{"text": "嗨,歡迎來到新一期視頻。開始之前,先告訴大家一聲,我最近在ARC King頻道上更活躍了。我現在會在那裏發布一些這裏不會涉及的新內容。還有一些和開發者相關的工具,大家也可以去看看。鏈接我會放在視頻簡介裏。所以,今天我想聊聊一個我覺得目前最被低估的模型之一。那就是Gemini 3.7 Flash。Google在8月13日發布了這個模型,也就是大約10天前。奇怪的是,幾乎沒人討論它。沒有大規模的炒作,也沒有什麼瘋狂的發布會,什麼都沒有。Google只是在上一個Flash模型發布三周後,直接推出了它,稱它為最智能的編程和智能體工作主力模型。然後就繼續往前走了。但我用了它一段時間後,可以告訴你,這個模型確實非常好用。效果好得離譜,而且更離譜的是,它現在在幾乎所有地方。要麼免費,要麼便宜的離譜。所以,這7視頻里,我想跟你說說。為什麼我覺得這是一次被嚴重低估的發布?這個模型到底擅長什麼?以及你現在能在哪些地方免費用?或者以很大的折扣使用?我們直接開始。先來聊聊Gemini 3.7 Flash到底是什麼?它是Gemini 3。6 Flash的忌人者。而且只比前一個模型晚了三周就發布了。所以Google現在顯然是在很快的推出這些Flash模型。通常來說,一家公司這麼快就發一個小版本更新。你會以為只是小幅改進,比如指令遵循更好一點。或者修一修Buy之類。但這次不是這樣。它在各項Benchmark上的提升,直接超過了3.6 Flash。對Flash模型來說,這個成績確實很誇張。在測試長期軟件工程任務的DeepSuite上,它得分65.3%。而3.6 Flash只有49%。也就是說,短短三周,分數就提升了16個百分點。在關注生產及代碼質量的Frontier Code上。它拿到了43.6%,之前則是34.4%。在Weberina上,它目前大約是1588 ELO,高於之前的1538。而在更偏Agentic的項目上,提升幅度更大。在AutomationBench上,它幾乎是之前分數的兩倍。从17%提升到了約30%。不过我一直都這麼說,基準測試終究只是基準測試。别太當真,但這次我的實際使用體驗和數據是吻合的。我一直在AntiGravity里用它跑平時的測試項目。说實話,作為一個Flash Class模型,表現真的很驚艳。你看屏幕上,我讓它做這個應用。它基本上一把就做出來了。设计干净,布局也很精致。功能運作正常,我不用為了每個小修小補都跟模型较劲。後續修改也很不錯。我可以讓它改设计,加功能。或者重構一些東西。它不會像以前那些Flash模型那樣把項目越改越壞。而且,多步驟的Agenti行為才是它真正强的地方。它會正確規劃,也會正確調用工具。還能在一長串步驟里持續推進而不會。而且,它速度很快,不會跟丟自己正在做什麼。它每秒大約能生成250個Token。還有100萬Token的上下文窗口。所以,你基本上能以閃電般的速度。獲得接近Frontier級別的編程性能,真的非常驚人。現在進入這期視頻最精彩的部分,價格。以及所有免費使用的方式,因為這一部分簡直有點瘋狂。首先,Google Anti-Gravity里現在已經能用Gemini 3。CFlash,而且是免費的。你只要登錄,選好模型。就能直接開始做Agenti coding。第二,AI Studio里也免費。你可以直接進去選Gemini 3。CFlash,拿它聊天,或者測試你的Prompt。它在AI Studio Build里也能用。所以你也可以免費生成和部署小應用。只是要記住,免費額度本來就是用來測試的。Google以後隨時可能改配額。所以,我不會把生產環境應用建立在免費層上。但拿來個人使用和嘗試,已經完全夠用了。第三,API。價格方面,Google會一直提供入門優惠價到12月底。每百萬個輸入Token收費75美元。每百萬個輸出Token收費3.75美元。這已經是3。6Flash上限時,價格的一半了。但真正誇張的還在後面。在此基礎上,OpenRouter還會額外提供獨家折扣。一直持續到8月27日。所以,現在通過OpenRouter。每百萬個輸入Token只要38美元左右。每百萬個輸出Token大約1.88美元。這款模型的價格基本只有標準價的25%。但在編程和Agentic基準測試中,表現卻超過了許多更貴的模型。這簡直便宜的離譜。按這個價格,你可以把它接到Client,Rode,OpenCode。或者你使用的任何Agentic工具上讓它一直運行。不用不停地盯著帳單。總結一下。這款模型在Agentic基準測試中的成績幾乎是上一代的兩倍。在軟件工程任務上提升了16分。還能以閃電般的速度運行。並支持100萬Token的上下文窗口。而且,現在它在AntiGravity里免費。在AI Studio和AI Studio Build里也免費。在OpenRouter上則是75折。可即便如此。幾乎沒人談論它。我覺得,部分原因是大家都在等下一款重量級Pro模型。而Flash的發布就是得不到同樣的關注。值得注意的是,三周一更也會讓人以為這只是一次小更新。但在我看來,這正是你應該關注的那類版本。因為頂級模型已經做得很不錯了。大家都知道,真正改變工作流的。是那些又快又便宜的模型也變得足夠強大。只有到了這個時候,你才能不考慮成本。真正把AR用在所有事情上。而Gemini 3.7 Flash就是這樣的模型。它在最難的任務上不一定能擊敗最頂尖的模型。但無論是日常編程,Agent工作流還是一般任務。它只用極低的成本,就能幫你完成大約90%的工作。而且,現在基本上是免費的。所以,我的建議很簡單,去AntiGravity或AI Studio里免費試試。如果你使用APR,記得在8月27日之前領取OpenRouter的折扣。這是那種以後大家回頭看。都會納悶他怎麼會被忽略的作品。總的來說,真的挺不錯。總之,歡迎在評論區告訴我你的想法。如果你喜歡這期視頻,可以通過Super Things捐贈。或者點擊中按鈕成為頻道會員。另外,別忘了給視頻點個贊,再訂閱我的頻道。我們下期見。在那之前,拜拜。", "segments": [{"id": 0, "seek": 0, "start": 0.0, "end": 6.8, "text": "嗨,歡迎來到新一期視頻。", "tokens": [50365, 6083, 101, 11, 21315, 44321, 12560, 2257, 16786, 27333, 29940, 1543, 50705], "temperature": 0, "avg_logprob": -0.23775951790087152, "compression_ratio": 1.2024922118380061, "no_speech_prob": 1.0244995823915914e-11}, {"id": 1, "seek": 0, "start": 6.8, "end": 12.64, "text": "開始之前,先告訴大家一聲,我最近在ARC King頻道上更活躍了。", "tokens": [50705, 21017, 32442, 11, 10108, 31080, 6868, 2257, 29454, 11, 1654, 46777, 3581, 1899, 34, 3819, 37569, 5708, 19002, 25956, 17514, 235, 2289, 1543, 50997], "temperature": 0, "avg_logprob": -0.23775951790087152, "compression_ratio": 1.2024922118380061, "no_speech_prob": 1.0244995823915914e-11}, {"id": 2, "seek": 0, "start": 12.64, "end": 16.080000000000002, "text": "我現在會在那裏發布一些這裏不會涉及的新內容。", "tokens": [50997, 1654, 12648, 6236, 3581, 4184, 8083, 237, 14637, 34688, 38515, 2664, 8083, 237, 21121, 35681, 231, 25703, 1546, 12560, 28472, 25750, 1543, 51169], "temperature": 0, "avg_logprob": -0.23775951790087152, "compression_ratio": 1.2024922118380061, "no_speech_prob": 1.0244995823915914e-11}, {"id": 3, "seek": 0, "start": 16.080000000000002, "end": 19.68, "text": "還有一些和開發者相關的工具,大家也可以去看看。", "tokens": [51169, 15569, 38515, 12565, 8949, 14637, 12444, 15106, 14899, 1546, 23323, 39806, 11, 6868, 47935, 6734, 22884, 1543, 51349], "temperature": 0, "avg_logprob": -0.23775951790087152, "compression_ratio": 1.2024922118380061, "no_speech_prob": 1.0244995823915914e-11}, {"id": 4, "seek": 0, "start": 19.68, "end": 21.68, "text": "鏈接我會放在視頻簡介裏。", "tokens": [51349, 46241, 230, 14468, 1654, 6236, 12744, 3581, 27333, 29940, 26612, 30312, 8083, 237, 1543, 51449], "temperature": 0, "avg_logprob": -0.23775951790087152, "compression_ratio": 1.2024922118380061, "no_speech_prob": 1.0244995823915914e-11}, {"id": 5, "seek": 0, "start": 21.68, "end": 26.560000000000002, "text": "所以,今天我想聊聊一個我覺得目前最被低估的模型之一。", "tokens": [51449, 7239, 11, 12074, 25246, 40096, 40096, 8990, 17689, 39004, 8661, 23238, 41377, 7384, 108, 1546, 41908, 39823, 9574, 2257, 1543, 51693], "temperature": 0, "avg_logprob": -0.23775951790087152, "compression_ratio": 1.2024922118380061, "no_speech_prob": 1.0244995823915914e-11}, {"id": 6, "seek": 0, "start": 26.560000000000002, "end": 29.52, "text": "那就是Gemini 3.7 Flash。", "tokens": [51693, 4184, 5620, 38, 443, 3812, 805, 13, 22, 20232, 1543, 51841], "temperature": 0, "avg_logprob": -0.23775951790087152, "compression_ratio": 1.2024922118380061, "no_speech_prob": 1.0244995823915914e-11}, {"id": 7, "seek": 3000, "start": 30.0, "end": 35.2, "text": "Google在8月13日發布了這個模型,也就是大約10天前。", "tokens": [50365, 12104, 3127, 3581, 23, 6939, 7668, 6890, 14637, 34688, 2289, 6287, 41908, 39823, 11, 6404, 5620, 3582, 30889, 3279, 6135, 8945, 1543, 50625], "temperature": 0, "avg_logprob": -0.13295539041583457, "compression_ratio": 1.349726775956284, "no_speech_prob": 1.2400937915435506e-11}, {"id": 8, "seek": 3000, "start": 35.2, "end": 37.6, "text": "奇怪的是,幾乎沒人討論它。", "tokens": [50625, 44082, 24620, 11, 23575, 2930, 236, 4913, 4035, 5396, 236, 29340, 11284, 1543, 50745], "temperature": 0, "avg_logprob": -0.13295539041583457, "compression_ratio": 1.349726775956284, "no_speech_prob": 