, 12624, 12560, 7422, 222, 29436, 1543, 51825], "temperature": 0, "avg_logprob": -0.1054709463408499, "compression_ratio": 1.2751479289940828, "no_speech_prob": 1.7095703325198386e-11}, {"id": 27, "seek": 12880, "start": 128.8, "end": 131.20000000000002, "text": "這過程不但麻煩,效率也很差。", "tokens": [50365, 2664, 8816, 29649, 1960, 8395, 38999, 17867, 102, 11, 43076, 44866, 6404, 4563, 21679, 1543, 50485], "temperature": 0, "avg_logprob": -0.07914467861777857, "compression_ratio": 1.2270408163265305, "no_speech_prob": 1.6054772095097647e-11}, {"id": 28, "seek": 12880, "start": 131.20000000000002, "end": 137.20000000000002, "text": "那如果要處理更複雜的任務,像是編譯程式碼,或是轉檔影片,那就更麻煩了。", "tokens": [50485, 4184, 13119, 4275, 39289, 13876, 19002, 164, 97, 229, 6306, 250, 1546, 26443, 39517, 11, 12760, 1541, 12608, 101, 11823, 107, 29649, 27584, 16337, 120, 11, 19780, 1541, 32739, 40741, 242, 25373, 11, 46887, 19002, 38999, 17867, 102, 2289, 1543, 50785], "temperature": 0, "avg_logprob": -0.07914467861777857, "compression_ratio": 1.2270408163265305, "no_speech_prob": 1.6054772095097647e-11}, {"id": 29, "seek": 12880, "start": 137.20000000000002, "end": 140.0, "text": "還得額外啟動笨重的容器或虛擬機。", "tokens": [50785, 7824, 5916, 10178, 235, 12022, 3284, 253, 12572, 5437, 101, 12624, 1546, 25750, 34386, 19780, 12026, 249, 13167, 105, 17543, 1543, 50925], "temperature": 0, "avg_logprob": -0.07914467861777857, "compression_ratio": 1.2270408163265305, "no_speech_prob": 1.6054772095097647e-11}, {"id": 30, "seek": 12880, "start": 140.0, "end": 143.60000000000002, "text": "而Computer這個專案的切入點,就是要解決這個痛點。", "tokens": [50925, 11070, 14627, 13849, 6287, 46072, 28899, 1546, 23632, 14028, 8216, 11, 5620, 4275, 17278, 33540, 6287, 28737, 8216, 1543, 51105], "temperature": 0, "avg_logprob": -0.07914467861777857, "compression_ratio": 1.2270408163265305, "no_speech_prob": 1.6054772095097647e-11}, {"id": 31, "seek": 12880, "start": 143.60000000000002, "end": 150.4, "text": "它試圖在Serverless的輕量和彈性之上,架接一個可以永久保存,又能互動的運算環境。", "tokens": [51105, 11284, 22099, 2523, 244, 3581, 31859, 331, 1832, 1546, 34801, 26748, 12565, 7391, 230, 21686, 9574, 5708, 11, 7360, 114, 14468, 8990, 6723, 42503, 25320, 24302, 39781, 11, 17047, 8225, 1369, 240, 12572, 1546, 32772, 19497, 40063, 108, 47885, 1543, 51445], "temperature": 0, "avg_logprob": -0.07914467861777857, "compression_ratio": 1.2270408163265305, "no_speech_prob": 1.6054772095097647e-11}, {"id": 32, "seek": 12880, "start": 150.4, "end": 154.4, "text": "目標就是讓AI Agent真正擁有一個屬於自己的工作台。", "tokens": [51445, 11386, 46299, 5620, 21195, 48698, 27174, 6303, 15789, 13167, 223, 2412, 8990, 9636, 105, 19488, 17645, 1546, 41315, 15433, 1543, 51645], "temperature": 0, "avg_logprob": -0.07914467861777857, "compression_ratio": 1.2270408163265305, "no_speech_prob": 1.6054772095097647e-11}, {"id": 33, "seek": 12880, "start": 154.4, "end": 157.20000000000002, "text": "好,那Computer的核心架構是怎麼做到的呢?", "tokens": [51645, 2131, 11, 4184, 14627, 13849, 1546, 8987, 116, 7945, 7360, 114, 43362, 1541, 11614, 10907, 4511, 1546, 6240, 30, 51785], "temperature": 0, "avg_logprob": -0.07914467861777857, "compression_ratio": 1.2270408163265305, "no_speech_prob": 1.6054772095097647e-11}, {"id": 34, "seek": 15720, "start": 157.2, "end": 