1.2400937915435506e-11}, {"id": 9, "seek": 3000, "start": 37.6, "end": 42.0, "text": "沒有大規模的炒作,也沒有什麼瘋狂的發布會,什麼都沒有。", "tokens": [50745, 6963, 3582, 2888, 237, 41908, 1546, 4804, 240, 11914, 11, 6404, 6963, 7598, 163, 246, 233, 18637, 224, 1546, 14637, 34688, 6236, 11, 7598, 7182, 6963, 1543, 50965], "temperature": 0, "avg_logprob": -0.13295539041583457, "compression_ratio": 1.349726775956284, "no_speech_prob": 1.2400937915435506e-11}, {"id": 10, "seek": 3000, "start": 42.0, "end": 46.480000000000004, "text": "Google只是在上一個Flash模型發布三周後,直接推出了它,", "tokens": [50965, 12104, 3127, 36859, 3581, 5708, 8990, 25680, 1299, 41908, 39823, 14637, 34688, 10960, 37390, 5661, 11, 43297, 33597, 7781, 2289, 11284, 11, 51189], "temperature": 0, "avg_logprob": -0.13295539041583457, "compression_ratio": 1.349726775956284, "no_speech_prob": 1.2400937915435506e-11}, {"id": 11, "seek": 3000, "start": 46.480000000000004, "end": 49.68, "text": "稱它為最智能的編程和智能體工作主力模型。", "tokens": [51189, 49606, 11284, 6344, 8661, 5094, 118, 8225, 1546, 12608, 101, 29649, 12565, 5094, 118, 8225, 23987, 41315, 13557, 13486, 41908, 39823, 1543, 51349], "temperature": 0, "avg_logprob": -0.13295539041583457, "compression_ratio": 1.349726775956284, "no_speech_prob": 1.2400937915435506e-11}, {"id": 12, "seek": 3000, "start": 49.68, "end": 51.519999999999996, "text": "然後就繼續往前走了。", "tokens": [51349, 10213, 3111, 38459, 29510, 8945, 35267, 1543, 51441], "temperature": 0, "avg_logprob": -0.13295539041583457, "compression_ratio": 1.349726775956284, "no_speech_prob": 1.2400937915435506e-11}, {"id": 13, "seek": 3000, "start": 51.519999999999996, "end": 55.36, "text": "但我用了它一段時間後,可以告訴你,這個模型確實非常好用。", "tokens": [51441, 8395, 1654, 9254, 2289, 11284, 2257, 28427, 20788, 5661, 11, 6723, 31080, 2166, 11, 6287, 41908, 39823, 24293, 10376, 14392, 2131, 9254, 1543, 51633], "temperature": 0, "avg_logprob": -0.13295539041583457, "compression_ratio": 1.349726775956284, "no_speech_prob": 1.2400937915435506e-11}, {"id": 14, "seek": 3000, "start": 55.36, "end": 59.519999999999996, "text": "效果好得離譜,而且更離譜的是,它現在在幾乎所有地方。", "tokens": [51633, 43076, 9319, 2131, 5916, 32662, 11823, 250, 11, 22942, 19002, 32662, 11823, 250, 24620, 11, 11284, 12648, 3581, 23575, 2930, 236, 39300, 30146, 1543, 51841], "temperature": 0, "avg_logprob": -0.13295539041583457, "compression_ratio": 1.349726775956284, "no_speech_prob": 1.2400937915435506e-11}, {"id": 15, "seek": 5952, "start": 59.52, "end": 61.52, "text": "要麼免費,要麼便宜的離譜。", "tokens": [50365, 4275, 4323, 2347, 235, 50071, 11, 4275, 4323, 27364, 2415, 250, 1546, 32662, 11823, 250, 1543, 50465], "temperature": 0, "avg_logprob": -0.1534088019168738, "compression_ratio": 1.1993006993006994, "no_speech_prob": 1.8437831122986026e-11}, {"id": 16, "seek": 5952, "start": 61.52, "end": 64.72, "text": "所以,這7視頻里,我想跟你說說。", "tokens": [50465, 7239, 11, 2664, 22, 27333, 29940, 15759, 11, 25246, 24131, 4622, 4622, 1543, 50625], "temperature": 0, "avg_logprob": -0.1534088019168738, "compression_ratio": 1.1993006993006994, "no_speech_prob": 1.8437831122986026e-11}, {"id": 17, "seek": 5952, "start": 64.72, "end": 67.12, "text": "為什麼我覺得這是一次被嚴重低估的發布?", "tokens": [50625, 18987, 17689, 16600, 27505, 23238, 29593, 112, 12624, 41377, 7384, 108, 1546, 14637, 34688, 30, 50745], "temperature": 0, "avg_logprob": -0.1534088019168738, "compression_ratio": 1.1993006993006994, "no_speech_prob": 1.8437831122986026e-11}, {"id": 18, "seek": 5952, "start": 67.12, "end": 69.12, "text": "這個模型到底擅長什麼?", "tokens": [50745, 6287, 41908, 39823, 33883, 13167, 227, 15353, 7598, 30, 50845], "temperature": 0, "avg_logprob": -0.1534088019168738, "compression_ratio": 1.1993006993006994, "no_speech_prob": 1.8437831122986026e-11}, {"id": 19, "seek": 5952, "start": 69.12, "end": 71.92, "text": "以及你現在能在哪些地方免費用?", "tokens": [50845, 40282, 2166, 12648, 8225, 3581, 17028, 13824, 30146, 2347, 235, 50071, 9254, 30, 50985], "temperature": 0, "avg_logprob": -0.1534088019168738, "compression_ratio": 1.1993006993006994, "no_speech_prob": 1.8437831122986026e-11}, {"id": 20, "seek": 5952, "start": 71.92, "end": 73.92, "text": "或者以很大的折扣使用?", "tokens": [50985, 31148, 3588, 4563, 39156, 7235, 246, 3416, 96, 22982, 9254, 30, 51085], "temperature": 0, "avg_logprob": -0.1534088019168738, "compression_ratio": 1.1993006993006994, "no_speech_prob": 1.8437831122986026e-11}, {"id": 21, "seek": 5952, "start": 73.92, "end": 75.12, "text": "我們直接開始。", "tokens": [51085, 5884, 43297, 21017, 1543, 51145], "temperature": 0, "avg_logprob": -0.1534088019168738, "compression_ratio": 1.1993006993006994, "no_speech_prob": 1.8437831122986026e-11}, {"id": 22, "seek": 5952, "start": 75.12, "end": 77.72, "text": "先來聊聊Gemini 3.7 Flash到底是什麼?", "tokens": [51145, 10108, 3763, 40096, 40096, 38, 443, 3812, 805, 13, 22, 20232, 33883, 35851, 30, 51275], "temperature": 0, "avg_logprob": -0.1534088019168738, "compression_ratio": 1.1993006993006994, "no_speech_prob": 1.8437831122986026e-11}, {"id": 23, "seek": 5952, "start": 77.72, "end": 78.72, "text": "它是Gemini 3。", "tokens": [51275, 11284, 1541, 38, 443, 3812, 805, 1543, 51325], "temperature": 0, "avg_logprob": -0.1534088019168738, "compression_ratio": 1.1993006993006994, "no_speech_prob": 1.8437831122986026e-11}, {"id": 24, "seek": 5952, "start": 78.72, "end": 80.72, "text": "6 Flash的忌人者。", "tokens": [51325, 21, 20232, 1546, 4263, 234, 4035, 12444, 1543, 51425], "temperature": 0, "avg_logprob": -0.1534088019168738, "compression_ratio": 1.1993006993006994, "no_speech_prob": 1.8437831122986026e-11}, {"id": 25, "seek": 8072, "start": 80.72, "end": 83.92, "text": "而且只比前一個模型晚了三周就發布了。", "tokens": [50365, 22942, 14003, 11706, 8945, 8990, 41908, 39823, 27080, 2289, 10960, 37390, 3111, 14637, 34688, 2289, 1543, 50525], "temperature": 0, "avg_logprob": -0.12515516499526627, "compression_ratio": 1.180921052631579, "no_speech_prob": 1.9513458557329777e-11}, {"id": 26, "seek": 8072, "start": 83.92, "end": 87.12, "text": "所以Google現在顯然是在很快的推出這些Flash模型。", "tokens": [50525, 7239, 12104, 3127, 12648, 46605, 5823, 1541, 3581, 4563, 10251, 1546, 33597, 7781, 29869, 25680, 1299, 41908, 39823, 1543, 50685], "temperature": 0, "avg_logprob": -0.12515516499526627, "compression_ratio": 1.180921052631579, "no_speech_prob": 1.9513458557329777e-11}, {"id": 27, "seek": 8072, "start": 87.12, "end": 91.52, "text": "通常來說,一家公司這麼快就發一個小版本更新。", "tokens": [50685, 19550, 11279, 36979, 11, 2257, 5155, 13545, 32981, 21269, 10251, 3111, 14637, 8990, 7322, 42096, 8802, 19002, 12560, 1543, 50905], "temperature": 0, "avg_logprob": -0.12515516499526627, "compression_ratio": 1.180921052631579, "no_speech_prob": 1.9513458557329777e-11}, {"id": 28, "seek": 8072, "start": 91.52, "end": 96.32, "text": "你會以為只是小幅改進,比如指令遵循更好一點。", "tokens": [50905, 2166, 6236, 3588, 6344, 36859, 7322, 3509, 227, 34490, 18214, 11, 36757, 25922, 49061, 3330, 113, 2172, 103, 19002, 2131, 19202, 1543, 51145], "temperature": 0, "avg_logprob": -0.12515516499526627, "compression_ratio": 1.180921052631579, "no_speech_prob": 1.9513458557329777e-11}, {"id": 29, "seek": 8072, "start": 96.32, "end": 98.32, "text": "或者修一修Buy之類。", "tokens": [51145, 31148, 7792, 106, 2257, 7792, 106, 33, 7493, 9574, 40092, 1543, 51245], "temperature": 0, "avg_logprob": -0.12515516499526627, "compression_ratio": 1.180921052631579, "no_speech_prob": 1.9513458557329777e-11}, {"id": 30, "seek": 8072, "start": 98.32, "end": 100.32, "text": "但這次不是這樣。", "tokens": [51245, 8395, 2664, 9487, 7296, 8377, 1543, 51345], "temperature": 0, "avg_logprob": -0.12515516499526627, "compression_ratio": 1.180921052631579, "no_speech_prob": 1.9513458557329777e-11}, {"id": 31, "seek": 8072, "start": 100.32, "end": 104.92, "text": "它在各項Benchmark上的提升,直接超過了3.6 Flash。", "tokens": [51345, 11284, 3581, 17516, 8313, 227, 21736, 339, 5638, 5708, 1546, 20949, 41670, 11, 43297, 19869, 8816, 2289, 18, 13, 21, 20232, 1543, 51575], "temperature": 0, "avg_logprob": -0.12515516499526627, "compression_ratio": 1.180921052631579, "no_speech_prob": 1.9513458557329777e-11}, {"id": 32, "seek": 10492, "start": 104.92, "end": 108.72, "text": "對Flash模型來說,這個成績確實很誇張。", "tokens": [50365, 2855, 25680, 1299, 41908, 39823, 36979, 11, 6287, 11336, 21030, 122, 24293, 10376, 4563, 3549, 229, 18889, 1543, 50555], "temperature": 0, "avg_logprob": -0.11485443115234376, "compression_ratio": 1.119496855345912, "no_speech_prob": 1.6385519677197813e-11}, {"id": 33, "seek": 10492, "start": 108.72, "end": 114.52, "text": "在測試長期軟件工程任務的DeepSuite上,它得分65.3%。", "tokens": [50555, 3581, 9592, 105, 22099, 15353, 16786, 14454, 253, 20485, 23323, 29649, 26443, 39517, 1546, 11089, 595, 50, 21681, 5708, 11, 11284, 5916, 6627, 16824, 13, 18, 4, 1543, 50845], "temperature": 0, "avg_logprob": -0.11485443115234376, "compression_ratio": 1.119496855345912, "no_speech_prob": 1.6385519677197813e-11}, {"id": 34, "seek": 10492, "start": 114.52, "end": 116.92, "text": "而3.6 Flash只有49%。", "tokens": [50845, 11070, 18, 13, 21, 20232, 35244, 14938, 4, 1543, 50965], "temperature": 0, "avg_logprob": -0.11485443115234376, "compression_ratio": 1.119496855345912, "no_speech_prob": 1.6385519677197813e-11}, {"id": 35, "seek": 10492, "start": 116.92, "end": 120.52, "text": "也就是說,短短三周,分數就提升了16個百分點。", "tokens": [50965, 6404, 5620, 4622, 11, 5881, 255, 5881, 255, 10960, 37390, 11, 6627, 30622, 3111, 20949, 41670, 2289, 6866, 3338, 31906, 6627, 8216, 1543, 51145], "temperature": 0, "avg_logprob": -0.11485443115234376, "compression_ratio": 1.119496855345912, "no_speech_prob": 1.6385519677197813e-11}, {"id": 36, "seek": 10492, "start": 120.52, "end": 124.32000000000001, "text": "在關注生產及代碼質量的Frontier Code上。", "tokens": [51145, 3581, 14899, 26432, 8244, 33299, 25703, 19105, 16337, 120, 43450, 26748, 1546, 37, 10001, 811, 15549, 5708, 1543, 51335], "temperature": 0, "avg_logprob": -0.11485443115234376, "compression_ratio": 1.119496855345912, "no_speech_prob": 1.6385519677197813e-11}, {"id": 37, "seek": 10492, "start": 124.32000000000001, "end": 128.12, "text": "它拿到了43.6%,之前則是34.4%。", "tokens": [51335, 11284, 24351, 21381, 17201, 13, 21, 8923, 32442, 46225, 1541, 12249, 13, 19, 4, 1543, 51525], "temperature": 0, "avg_logprob": -0.11485443115234376, "compression_ratio": 1.119496855345912, "no_speech_prob": 1.6385519677197813e-11}, {"id": 38, "seek": 10492, "start": 128.12, "end": 133.52, "text": "在Weberina上,它目前大約是1588 ELO,高於之前的1538。", "tokens": [51525, 3581, 4360, 607, 1426, 5708, 11, 11284, 39004, 3582, 30889, 1541, 5211, 16919, 14426, 46, 11, 12979, 19488, 32442, 1546, 5211, 12625, 1543, 51795], "temperature": 0, "avg_logprob": -0.11485443115234376, "compression_ratio": 1.119496855345912, "no_speech_prob": 1.6385519677197813e-11}, {"id": 39, "seek": 13352, "start": 133.52, "end": 137.12, "text": "而在更偏Agentic的項目上,提升幅度更大。", "tokens": [50365, 11070, 3581, 19002, 7437, 237, 32, 6930, 299, 1546, 8313, 227, 11386, 5708, 11, 20949, 41670, 3509, 227, 13127, 19002, 3582, 1543, 50545], "temperature": 0, "avg_logprob": -0.13370375797666353, "compression_ratio": 1.225, "no_speech_prob": 1.5504672198907166e-11}, {"id": 40, "seek": 13352, "start": 137.12, "end": 140.72, "text": "在AutomationBench上,它幾乎是之前分數的兩倍。", "tokens": [50545, 3581, 49769, 298, 399, 21736, 339, 5708, 11, 11284, 23575, 2930, 236, 1541, 32442, 6627, 30622, 1546, 16313, 35477, 1543, 50725], "temperature": 0, "avg_logprob": -0.13370375797666353, "compression_ratio": 1.225, "no_speech_prob": 1.5504672198907166e-11}, {"id": 41, "seek": 13352, "start": 140.72, "end": 143.42000000000002, "text": "从17%提升到了約30%。", "tokens": [50725, 35630, 7773, 4, 20949, 41670, 21381, 30889, 3446, 4, 1543, 