162.2, "text": "關鍵在於,它把狀態跟執行這兩件事切得一乾二淨。", "tokens": [50365, 14899, 41668, 113, 3581, 19488, 11, 11284, 16075, 18637, 222, 45248, 9678, 16262, 115, 8082, 2664, 16313, 20485, 6973, 23632, 5916, 2257, 39698, 11217, 14176, 101, 1543, 50615], "temperature": 0, "avg_logprob": -0.10871509192646414, "compression_ratio": 1.1929260450160772, "no_speech_prob": 1.384752642413778e-11}, {"id": 35, "seek": 15720, "start": 162.2, "end": 165.79999999999998, "text": "你可以把它想像成一台很特別的雲端筆電。", "tokens": [50615, 42766, 42061, 7093, 12760, 11336, 2257, 15433, 4563, 38446, 1546, 6306, 110, 11957, 107, 7973, 228, 20545, 1543, 50795], "temperature": 0, "avg_logprob": -0.10871509192646414, "compression_ratio": 1.1929260450160772, "no_speech_prob": 1.384752642413778e-11}, {"id": 36, "seek": 15720, "start": 165.79999999999998, "end": 171.0, "text": "首先,這台筆電的硬碟其實是一個Cloudflare Durable Object。", "tokens": [50795, 36490, 11, 2664, 15433, 7973, 228, 20545, 1546, 38114, 105, 16337, 253, 14139, 1541, 8990, 32787, 3423, 543, 13710, 712, 24753, 1543, 51055], "temperature": 0, "avg_logprob": -0.10871509192646414, "compression_ratio": 1.1929260450160772, "no_speech_prob": 1.384752642413778e-11}, {"id": 37, "seek": 15720, "start": 171.0, "end": 176.0, "text": "它裡面用了一個SQLite資料庫,來儲存整個檔案系統的結構和內容。", "tokens": [51055, 11284, 32399, 9254, 2289, 8990, 39934, 642, 35380, 33404, 6346, 104, 11, 3763, 12827, 110, 39781, 27662, 3338, 40741, 242, 28899, 25368, 33725, 1546, 17144, 43362, 12565, 28472, 25750, 1543, 51305], "temperature": 0, "avg_logprob": -0.10871509192646414, "compression_ratio": 1.1929260450160772, "no_speech_prob": 1.384752642413778e-11}, {"id": 38, "seek": 15720, "start": 176.0, "end": 181.6, "text": "Durable Object這個技術,確保了你的資料可以永久保存,而且維持一致性。", "tokens": [51305, 35, 25863, 24753, 6287, 32502, 9890, 241, 11, 24293, 24302, 2289, 18961, 35380, 33404, 6723, 42503, 25320, 24302, 39781, 11, 22942, 9261, 255, 17694, 2257, 6784, 112, 21686, 1543, 51585], "temperature": 0, "avg_logprob": -0.10871509192646414, "compression_ratio": 1.1929260450160772, "no_speech_prob": 1.384752642413778e-11}, {"id": 39, "seek": 18160, "start": 181.6, "end": 185.6, "text": "再來,這台筆電的CPU更酷,它有兩種模式可以隨時切換。", "tokens": [50365, 35961, 11, 2664, 15433, 7973, 228, 20545, 1546, 34, 8115, 19002, 16911, 115, 11, 11284, 2412, 16313, 16516, 41908, 27584, 6723, 48890, 6611, 23632, 36338, 1543, 50565], "temperature": 0, "avg_logprob": -0.1627880859375, "compression_ratio": 1.0416666666666667, "no_speech_prob": 1.3918435848303545e-11}, {"id": 40, "seek": 18160, "start": 185.6, "end": 192.2, "text": "第一種是重量級的container後端,它可以啟動一個完整的Linux環境,讓你能執行任何二進位檔案。", "tokens": [50565, 18049, 16516, 1541, 12624, 26748, 35315, 1546, 9000, 491, 260, 5661, 11957, 107, 11, 11284, 6723, 3284, 253, 12572, 8990, 14128, 27662, 1546, 43, 259, 2449, 40063, 108, 47885, 11, 21195, 2166, 8225, 16262, 115, 8082, 26443, 11906, 11217, 18214, 11160, 40741, 242, 28899, 1543, 50895], "temperature": 0, "avg_logprob": -0.1627880859375, "compression_ratio": 1.0416666666666667, "no_speech_prob": 1.3918435848303545e-11}, {"id": 41, "seek": 18160, "start": 192.2, "end": 195.6, "text": "比方說用Pandoc來轉檔,或用Foundpack處理影片。", "tokens": [50895, 11706, 9249, 4622, 9254, 47, 474, 905, 3763, 