50860], "temperature": 0, "avg_logprob": -0.13370375797666353, "compression_ratio": 1.225, "no_speech_prob": 1.5504672198907166e-11}, {"id": 42, "seek": 13352, "start": 143.42000000000002, "end": 146.72, "text": "不过我一直都這麼說,基準測試終究只是基準測試。", "tokens": [50860, 1960, 16866, 1654, 34448, 7182, 21269, 4622, 11, 26008, 28220, 9592, 105, 22099, 29371, 44704, 36859, 26008, 28220, 9592, 105, 22099, 1543, 51025], "temperature": 0, "avg_logprob": -0.13370375797666353, "compression_ratio": 1.225, "no_speech_prob": 1.5504672198907166e-11}, {"id": 43, "seek": 13352, "start": 146.72, "end": 150.82000000000002, "text": "别太當真,但這次我的實際使用體驗和數據是吻合的。", "tokens": [51025, 18453, 9455, 13118, 6303, 11, 8395, 2664, 9487, 14200, 10376, 34837, 22982, 9254, 23987, 24023, 245, 12565, 30622, 36841, 1541, 2392, 119, 14245, 1546, 1543, 51230], "temperature": 0, "avg_logprob": -0.13370375797666353, "compression_ratio": 1.225, "no_speech_prob": 1.5504672198907166e-11}, {"id": 44, "seek": 13352, "start": 150.82000000000002, "end": 155.02, "text": "我一直在AntiGravity里用它跑平時的測試項目。", "tokens": [51230, 1654, 34448, 3581, 35807, 72, 38, 13404, 507, 15759, 9254, 11284, 32585, 16716, 6611, 1546, 9592, 105, 22099, 8313, 227, 11386, 1543, 51440], "temperature": 0, "avg_logprob": -0.13370375797666353, "compression_ratio": 1.225, "no_speech_prob": 1.5504672198907166e-11}, {"id": 45, "seek": 13352, "start": 155.02, "end": 158.92000000000002, "text": "说實話,作為一個Flash Class模型,表現真的很驚艳。", "tokens": [51440, 8090, 10376, 11103, 11, 11914, 6344, 8990, 25680, 1299, 9471, 41908, 39823, 11, 17571, 9581, 38317, 24023, 248, 12531, 111, 1543, 51635], "temperature": 0, "avg_logprob": -0.13370375797666353, "compression_ratio": 1.225, "no_speech_prob": 1.5504672198907166e-11}, {"id": 46, "seek": 13352, "start": 158.92000000000002, "end": 161.72, "text": "你看屏幕上,我讓它做這個應用。", "tokens": [51635, 16529, 9636, 237, 40211, 5708, 11, 1654, 21195, 11284, 10907, 6287, 20481, 9254, 1543, 51775], "temperature": 0, "avg_logprob": -0.13370375797666353, "compression_ratio": 1.225, "no_speech_prob": 1.5504672198907166e-11}, {"id": 47, "seek": 16172, "start": 161.72, "end": 163.72, "text": "它基本上一把就做出來了。", "tokens": [50365, 11284, 37946, 5708, 2257, 16075, 3111, 10907, 7781, 25364, 1543, 50465], "temperature": 0, "avg_logprob": -0.11180253462357954, "compression_ratio": 1.2727272727272727, "no_speech_prob": 1.8452033304083848e-11}, {"id": 48, "seek": 16172, "start": 163.72, "end": 166.22, "text": "设计干净,布局也很精致。", "tokens": [50465, 7422, 122, 7422, 94, 26111, 6336, 222, 11, 34688, 34703, 6404, 4563, 34910, 6784, 112, 1543, 50590], "temperature": 0, "avg_logprob": -0.11180253462357954, "compression_ratio": 1.2727272727272727, "no_speech_prob": 1.8452033304083848e-11}, {"id": 49, "seek": 16172, "start": 166.22, "end": 170.82, "text": "功能運作正常,我不用為了每個小修小補都跟模型较劲。", "tokens": [50590, 32311, 8225, 32772, 11914, 15789, 11279, 11, 1654, 24384, 6344, 2289, 23664, 3338, 7322, 7792, 106, 7322, 8083, 250, 7182, 9678, 41908, 39823, 9830, 225, 5087, 110, 1543, 50820], "temperature": 0, "avg_logprob": -0.11180253462357954, "compression_ratio": 1.2727272727272727, "no_speech_prob": 1.8452033304083848e-11}, {"id": 50, "seek": 16172, "start": 170.82, "end": 172.52, "text": "後續修改也很不錯。", "tokens": [50820, 5661, 29583, 7792, 106, 34490, 6404, 4563, 30967, 1543, 50905], "temperature": 0, "avg_logprob": -0.11180253462357954, "compression_ratio": 1.2727272727272727, "no_speech_prob": 1.8452033304083848e-11}, {"id": 51, "seek": 16172, "start": 172.52, "end": 175.02, "text": "我可以讓它改设计,加功能。", "tokens": [50905, 1654, 6723, 21195, 11284, 34490, 7422, 122, 7422, 94, 11, 9990, 32311, 8225, 1543, 51030], "temperature": 0, "avg_logprob": -0.11180253462357954, "compression_ratio": 1.2727272727272727, "no_speech_prob": 1.8452033304083848e-11}, {"id": 52, "seek": 16172, "start": 175.02, "end": 176.82, "text": "或者重構一些東西。", "tokens": [51030, 31148, 12624, 43362, 38515, 26978, 1543, 51120], "temperature": 0, "avg_logprob": -0.11180253462357954, "compression_ratio": 1.2727272727272727, "no_speech_prob": 1.8452033304083848e-11}, {"id": 53, "seek": 16172, "start": 176.82, "end": 181.42, "text": "它不會像以前那些Flash模型那樣把項目越改越壞。", "tokens": [51120, 11284, 21121, 12760, 44996, 4184, 13824, 25680, 1299, 41908, 39823, 4184, 6180, 16075, 8313, 227, 11386, 25761, 34490, 25761, 12829, 252, 1543, 51350], "temperature": 0, "avg_logprob": -0.11180253462357954, "compression_ratio": 1.2727272727272727, "no_speech_prob": 1.8452033304083848e-11}, {"id": 54, "seek": 16172, "start": 181.42, "end": 185.42, "text": "而且,多步驟的Agenti行為才是它真正强的地方。", "tokens": [51350, 22942, 11, 6392, 31429, 24023, 253, 1546, 32, 6930, 72, 8082, 6344, 18888, 1541, 11284, 6303, 15789, 5702, 118, 1546, 30146, 1543, 51550], "temperature": 0, "avg_logprob": -0.11180253462357954, "compression_ratio": 1.2727272727272727, "no_speech_prob": 1.8452033304083848e-11}, {"id": 55, "seek": 16172, "start": 185.42, "end": 188.06, "text": "它會正確規劃,也會正確調用工具。", "tokens": [51550, 11284, 6236, 15789, 24293, 2888, 237, 5087, 225, 11, 6404, 6236, 15789, 24293, 32943, 9254, 23323, 39806, 1543, 51682], "temperature": 0, "avg_logprob": -0.11180253462357954, "compression_ratio": 1.2727272727272727, "no_speech_prob": 1.8452033304083848e-11}, {"id": 56, "seek": 18806, "start": 188.06, "end": 191.06, "text": "還能在一長串步驟里持續推進而不會。", "tokens": [50365, 7824, 8225, 3581, 2257, 15353, 940, 110, 31429, 24023, 253, 15759, 17694, 29583, 33597, 18214, 11070, 21121, 1543, 50515], "temperature": 0, "avg_logprob": -0.11254298059563887, "compression_ratio": 1.138996138996139, "no_speech_prob": 1.6362692450977434e-11}, {"id": 57, "seek": 18806, "start": 191.06, "end": 194.76, "text": "而且,它速度很快,不會跟丟自己正在做什麼。", "tokens": [50515, 22942, 11, 11284, 31217, 13127, 4563, 10251, 11, 21121, 9678, 940, 