32739, 40741, 242, 11, 19780, 9254, 37, 554, 9539, 39289, 13876, 25373, 1543, 51065], "temperature": 0, "avg_logprob": -0.1627880859375, "compression_ratio": 1.0416666666666667, "no_speech_prob": 1.3918435848303545e-11}, {"id": 42, "seek": 19560, "start": 195.6, "end": 204.6, "text": "而筆電硬碟裡的資料,會透過Fuse技術掛載到容器裡面,讓程式讀寫檔案時,就跟在操作本機檔案一樣自然。", "tokens": [50365, 11070, 7973, 228, 20545, 38114, 105, 16337, 253, 11066, 1546, 35380, 33404, 11, 6236, 45808, 8816, 37, 438, 32502, 9890, 241, 6900, 249, 12290, 231, 4511, 25750, 34386, 32399, 11, 21195, 29649, 27584, 7422, 222, 4510, 104, 40741, 242, 28899, 6611, 11, 3111, 9678, 3581, 13167, 235, 11914, 8802, 17543, 40741, 242, 28899, 22977, 9722, 5823, 1543, 50815], "temperature": 0, "avg_logprob": -0.10784706202420322, "compression_ratio": 1.109271523178808, "no_speech_prob": 1.330443654551372e-11}, {"id": 43, "seek": 19560, "start": 204.6, "end": 208.2, "text": "第二種模式,是輕量級的isolate後端。", "tokens": [50815, 19693, 16516, 41908, 27584, 11, 1541, 34801, 26748, 35315, 1546, 29273, 473, 5661, 11957, 107, 1543, 50995], "temperature": 0, "avg_logprob": -0.10784706202420322, "compression_ratio": 1.109271523178808, "no_speech_prob": 1.330443654551372e-11}, {"id": 44, "seek": 19560, "start": 208.2, "end": 217.6, "text": "它能在非常非常短的時間內,啟動一個Cloudflare Worker,專門用來跑一些簡單的shell指令或JavaScript的程式碼,延遲超級低。", "tokens": [50995, 11284, 8225, 3581, 14392, 14392, 5881, 255, 1546, 20788, 28472, 11, 3284, 253, 12572, 8990, 32787, 3423, 543, 6603, 260, 11, 46072, 37232, 9254, 3763, 32585, 38515, 31995, 1546, 9611, 285, 25922, 49061, 19780, 41, 4061, 14237, 1546, 29649, 27584, 16337, 120, 11, 17527, 114, 3330, 110, 19869, 35315, 41377, 1543, 51465], "temperature": 0, "avg_logprob": -0.10784706202420322, "compression_ratio": 1.109271523178808, "no_speech_prob": 1.330443654551372e-11}, {"id": 45, "seek": 21760, "start": 217.6, "end": 230.6, "text": "最棒的是,開發者只要透過一個統一的API,叫做workspace.rueltime.exec,就能根據任務的需求,自由選擇要派出重量級的container,還是輕快又省錢的isolate。", "tokens": [50365, 8661, 23514, 24620, 11, 8949, 14637, 12444, 14003, 4275, 45808, 8816, 8990, 33725, 2257, 1546, 4715, 40, 11, 19855, 10907, 1902, 24824, 13, 894, 338, 3766, 13, 3121, 3045, 11, 3111, 8225, 31337, 36841, 26443, 39517, 1546, 32535, 32718, 11, 45233, 21625, 13167, 229, 4275, 12136, 122, 7781, 12624, 26748, 35315, 1546, 9000, 491, 260, 11, 25583, 34801, 10251, 17047, 2862, 223, 29483, 1546, 29273, 473, 1543, 51015], "temperature": 0, "avg_logprob": -0.0887479840612119, "compression_ratio": 1.1832884097035041, "no_speech_prob": 1.3667731009470163e-11}, {"id": 46, "seek": 21760, "start": 230.6, "end": 234.6, "text": "這樣一來,就在成本和效能之間,達到了最佳的評額。", "tokens": [51015, 8377, 2257, 3763, 11, 3111, 3581, 11336, 8802, 12565, 43076, 8225, 9574, 11016, 11, 33086, 21381, 8661, 1593, 111, 1546, 39115, 10178, 235, 1543, 51215], "temperature": 0, "avg_logprob": -0.0887479840612119, "compression_ratio": 1.1832884097035041, "no_speech_prob": 1.3667731009470163e-11}, {"id": 47, "seek": 21760, "start": 234.6, "end": 237.6, "text": "那這個專案,在真實世界有哪些應用呢?", "tokens": [51215, 4184, 6287, 46072, 28899, 11, 3581, 6303, 10376, 24486, 2412, 17028, 13824, 20481, 9254, 6240, 30, 51365], "temperature": 0, "avg_logprob": -0.0887479840612119, "compression_ratio": 1.1832884097035041, "no_speech_prob": 1.3667731009470163e-11}, {"id": 48, "seek": 21760, "start": 237.6, "end": 241.6, "text": "最直接的場景,就是讓AI Agent有能力自己搞定複雜的任務。", "tokens": [51365, 8661, 43297, 1546, 21446, 50218, 11, 5620, 21195, 48698, 27174, 2412, 8225, 13486, 17645, 41816, 12088, 164, 97, 229, 6306, 250, 1546, 26443, 39517, 1543, 51565], "temperature": 0, "avg_logprob": -0.0887479840612119, "compression_ratio": 1.1832884097035041, "no_speech_prob": 1.3667731009470163e-11}, {"id": 49, "seek": 21760, "start": 241.6, "end": 244.6, "text": "舉個例子,你可以叫一個agent幫你寫一份報告,", "tokens": [51565, 42828, 3338, 17797, 7626, 11, 42766, 19855, 8990, 559, 317, 32187, 2166, 4510, 104, 2257, 36266, 17803, 16846, 11, 51715], "temperature": 0, "avg_logprob": -0.0887479840612119, "compression_ratio": 1.1832884097035041, "no_speech_prob": 1.3667731009470163e-11}, {"id": 50, "seek": 24460, "start": 244.6, "end": 251.6, "text": "它會先在自己的虛擬電腦裡,建立一個工作目錄,接著用輕量的isolate後端,快速把markdown文件寫好。", "tokens": [50365, 11284, 6236, 10108, 3581, 17645, 1546, 12026, 249, 13167, 105, 20545, 21184, 99, 11066, 11, 34157, 24409, 8990, 41315, 11386, 9567, 226, 11, 14468, 19382, 9254, 34801, 26748, 1546, 29273, 473, 5661, 11957, 107, 11, 10251, 31217, 16075, 5638, 5093, 17174, 20485, 4510, 104, 2131, 1543, 50715], "temperature": 0, "avg_logprob": -0.0708700797774575, "compression_ratio": 1.2561307901907357, "no_speech_prob": 1.568164868792632e-11}, {"id": 51, "seek": 24460, "start": 251.6, "end": 260.6, "text": "最後,在呼叫重量級的container後端,啟動pandle這個工具,把文件轉成漂亮的pdf檔存起來,整個過程一氣呵成。", "tokens": [50715, 20578, 11, 3581, 38718, 19855, 12624, 26748, 35315, 1546, 9000, 491, 260, 5661, 11957, 107, 11, 3284, 253, 12572, 79, 474, 306, 6287, 23323, 39806, 11, 16075, 17174, 20485, 32739, 11336, 29019, 1546, 79, 45953, 40741, 242, 39781, 21670, 11, 27662, 3338, 8816, 29649, 2257, 24090, 38255, 11336, 1543, 51165], "temperature": 0, "avg_logprob": -0.0708700797774575, "compression_ratio": 1.2561307901907357, "no_speech_prob": 1.568164868792632e-11}, {"id": 52, "seek": 24460, "start": 260.6, "end": 265.6, "text": "另一個應用,是把它當成一個用API來操作的輕量級雲端開發環境。", "tokens": [51165, 22762, 8990, 20481, 9254, 11, 1541, 42061, 13118, 11336, 8990, 9254, 4715, 40, 3763, 13167, 235, 11914, 1546, 34801, 26748, 35315, 6306, 110, 11957, 107, 8949, 14637, 40063, 108, 47885, 1543, 51415], "temperature": 0, "avg_logprob": -0.0708700797774575, "compression_ratio": 1.2561307901907357, "no_speech_prob": 1.568164868792632e-11}, {"id": 53, "seek": 24460, "start": 265.6, "end": 272.6, "text": "開發者可以透過API,在這台虛擬電腦裡跑build a script,或是把專案發布到Cloudflare Artifacts。", "tokens": [51415, 8949, 14637, 12444, 6723, 45808, 8816, 4715, 40, 11, 3581, 2664, 15433, 12026, 249, 13167, 105, 20545, 21184, 99, 11066, 32585, 11516, 257, 5755, 11, 19780, 1541, 16075, 46072, 28899, 14637, 34688, 4511, 32787, 3423, 543, 5735, 351, 15295, 1543, 51765], "temperature": 0, "avg_logprob": -0.0708700797774575, "compression_ratio": 1.2561307901907357, "no_speech_prob": 1.568164868792632e-11}, {"id": 54, "seek": 27260, "start": 272.6, "end": 280.6, "text": "不過,也因為這項技術跟Cloudflare的生態榜的很深,所以對於已經在用Cloudflare平台的開發者來說,上手會比較容易。", "tokens": [50365, 28193, 11, 6404, 11471, 2664, 8313, 227, 