253, 17645, 15789, 3581, 10907, 7598, 1543, 50700], "temperature": 0, "avg_logprob": -0.11254298059563887, "compression_ratio": 1.138996138996139, "no_speech_prob": 1.6362692450977434e-11}, {"id": 58, "seek": 18806, "start": 194.76, "end": 197.46, "text": "它每秒大約能生成250個Token。", "tokens": [50700, 11284, 23664, 20956, 3582, 30889, 8225, 8244, 11336, 23538, 3338, 51, 8406, 1543, 50835], "temperature": 0, "avg_logprob": -0.11254298059563887, "compression_ratio": 1.138996138996139, "no_speech_prob": 1.6362692450977434e-11}, {"id": 59, "seek": 18806, "start": 197.46, "end": 199.56, "text": "還有100萬Token的上下文窗口。", "tokens": [50835, 15569, 6879, 14099, 51, 8406, 1546, 5708, 4438, 17174, 30771, 245, 18144, 1543, 50940], "temperature": 0, "avg_logprob": -0.11254298059563887, "compression_ratio": 1.138996138996139, "no_speech_prob": 1.6362692450977434e-11}, {"id": 60, "seek": 18806, "start": 199.56, "end": 202.76, "text": "所以,你基本上能以閃電般的速度。", "tokens": [50940, 7239, 11, 2166, 37946, 5708, 8225, 3588, 5196, 225, 20545, 49640, 1546, 31217, 13127, 1543, 51100], "temperature": 0, "avg_logprob": -0.11254298059563887, "compression_ratio": 1.138996138996139, "no_speech_prob": 1.6362692450977434e-11}, {"id": 61, "seek": 18806, "start": 202.76, "end": 206.46, "text": "獲得接近Frontier級別的編程性能,真的非常驚人。", "tokens": [51100, 29057, 110, 5916, 14468, 17463, 37, 10001, 811, 35315, 16158, 1546, 12608, 101, 29649, 21686, 8225, 11, 8034, 14392, 24023, 248, 4035, 1543, 51285], "temperature": 0, "avg_logprob": -0.11254298059563887, "compression_ratio": 1.138996138996139, "no_speech_prob": 1.6362692450977434e-11}, {"id": 62, "seek": 20646, "start": 206.46, "end": 209.66, "text": "現在進入這期視頻最精彩的部分,價格。", "tokens": [50365, 12648, 18214, 14028, 2664, 16786, 27333, 29940, 8661, 34910, 7391, 102, 1546, 32174, 11, 45441, 30921, 1543, 50525], "temperature": 0, "avg_logprob": -0.1964035161336263, "compression_ratio": 1.198776758409786, "no_speech_prob": 1.6879539432856916e-11}, {"id": 63, "seek": 20646, "start": 209.66, "end": 213.16, "text": "以及所有免費使用的方式,因為這一部分簡直有點瘋狂。", "tokens": [50525, 40282, 39300, 2347, 235, 50071, 22982, 9254, 1546, 9249, 27584, 11, 11471, 32260, 32174, 26612, 16186, 42440, 163, 246, 233, 18637, 224, 1543, 50700], "temperature": 0, "avg_logprob": -0.1964035161336263, "compression_ratio": 1.198776758409786, "no_speech_prob": 1.6879539432856916e-11}, {"id": 64, "seek": 20646, "start": 213.16, "end": 217.46, "text": "首先,Google Anti-Gravity里現在已經能用Gemini 3。", "tokens": [50700, 36490, 11, 12104, 3127, 27757, 12, 38, 13404, 507, 15759, 12648, 25338, 8225, 9254, 38, 443, 3812, 805, 1543, 50915], "temperature": 0, "avg_logprob": -0.1964035161336263, "compression_ratio": 1.198776758409786, "no_speech_prob": 1.6879539432856916e-11}, {"id": 65, "seek": 20646, "start": 217.46, "end": 219.86, "text": "CFlash,而且是免費的。", "tokens": [50915, 34, 25680, 1299, 11, 22942, 1541, 2347, 235, 50071, 1546, 1543, 51035], "temperature": 0, "avg_logprob": -0.1964035161336263, "compression_ratio": 1.198776758409786, "no_speech_prob": 1.6879539432856916e-11}, {"id": 66, "seek": 20646, "start": 219.86, "end": 222.86, "text": "你只要登錄,選好模型。", "tokens": [51035, 2166, 14003, 4275, 25874, 9567, 226, 11, 21625, 2131, 41908, 39823, 1543, 51185], "temperature": 0, "avg_logprob": -0.1964035161336263, "compression_ratio": 1.198776758409786, "no_speech_prob": 1.6879539432856916e-11}, {"id": 67, "seek": 20646, "start": 222.86, "end": 225.76000000000002, "text": "就能直接開始做Agenti coding。", "tokens": [51185, 3111, 8225, 43297, 21017, 10907, 32, 6930, 72, 17720, 1543, 51330], "temperature": 0, "avg_logprob": -0.1964035161336263, "compression_ratio": 1.198776758409786, "no_speech_prob": 1.6879539432856916e-11}, {"id": 68, "seek": 20646, "start": 225.76000000000002, "end": 227.86, "text": "第二,AI Studio里也免費。", "tokens": [51330, 19693, 11, 48698, 13500, 15759, 6404, 2347, 235, 50071, 1543, 51435], "temperature": 0, "avg_logprob": -0.1964035161336263, "compression_ratio": 1.198776758409786, "no_speech_prob": 1.6879539432856916e-11}, {"id": 69, "seek": 20646, "start": 227.86, "end": 230.16, "text": "你可以直接進去選Gemini 3。", "tokens": [51435, 42766, 43297, 18214, 6734, 21625, 38, 443, 3812, 805, 1543, 51550], "temperature": 0, "avg_logprob": -0.1964035161336263, "compression_ratio": 1.198776758409786, "no_speech_prob": 1.6879539432856916e-11}, {"id": 70, "seek": 20646, "start": 230.16, "end": 233.36, "text": "CFlash,拿它聊天,或者測試你的Prompt。", "tokens": [51550, 34, 25680, 1299, 11, 24351, 11284, 40096, 6135, 11, 31148, 9592, 105, 22099, 18961, 47, 4397, 662, 1543, 51710], "temperature": 0, "avg_logprob": -0.1964035161336263, "compression_ratio": 1.198776758409786, "no_speech_prob": 1.6879539432856916e-11}, {"id": 71, "seek": 23336, "start": 233.36, "end": 235.76000000000002, "text": "它在AI Studio Build里也能用。", "tokens": [50365, 11284, 3581, 48698, 13500, 11875, 15759, 6404, 8225, 9254, 1543, 50485], "temperature": 0, "avg_logprob": -0.08727456331253051, "compression_ratio": 1.2076023391812865, "no_speech_prob": 1.2753290611067225e-11}, {"id": 72, "seek": 23336, "start": 235.76000000000002, "end": 238.16000000000003, "text": "所以你也可以免費生成和部署小應用。", "tokens": [50485, 7239, 2166, 47935, 2347, 235, 50071, 8244, 11336, 12565, 13470, 16469, 110, 7322, 20481, 9254, 1543, 50605], "temperature": 0, "avg_logprob": -0.08727456331253051, "compression_ratio": 1.2076023391812865, "no_speech_prob": 1.2753290611067225e-11}, {"id": 73, "seek": 23336, "start": 238.16000000000003, "end": 241.86, "text": "只是要記住,免費額度本來就是用來測試的。", "tokens": [50605, 36859, 4275, 16958, 21632, 11, 2347, 235, 50071, 10178, 235, 13127, 8802, 3763, 5620, 9254, 3763, 9592, 105, 22099, 1546, 1543, 50790], "temperature": 0, "avg_logprob": -0.08727456331253051, "compression_ratio": 1.2076023391812865, "no_speech_prob": 