32502, 9890, 241, 9678, 32787, 3423, 543, 1546, 8244, 45248, 22989, 250, 1546, 4563, 24043, 11, 7239, 2855, 19488, 25338, 3581, 9254, 32787, 3423, 543, 16716, 15433, 1546, 8949, 14637, 12444, 36979, 11, 5708, 11389, 6236, 25174, 49212, 1543, 50765], "temperature": 0, "avg_logprob": -0.0880687976705617, "compression_ratio": 1.070539419087137, "no_speech_prob": 1.693092194221535e-11}, {"id": 55, "seek": 27260, "start": 280.6, "end": 287.6, "text": "但如果你是生態系外的使用者,就需要先花點時間去熟悉Durable Objects這類相關服務了。", "tokens": [50765, 8395, 13119, 32526, 8244, 45248, 25368, 12022, 1546, 22982, 9254, 12444, 11, 3111, 35748, 10108, 20127, 8216, 20788, 6734, 21805, 253, 14696, 231, 35, 25863, 24753, 82, 2664, 40092, 15106, 14899, 27408, 39517, 2289, 1543, 51115], "temperature": 0, "avg_logprob": -0.0880687976705617, "compression_ratio": 1.070539419087137, "no_speech_prob": 1.693092194221535e-11}, {"id": 56, "seek": 28760, "start": 287.6, "end": 291.6, "text": "社群對於Computer這個專案的反應可以說是神聖樂觀。", "tokens": [50365, 27658, 7248, 97, 2855, 19488, 14627, 13849, 6287, 46072, 28899, 1546, 22138, 20481, 6723, 4622, 1541, 20432, 8171, 244, 34043, 25179, 1543, 50565], "temperature": 0, "avg_logprob": -0.09731814837214922, "compression_ratio": 1.0456273764258555, "no_speech_prob": 1.7622408740591844e-11}, {"id": 57, "seek": 28760, "start": 291.6, "end": 295.6, "text": "一方面,大多數開發者都非常欣賞他創新的架構理念。", "tokens": [50565, 2257, 39604, 11, 3582, 6392, 30622, 8949, 14637, 12444, 7182, 14392, 5988, 96, 13352, 252, 5000, 5935, 113, 12560, 1546, 7360, 114, 43362, 13876, 33679, 1543, 50765], "temperature": 0, "avg_logprob": -0.09731814837214922, "compression_ratio": 1.0456273764258555, "no_speech_prob": 1.7622408740591844e-11}, {"id": 58, "seek": 28760, "start": 295.6, "end": 306.6, "text": "用Durable Objects加上SQLite來打造一個永久的工作區,還能在輕量的isolate和功能完整的container之間動態切換。", "tokens": [50765, 9254, 35, 25863, 24753, 82, 9990, 5708, 39934, 642, 3763, 12467, 37583, 8990, 42503, 25320, 1546, 41315, 44526, 11, 7824, 8225, 3581, 34801, 26748, 1546, 29273, 473, 12565, 32311, 8225, 14128, 27662, 1546, 9000, 491, 260, 9574, 11016, 12572, 45248, 23632, 36338, 1543, 51315], "temperature": 0, "avg_logprob": -0.09731814837214922, "compression_ratio": 1.0456273764258555, "no_speech_prob": 1.7622408740591844e-11}, {"id": 59, "seek": 30660, "start": 306.6, "end": 311.6, "text": "這個設計被認為是替未來自主AI Agent打下了非常有潛力的基礎。", "tokens": [50365, 6287, 39035, 30114, 23238, 39450, 1541, 9531, 123, 29954, 3763, 9722, 13557, 48698, 27174, 12467, 4438, 2289, 14392, 2412, 35622, 249, 13486, 1546, 26008, 14971, 236, 1543, 50615], "temperature": 0, "avg_logprob": -0.08413274071433327, "compression_ratio": 1.1111111111111112, "no_speech_prob": 1.5652309309777124e-11}, {"id": 60, "seek": 30660, "start": 311.6, "end": 313.6, "text": "但另一方面,質疑的聲音也不少。", "tokens": [50615, 8395, 22762, 2257, 39604, 11, 43450, 18140, 239, 1546, 29454, 18034, 6404, 1960, 15686, 1543, 50715], "temperature": 0, "avg_logprob": -0.08413274071433327, "compression_ratio": 1.1111111111111112, "no_speech_prob": 1.5652309309777124e-11}, {"id": 61, "seek": 30660, "start": 313.6, "end": 318.6, "text": "有人就直接指出Cloudflare的宣傳口號是,Agent需要電腦而不是容器。", "tokens": [50715, 45820, 3111, 43297, 25922, 7781, 32787, 3423, 543, 1546, 2415, 96, 40852, 18144, 18616, 1541, 11, 32, 6930, 35748, 20545, 21184, 99, 11070, 7296, 25750, 34386, 1543, 50965], "temperature": 0, "avg_logprob": -0.08413274071433327, "compression_ratio": 1.1111111111111112, "no_speech_prob": 1.5652309309777124e-11}, {"id": 62, "seek": 30660, "start": 318.6, "end": 323.6, "text": "但專案本身還在非常早期的預覽階段,根本不適合用在production環境。", "tokens": [50965, 8395, 46072, 28899, 8802, 19847, 7824, 3581, 14392, 21176, 16786, 1546, 30156, 2888, 121, 10673, 236, 28427, 11, 31337, 8802, 1960, 3330, 102, 14245, 9254, 3581, 40827, 40063, 108, 47885, 1543, 51215], "temperature": 0, "avg_logprob": -0.08413274071433327, "compression_ratio": 1.1111111111111112, "no_speech_prob": 1.5652309309777124e-11}, {"id": 63, "seek": 32360, "start": 323.6, "end": 327.6, "text": "這代表他的行銷說法跟技術的成熟度其實有段差距。", "tokens": [50365, 2664, 19105, 17571, 31309, 8082, 42041, 115, 4622, 11148, 9678, 32502, 9890, 241, 1546, 11336, 21805, 253, 13127, 14139, 2412, 28427, 21679, 6563, 251, 1543, 50565], "temperature": 0, "avg_logprob": -0.07073727949166003, "compression_ratio": 1.2452316076294279, "no_speech_prob": 1.8307926355487503e-11}, {"id": 64, "seek": 32360, "start": 327.6, "end": 332.6, "text": "而且目前專案的效能和穩定性都還沒有經過大規模的實戰驗證。", "tokens": [50565, 22942, 39004, 46072, 28899, 1546, 43076, 8225, 12565, 13740, 102, 12088, 21686, 7182, 7824, 6963, 15145, 8816, 3582, 2888, 237, 41908, 1546, 10376, 23209, 24023, 245, 11823, 231, 1543, 50815], "temperature": 0, "avg_logprob": -0.07073727949166003, "compression_ratio": 1.2452316076294279, "no_speech_prob": 1.8307926355487503e-11}, {"id": 65, "seek": 32360, "start": 332.6, "end": 336.6, "text": "從另一個角度來看,Computer專案的價值不只是它的功能而已。", "tokens": [50815, 21068, 22762, 8990, 29389, 13127, 3763, 4200, 11, 14627, 13849, 46072, 28899, 1546, 45441, 40242, 1960, 36859, 45224, 32311, 8225, 48420, 1543, 51015], "temperature": 0, "avg_logprob": -0.07073727949166003, "compression_ratio": 1.2452316076294279, "no_speech_prob": 1.8307926355487503e-11}, {"id": 66, "seek": 32360, "start": 336.6, "end": 343.6, "text": "更重要的是它對整個產業拋出了一個全新的命題,叫做Serverless Personal Computer。", "tokens": [51015, 19002, 24928, 24620, 11284, 2855, 27662, 3338, 33299, 27119, 6852, 233, 7781, 2289, 8990, 11319, 12560, 1546, 25236, 14475, 11, 19855, 10907, 31859, 331, 1832, 25317, 22289, 1543, 51365], "temperature": 0, "avg_logprob": -0.07073727949166003, "compression_ratio": 1.2452316076294279, "no_speech_prob": 1.8307926355487503e-11}, {"id": 67, "seek": 32360, "start": 343.6, "end": 351.6, "text": "它模糊了無伺服器函數、容器和虛擬機之間的界線,也挑戰了Serverless一定要無狀態的傳統觀念。", "tokens": [51365, 11284, 41908, 15239, 232, 2289, 16976, 7384, 118, 27408, 34386, 6336, 121, 30622, 1231, 25750, 34386, 12565, 12026, 249, 13167, 105, 17543, 9574, 11016, 1546, 21185, 31699, 11, 6404, 49067, 23209, 2289, 31859, 331, 1832, 48161, 16976, 18637, 222, 45248, 1546, 40852, 33725, 25179, 33679, 1543, 51765], "temperature": 0, "avg_logprob": -0.07073727949166003, "compression_ratio": 1.2452316076294279, "no_speech_prob": 1.8307926355487503e-11}, {"id": 68, "seek": 35160, "start": 351.6, "end": 354.6, "text": "不過潛在的風險也相當明顯。", "tokens": [50365, 28193, 35622, 249, 3581, 1546, 22713, 49753, 6404, 15106, 13118, 11100, 