1.2753290611067225e-11}, {"id": 74, "seek": 23336, "start": 241.86, "end": 244.26000000000002, "text": "Google以後隨時可能改配額。", "tokens": [50790, 12104, 3127, 3588, 5661, 48890, 6611, 16657, 34490, 38846, 10178, 235, 1543, 50910], "temperature": 0, "avg_logprob": -0.08727456331253051, "compression_ratio": 1.2076023391812865, "no_speech_prob": 1.2753290611067225e-11}, {"id": 75, "seek": 23336, "start": 244.26000000000002, "end": 247.56, "text": "所以,我不會把生產環境應用建立在免費層上。", "tokens": [50910, 7239, 11, 25395, 6236, 16075, 8244, 33299, 40063, 108, 47885, 20481, 9254, 34157, 24409, 3581, 2347, 235, 50071, 9636, 97, 5708, 1543, 51075], "temperature": 0, "avg_logprob": -0.08727456331253051, "compression_ratio": 1.2076023391812865, "no_speech_prob": 1.2753290611067225e-11}, {"id": 76, "seek": 23336, "start": 247.56, "end": 250.96, "text": "但拿來個人使用和嘗試,已經完全夠用了。", "tokens": [51075, 8395, 24351, 3763, 40104, 22982, 9254, 12565, 10756, 245, 22099, 11, 25338, 37100, 31649, 9254, 2289, 1543, 51245], "temperature": 0, "avg_logprob": -0.08727456331253051, "compression_ratio": 1.2076023391812865, "no_speech_prob": 1.2753290611067225e-11}, {"id": 77, "seek": 23336, "start": 250.96, "end": 253.16000000000003, "text": "第三,API。", "tokens": [51245, 35878, 11, 4715, 40, 1543, 51355], "temperature": 0, "avg_logprob": -0.08727456331253051, "compression_ratio": 1.2076023391812865, "no_speech_prob": 1.2753290611067225e-11}, {"id": 78, "seek": 23336, "start": 253.16000000000003, "end": 257.76, "text": "價格方面,Google會一直提供入門優惠價到12月底。", "tokens": [51355, 45441, 30921, 39604, 11, 12104, 3127, 6236, 34448, 20949, 3254, 249, 14028, 37232, 12827, 103, 4799, 254, 45441, 4511, 4762, 6939, 22816, 1543, 51585], "temperature": 0, "avg_logprob": -0.08727456331253051, "compression_ratio": 1.2076023391812865, "no_speech_prob": 1.2753290611067225e-11}, {"id": 79, "seek": 23336, "start": 257.76, "end": 260.86, "text": "每百萬個輸入Token收費75美元。", "tokens": [51585, 23664, 31906, 14099, 3338, 12290, 116, 14028, 51, 8406, 18681, 50071, 11901, 39433, 1543, 51740], "temperature": 0, "avg_logprob": -0.08727456331253051, "compression_ratio": 1.2076023391812865, "no_speech_prob": 1.2753290611067225e-11}, {"id": 80, "seek": 26086, "start": 260.86, "end": 263.86, "text": "每百萬個輸出Token收費3.75美元。", "tokens": [50365, 23664, 31906, 14099, 3338, 12290, 116, 7781, 51, 8406, 18681, 50071, 18, 13, 11901, 39433, 1543, 50515], "temperature": 0, "avg_logprob": -0.09559386213060836, "compression_ratio": 1.2145454545454546, "no_speech_prob": 1.5145809953431844e-11}, {"id": 81, "seek": 26086, "start": 263.86, "end": 265.46000000000004, "text": "這已經是3。", "tokens": [50515, 2664, 25338, 1541, 18, 1543, 50595], "temperature": 0, "avg_logprob": -0.09559386213060836, "compression_ratio": 1.2145454545454546, "no_speech_prob": 1.5145809953431844e-11}, {"id": 82, "seek": 26086, "start": 265.46000000000004, "end": 268.16, "text": "6Flash上限時,價格的一半了。", "tokens": [50595, 21, 25680, 1299, 5708, 43446, 6611, 11, 45441, 30921, 1546, 2257, 30018, 2289, 1543, 50730], "temperature": 0, "avg_logprob": -0.09559386213060836, "compression_ratio": 1.2145454545454546, "no_speech_prob": 1.5145809953431844e-11}, {"id": 83, "seek": 26086, "start": 268.16, "end": 270.36, "text": "但真正誇張的還在後面。", "tokens": [50730, 8395, 6303, 15789, 3549, 229, 18889, 1546, 7824, 3581, 5661, 8833, 1543, 50840], "temperature": 0, "avg_logprob": -0.09559386213060836, "compression_ratio": 1.2145454545454546, "no_speech_prob": 1.5145809953431844e-11}, {"id": 84, "seek": 26086, "start": 270.36, "end": 273.66, "text": "在此基礎上,OpenRouter還會額外提供獨家折扣。", "tokens": [50840, 3581, 17947, 26008, 14971, 236, 5708, 11, 45569, 49, 23985, 7824, 6236, 10178, 235, 12022, 20949, 3254, 249, 163, 18304, 5155, 7235, 246, 3416, 96, 1543, 51005], "temperature": 0, "avg_logprob": -0.09559386213060836, "compression_ratio": 1.2145454545454546, "no_speech_prob": 1.5145809953431844e-11}, {"id": 85, "seek": 26086, "start": 273.66, "end": 275.66, "text": "一直持續到8月27日。", "tokens": [51005, 34448, 17694, 29583, 4511, 23, 6939, 10076, 6890, 1543, 51105], "temperature": 0, "avg_logprob": -0.09559386213060836, "compression_ratio": 1.2145454545454546, "no_speech_prob": 1.5145809953431844e-11}, {"id": 86, "seek": 26086, "start": 275.66, "end": 277.66, "text": "所以,現在通過OpenRouter。", "tokens": [51105, 7239, 11, 12648, 19550, 8816, 45569, 49, 23985, 1543, 51205], "temperature": 0, "avg_logprob": -0.09559386213060836, "compression_ratio": 1.2145454545454546, "no_speech_prob": 1.5145809953431844e-11}, {"id": 87, "seek": 26086, "start": 277.66, "end": 280.66, "text": "每百萬個輸入Token只要38美元左右。", "tokens": [51205, 23664, 31906, 14099, 3338, 12290, 116, 14028, 51, 8406, 14003, 4275, 12625, 39433, 29457, 1543, 51355], "temperature": 0, "avg_logprob": -0.09559386213060836, "compression_ratio": 1.2145454545454546, "no_speech_prob": 1.5145809953431844e-11}, {"id": 88, "seek": 26086, "start": 280.66, "end": 283.36, "text": "每百萬個輸出Token大約1.88美元。", "tokens": [51355, 23664, 31906, 14099, 3338, 12290, 116, 7781, 51, 8406, 3582, 30889, 16, 13, 16919, 39433, 1543, 51490], "temperature": 0, "avg_logprob": -0.09559386213060836, "compression_ratio": 1.2145454545454546, "no_speech_prob": 1.5145809953431844e-11}, {"id": 89, "seek": 28336, "start": 283.36, "end": 286.66, "text": "這款模型的價格基本只有標準價的25%。", "tokens": [50365, 2664, 48798, 41908, 39823, 1546, 45441, 30921, 37946, 35244, 46299, 28220, 45441, 1546, 6074, 4, 1543, 50530], "temperature": 0, "avg_logprob": -0.13666190207004547, "compression_ratio": 1.1448763250883391, "no_speech_prob": 1.574133705328773e-11}, {"id": 90, "seek": 28336, "start": 286.66, "end": 291.66, "text": "但在編程和Agentic基準測試中,表現卻超過了許多更貴的模型。", "tokens": [50530, 8395, 3581, 12608, 101, 29649, 12565, 32, 6930, 299, 26008, 28220, 9592, 105, 22099, 