46605, 1543, 50515], "temperature": 0, "avg_logprob": -0.10296685355050224, "compression_ratio": 1.2043596730245232, "no_speech_prob": 1.4616797355815336e-11}, {"id": 69, "seek": 35160, "start": 354.6, "end": 357.6, "text": "首先就是深度的廠商鎖定。", "tokens": [50515, 36490, 5620, 24043, 13127, 1546, 17527, 254, 45581, 165, 236, 244, 12088, 1543, 50665], "temperature": 0, "avg_logprob": -0.10296685355050224, "compression_ratio": 1.2043596730245232, "no_speech_prob": 1.4616797355815336e-11}, {"id": 70, "seek": 35160, "start": 357.6, "end": 363.6, "text": "它的整個架構都高度依賴Cloudflare的Durable Objects和Workers,想搬家幾乎不可能。", "tokens": [50665, 45224, 27662, 3338, 7360, 114, 43362, 7182, 12979, 13127, 3254, 251, 164, 7062, 32787, 3423, 543, 1546, 35, 25863, 24753, 82, 12565, 28846, 433, 11, 7093, 22220, 105, 5155, 23575, 2930, 236, 1960, 16657, 1543, 50965], "temperature": 0, "avg_logprob": -0.10296685355050224, "compression_ratio": 1.2043596730245232, "no_speech_prob": 1.4616797355815336e-11}, {"id": 71, "seek": 35160, "start": 363.6, "end": 369.6, "text": "其次這是一個橫跨了Fuse、RPC,再到Durable Object等好幾個抽象層的複雜系統。", "tokens": [50965, 9572, 9487, 16600, 8990, 13671, 104, 6563, 101, 2289, 37, 438, 1231, 49, 12986, 11, 8623, 4511, 35, 25863, 24753, 10187, 2131, 23575, 3338, 46022, 45007, 9636, 97, 1546, 164, 97, 229, 6306, 250, 25368, 33725, 1543, 51265], "temperature": 0, "avg_logprob": -0.10296685355050224, "compression_ratio": 1.2043596730245232, "no_speech_prob": 1.4616797355815336e-11}, {"id": 72, "seek": 35160, "start": 369.6, "end": 372.6, "text": "這代表萬一出了什麼問題,光是debug就會是一場惡夢。", "tokens": [51265, 2664, 19105, 17571, 14099, 2257, 7781, 2289, 7598, 17197, 11, 20690, 1541, 1479, 44455, 47778, 1541, 2257, 21446, 4799, 94, 35165, 1543, 51415], "temperature": 0, "avg_logprob": -0.10296685355050224, "compression_ratio": 1.2043596730245232, "no_speech_prob": 1.4616797355815336e-11}, {"id": 73, "seek": 35160, "start": 372.6, "end": 378.6, "text": "所以說這個專案最後是成失敗,關鍵就看Cloudflare能不能在提供強大能力的同時,", "tokens": [51415, 7239, 4622, 6287, 46072, 28899, 20578, 1541, 11336, 28564, 7017, 245, 11, 14899, 41668, 113, 3111, 4200, 32787, 3423, 543, 8225, 28590, 3581, 20949, 3254, 249, 22752, 3582, 8225, 13486, 1546, 13089, 6611, 11, 51715], "temperature": 0, "avg_logprob": -0.10296685355050224, "compression_ratio": 1.2043596730245232, "no_speech_prob": 1.4616797355815336e-11}, {"id": 74, "seek": 37860, "start": 378.6, "end": 381.6, "text": "也有效的控制住系統的複雜度和效能瓶頸。", "tokens": [50365, 6404, 2412, 43076, 1546, 48707, 25491, 21632, 25368, 33725, 1546, 164, 97, 229, 6306, 250, 13127, 12565, 43076, 8225, 163, 241, 114, 8313, 116, 1543, 50515], "temperature": 0, "avg_logprob": -0.07928928496345641, "compression_ratio": 1.1768953068592058, "no_speech_prob": 1.885648928667827e-11}, {"id": 75, "seek": 37860, "start": 381.6, "end": 390.6, "text": "總結來說,Cloudflare的Computer不單單只是一個工具,它更像是一套完整的世界觀,是用來解決Serverless核心限制的一種解答。", "tokens": [50515, 26575, 17144, 36979, 11, 32787, 3423, 543, 1546, 14627, 13849, 1960, 24227, 24227, 36859, 8990, 23323, 39806, 11, 11284, 19002, 12760, 1541, 2257, 1881, 245, 14128, 27662, 1546, 24486, 25179, 11, 1541, 9254, 3763, 17278, 33540, 31859, 331, 1832, 8987, 116, 7945, 43446, 25491, 1546, 2257, 16516, 17278, 28223, 1543, 50965], "temperature": 0, "avg_logprob": -0.07928928496345641, "compression_ratio": 1.1768953068592058, "no_speech_prob": 1.885648928667827e-11}, {"id": 76, "seek": 37860, "start": 390.6, "end": 399.6, "text": "它想做的就是賦予那些來去衝衝的雲端運算任務,一個持久的記憶和一個靈活的工作台。", "tokens": [50965, 11284, 7093, 10907, 1546, 5620, 13352, 99, 1369, 230, 4184, 13824, 3763, 6734, 9890, 251, 9890, 251, 1546, 6306, 110, 11957, 107, 32772, 19497, 26443, 39517, 11, 8990, 17694, 25320, 1546, 16958, 29713, 114, 12565, 8990, 5363, 230, 25956, 1546, 41315, 15433, 1543, 51415], "temperature": 0, "avg_logprob": -0.07928928496345641, "compression_ratio": 1.1768953068592058, "no_speech_prob": 1.885648928667827e-11}, {"id": 77, "seek": 39960, "start": 399.6, "end": 409.6, "text": "雖然專案現在還在實驗階段,但它確實為我們指出了一個極具想像力的方向,讓我們去思考未來要如何打造出更強大更有能力的AI Agent和自動化流程。", "tokens": [50365, 6306, 244, 5823, 46072, 28899, 12648, 7824, 3581, 10376, 24023, 245, 10673, 236, 28427, 11, 8395, 11284, 24293, 10376, 6344, 5884, 25922, 7781, 2289, 8990, 13387, 113, 39806, 7093, 12760, 13486, 1546, 9249, 24282, 11, 21195, 5884, 6734, 8870, 26504, 29954, 3763, 4275, 43526, 12467, 37583, 7781, 19002, 22752, 3582, 19002, 2412, 8225, 13486, 1546, 48698, 27174, 12565, 9722, 12572, 23756, 27854, 29649, 1543, 50865], "temperature": 0, "avg_logprob": -0.05763946435390375, "compression_ratio": 1.1627118644067798, "no_speech_prob": 1.604039470692875e-11}, {"id": 78, "seek": 39960, "start": 409.6, "end": 418.6, "text": "這也就是為什麼所有關注雲端、原生和AI技術的開發者都應該花點時間來了解,並且持續追蹤這個專案的後續發展。", "tokens": [50865, 2664, 6404, 5620, 18987, 39300, 14899, 26432, 6306, 110, 11957, 107, 1231, 19683, 8244, 12565, 48698, 32502, 9890, 241, 1546, 8949, 14637, 12444, 7182, 26087, 20127, 8216, 20788, 25364, 17278, 11, 35934, 20334, 17694, 29583, 39947, 39540, 97, 6287, 46072, 28899, 1546, 5661, 29583, 14637, 43491, 1543, 51315], "temperature": 0, "avg_logprob": -0.05763946435390375, "compression_ratio": 1.1627118644067798, "no_speech_prob": 1.604039470692875e-11}, {"id": 79, "seek": 41860, "start": 418.6, "end": 423.6, "text": "以上就是今天的GitCoverty,希望這些GitHub Trending專案能為你的開發工作帶來靈感。", "tokens": [50365, 29497, 5620, 34947, 38, 270, 34, 3570, 874, 11, 29955, 29869, 38, 270, 21150, 37417, 278, 46072, 28899, 8225, 6344, 18961, 8949, 14637, 41315, 32379, 3763, 5363, 230, 9709, 1543, 50615], "temperature": 0, "avg_logprob": -0.14434881079686832, "compression_ratio": 1.0698689956331877, "no_speech_prob": 1.8214735275634553e-11}, {"id": 80, "seek": 41860, "start": 423.6, "end": 426.6, "text": "以上這些GitHub Report請見下方資訊欄。", "tokens": [50615, 29497, 29869, 38, 270, 21150, 16057, 16302, 10470, 4438, 9249, 35380, 5396, 232, 5988, 226, 1543, 50765], "temperature": 0, "avg_logprob": -0.14434881079686832, "compression_ratio": 1.0698689956331877, "no_speech_prob": 1.8214735275634553e-11}, {"id": 81, "seek": 41860, "start": 426.6, "end": 431.6, "text": "如果你喜歡這個節目,別忘了訂閱我們的頻道,我們明天同一時間再見。", "tokens": [50765, 45669, 21385, 6287, 42567, 11, 16158, 26677, 2289, 30215, 33641, 37569, 11, 5884, 11100, 6135, 13089, 2257, 20788, 30177, 1543, 51015], "temperature": 0, "avg_logprob": -0.14434881079686832, "compression_ratio": 1.0698689956331877, "no_speech_prob": 1.8214735275634553e-11}], "language": "zh"}