5975, 11, 17571, 9581, 5322, 119, 19869, 8816, 2289, 40914, 6392, 19002, 11561, 112, 1546, 41908, 39823, 1543, 50780], "temperature": 0, "avg_logprob": -0.13666190207004547, "compression_ratio": 1.1448763250883391, "no_speech_prob": 1.574133705328773e-11}, {"id": 91, "seek": 28336, "start": 291.66, "end": 293.56, "text": "這簡直便宜的離譜。", "tokens": [50780, 2664, 26612, 16186, 27364, 2415, 250, 1546, 32662, 11823, 250, 1543, 50875], "temperature": 0, "avg_logprob": -0.13666190207004547, "compression_ratio": 1.1448763250883391, "no_speech_prob": 1.574133705328773e-11}, {"id": 92, "seek": 28336, "start": 293.56, "end": 296.96000000000004, "text": "按這個價格,你可以把它接到Client,Rode,OpenCode。", "tokens": [50875, 26613, 6287, 45441, 30921, 11, 42766, 42061, 14468, 4511, 9966, 1196, 11, 49, 1429, 11, 45569, 34, 1429, 1543, 51045], "temperature": 0, "avg_logprob": -0.13666190207004547, "compression_ratio": 1.1448763250883391, "no_speech_prob": 1.574133705328773e-11}, {"id": 93, "seek": 28336, "start": 296.96000000000004, "end": 300.16, "text": "或者你使用的任何Agentic工具上讓它一直運行。", "tokens": [51045, 31148, 2166, 22982, 9254, 1546, 26443, 11906, 32, 6930, 299, 23323, 39806, 5708, 21195, 11284, 34448, 32772, 8082, 1543, 51205], "temperature": 0, "avg_logprob": -0.13666190207004547, "compression_ratio": 1.1448763250883391, "no_speech_prob": 1.574133705328773e-11}, {"id": 94, "seek": 28336, "start": 300.16, "end": 301.96000000000004, "text": "不用不停地盯著帳單。", "tokens": [51205, 24384, 1960, 36135, 10928, 5419, 107, 19382, 4845, 111, 24227, 1543, 51295], "temperature": 0, "avg_logprob": -0.13666190207004547, "compression_ratio": 1.1448763250883391, "no_speech_prob": 1.574133705328773e-11}, {"id": 95, "seek": 28336, "start": 301.96000000000004, "end": 303.36, "text": "總結一下。", "tokens": [51295, 26575, 17144, 8861, 1543, 51365], "temperature": 0, "avg_logprob": -0.13666190207004547, "compression_ratio": 1.1448763250883391, "no_speech_prob": 1.574133705328773e-11}, {"id": 96, "seek": 30336, "start": 303.36, "end": 307.36, "text": "這款模型在Agentic基準測試中的成績幾乎是上一代的兩倍。", "tokens": [50365, 2664, 48798, 41908, 39823, 3581, 32, 6930, 299, 26008, 28220, 9592, 105, 22099, 5975, 1546, 11336, 21030, 122, 23575, 2930, 236, 1541, 5708, 2257, 19105, 1546, 16313, 35477, 1543, 50565], "temperature": 0, "avg_logprob": -0.12451633877224393, "compression_ratio": 1.1974683544303797, "no_speech_prob": 1.4065642747751461e-11}, {"id": 97, "seek": 30336, "start": 307.36, "end": 309.96000000000004, "text": "在軟件工程任務上提升了16分。", "tokens": [50565, 3581, 14454, 253, 20485, 23323, 29649, 26443, 39517, 5708, 20949, 41670, 2289, 6866, 6627, 1543, 50695], "temperature": 0, "avg_logprob": -0.12451633877224393, "compression_ratio": 1.1974683544303797, "no_speech_prob": 1.4065642747751461e-11}, {"id": 98, "seek": 30336, "start": 309.96000000000004, "end": 312.16, "text": "還能以閃電般的速度運行。", "tokens": [50695, 7824, 8225, 3588, 5196, 225, 20545, 49640, 1546, 31217, 13127, 32772, 8082, 1543, 50805], "temperature": 0, "avg_logprob": -0.12451633877224393, "compression_ratio": 1.1974683544303797, "no_speech_prob": 1.4065642747751461e-11}, {"id": 99, "seek": 30336, "start": 312.16, "end": 314.66, "text": "並支持100萬Token的上下文窗口。", "tokens": [50805, 35934, 35488, 6879, 14099, 51, 8406, 1546, 5708, 4438, 17174, 30771, 245, 18144, 1543, 50930], "temperature": 0, "avg_logprob": -0.12451633877224393, "compression_ratio": 1.1974683544303797, "no_speech_prob": 1.4065642747751461e-11}, {"id": 100, "seek": 30336, "start": 314.66, "end": 316.96000000000004, "text": "而且,現在它在AntiGravity里免費。", "tokens": [50930, 22942, 11, 12648, 11284, 3581, 35807, 72, 38, 13404, 507, 15759, 2347, 235, 50071, 1543, 51045], "temperature": 0, "avg_logprob": -0.12451633877224393, "compression_ratio": 1.1974683544303797, "no_speech_prob": 1.4065642747751461e-11}, {"id": 101, "seek": 30336, "start": 316.96000000000004, "end": 319.76, "text": "在AI Studio和AI Studio Build里也免費。", "tokens": [51045, 3581, 48698, 13500, 12565, 48698, 13500, 11875, 15759, 6404, 2347, 235, 50071, 1543, 51185], "temperature": 0, "avg_logprob": -0.12451633877224393, "compression_ratio": 1.1974683544303797, "no_speech_prob": 1.4065642747751461e-11}, {"id": 102, "seek": 30336, "start": 319.76, "end": 321.66, "text": "在OpenRouter上則是75折。", "tokens": [51185, 3581, 45569, 49, 23985, 5708, 46225, 1541, 11901, 7235, 246, 1543, 51280], "temperature": 0, "avg_logprob": -0.12451633877224393, "compression_ratio": 1.1974683544303797, "no_speech_prob": 1.4065642747751461e-11}, {"id": 103, "seek": 30336, "start": 321.66, "end": 323.06, "text": "可即便如此。", "tokens": [51280, 4429, 39127, 27364, 48487, 1543, 51350], "temperature": 0, "avg_logprob": -0.12451633877224393, "compression_ratio": 1.1974683544303797, "no_speech_prob": 1.4065642747751461e-11}, {"id": 104, "seek": 30336, "start": 323.06, "end": 324.76, "text": "幾乎沒人談論它。", "tokens": [51350, 23575, 2930, 236, 4913, 4035, 48022, 29340, 11284, 1543, 51435], "temperature": 0, "avg_logprob": -0.12451633877224393, "compression_ratio": 1.1974683544303797, "no_speech_prob": 1.4065642747751461e-11}, {"id": 105, "seek": 30336, "start": 324.76, "end": 328.56, "text": "我覺得,部分原因是大家都在等下一款重量級Pro模型。", "tokens": [51435, 17689, 11, 32174, 42577, 1541, 46525, 3581, 10187, 45271, 48798, 12624, 26748, 35315, 12681, 41908, 39823, 1543, 51625], "temperature": 0, "avg_logprob": -0.12451633877224393, "compression_ratio": 1.1974683544303797, "no_speech_prob": 1.4065642747751461e-11}, {"id": 106, "seek": 30336, "start": 328.56, "end": 331.56, "text": "而Flash的發布就是得不到同樣的關注。", "tokens": [51625, 11070, 25680, 1299, 1546, 14637, 34688, 5620, 5916, 35728, 13089, 6180, 1546, 14899, 26432, 1543, 51775], "temperature": 0, "avg_logprob": -0.12451633877224393, "compression_ratio": 1.1974683544303797, "no_speech_prob": 1.4065642747751461e-11}, {"id": 107, "seek": 33156, "start": 331.56, "end": 336.96, "text": "值得注意的是,三周一更也會讓人以為這只是一次小更新。", "tokens": [50365, 40242, 5916, 40794, 24620, 11, 10960, 37390, 2257, 19002, 6404, 6236, 21195, 4035, 3588, 6344, 2664, 36859, 27505, 7322, 19002, 12560, 1543, 50635], "temperature": 0, "avg_logprob": -0.07939259977225797, "compression_ratio": 1.289617486338798, "no_speech_prob": 1.7105263386274494e-11}, {"id": 108, "seek": 33156, "start": 336.96, "end": 340.16, "text": "但在我看來,這正是你應該關注的那類版本。", "tokens": [50635, 8395, 3581, 1654, 4200, 3763, 11, 2664, 15789, 1541, 2166, 26087, 14899, 26432, 1546, 4184, 40092, 42096, 8802, 1543, 50795], "temperature": 0, "avg_logprob": -0.07939259977225797, "compression_ratio": 1.289617486338798, "no_speech_prob": 1.7105263386274494e-11}, {"id": 109, "seek": 33156, "start": 340.16, "end": 342.56, "text": "因為頂級模型已經做得很不錯了。", "tokens": [50795, 11471, 8313, 224, 35315, 41908, 39823, 25338, 10907, 5916, 4563, 30967, 2289, 1543, 50915], "temperature": 0, "avg_logprob": -0.07939259977225797, "compression_ratio": 1.289617486338798, "no_speech_prob": 1.7105263386274494e-11}, {"id": 110, "seek": 33156, "start": 342.56, "end": 345.16, "text": "大家都知道,真正改變工作流的。", "tokens": [50915, 46525, 7758, 11, 6303, 15789, 34490, 26327, 41315, 27854, 1546, 1543, 51045], "temperature": 0, "avg_logprob": -0.07939259977225797, "compression_ratio": 1.289617486338798, "no_speech_prob": 1.7105263386274494e-11}, {"id": 111, "seek": 33156, "start": 345.16, "end": 348.26, "text": "是那些又快又便宜的模型也變得足夠強大。", "tokens": [51045, 1541, 4184, 13824, 17047, 10251, 17047, 27364, 2415, 250, 1546, 41908, 39823, 6404, 26327, 5916, 37236, 31649, 22752, 3582, 1543, 51200], "temperature": 0, "avg_logprob": -0.07939259977225797, "compression_ratio": 1.289617486338798, "no_speech_prob": 1.7105263386274494e-11}, {"id": 112, "seek": 33156, "start": 348.26, "end": 351.56, "text": "只有到了這個時候,你才能不考慮成本。", "tokens": [51200, 35244, 21381, 6287, 14010, 11, 2166, 18888, 8225, 1960, 26504, 12358, 106, 11336, 8802, 1543, 51365], "temperature": 0, "avg_logprob": -0.07939259977225797, "compression_ratio": 1.289617486338798, "no_speech_prob": 1.7105263386274494e-11}, {"id": 113, "seek": 33156, "start": 351.56, "end": 353.76, "text": "真正把AR用在所有事情上。", "tokens": [51365, 6303, 15789, 16075, 1899, 9254, 3581, 39300, 24675, 5708, 1543, 51475], "temperature": 0, "avg_logprob": -0.07939259977225797, "compression_ratio": 1.289617486338798, "no_speech_prob": 1.7105263386274494e-11}, {"id": 114, "seek": 33156, "start": 353.76, "end": 356.76, "text": "而Gemini 3.7 Flash就是這樣的模型。", "tokens": [51475, 11070, 38, 443, 3812, 805, 13, 22, 20232, 5620, 39425, 41908, 39823, 1543, 51625], "temperature": 0, "avg_logprob": -0.07939259977225797, "compression_ratio": 1.289617486338798, "no_speech_prob": 1.7105263386274494e-11}, {"id": 115, "seek": 33156, "start": 356.76, "end": 360.36, "text": "它在最難的任務上不一定能擊敗最頂尖的模型。", "tokens": [51625, 11284, 3581, 8661, 21192, 1546, 26443, 39517, 5708, 1960, 24272, 8225, 37813, 7017, 245, 8661, 8313, 224, 1530, 244, 1546, 41908, 39823, 1543, 51805], "temperature": 0, "avg_logprob": -0.07939259977225797, "compression_ratio": 1.289617486338798, "no_speech_prob": 1.7105263386274494e-11}, {"id": 116, "seek": 36036, "start": 360.36, "end": 364.16, "text": "但無論是日常編程,Agent工作流還是一般任務。", "tokens": [50365, 8395, 16976, 29340, 1541, 6890, 11279, 12608, 101, 29649, 11, 32, 6930, 41315, 27854, 25583, 2257, 49640, 26443, 39517, 1543, 50555], "temperature": 0, "avg_logprob": -0.12162444466038753, "compression_ratio": 1.073943661971831, "no_speech_prob": 2.0103569850493663e-11}, {"id": 117, "seek": 36036, "start": 364.16, "end": 367.96000000000004, "text": "它只用極低的成本,就能幫你完成大約90%的工作。", "tokens": [50555, 11284, 14003, 9254, 13387, 113, 41377, 1546, 11336, 8802, 11, 3111, 8225, 32187, 2166, 41509, 3582, 30889, 7771, 4, 1546, 41315, 1543, 50745], "temperature": 0, "avg_logprob": -0.12162444466038753, "compression_ratio": 1.073943661971831, "no_speech_prob": 2.0103569850493663e-11}, {"id": 118, "seek": 36036, "start": 367.96000000000004, "end": 370.56, "text": "而且,現在基本上是免費的。", "tokens": [50745, 22942, 11, 12648, 37946, 5708, 1541, 2347, 235, 50071, 1546, 1543, 50875], "temperature": 0, "avg_logprob": -0.12162444466038753, "compression_ratio": 1.073943661971831, "no_speech_prob": 2.0103569850493663e-11}, {"id": 119, "seek": 36036, "start": 370.56, "end": 375.16, "text": "所以,我的建議很簡單,去AntiGravity或AI Studio里免費試試。", "tokens": [50875, 7239, 11, 14200, 34157, 24686, 4563, 31995, 11, 6734, 35807, 72, 38, 13404, 507, 19780, 48698, 13500, 15759, 2347, 235, 50071, 22099, 22099, 1543, 51105], "temperature": 0, "avg_logprob": -0.12162444466038753, "compression_ratio": 1.073943661971831, "no_speech_prob": 2.0103569850493663e-11}, {"id": 120, "seek": 36036, "start": 375.16, "end": 380.56, "text": "如果你使用APR,記得在8月27日之前領取OpenRouter的折扣。", "tokens": [51105, 45669, 22982, 9254, 4715, 49, 11, 30872, 3581, 23, 6939, 10076, 6890, 32442, 8313, 246, 29436, 45569, 49, 23985, 1546, 7235, 246, 3416, 96, 1543, 51375], "temperature": 0, "avg_logprob": -0.12162444466038753, "compression_ratio": 1.073943661971831, "no_speech_prob": 2.0103569850493663e-11}, {"id": 121, "seek": 38056, "start": 380.56, "end": 382.76, "text": "這是那種以後大家回頭看。", "tokens": [50365, 16600, 4184, 16516, 3588, 5661, 6868, 8350, 19921, 4200, 1543, 50475], "temperature": 0, "avg_logprob": -0.16225637469375342, "compression_ratio": 1.1702898550724639, "no_speech_prob": 1.9368406184439024e-11}, {"id": 122, "seek": 38056, "start": 382.76, "end": 385.36, "text": "都會納悶他怎麼會被忽略的作品。", "tokens": [50475, 7182, 6236, 7732, 235, 14696, 114, 5000, 11614, 6236, 23238, 4263, 121, 6904, 98, 1546, 11914, 30246, 1543, 50605], "temperature": 0, "avg_logprob": -0.16225637469375342, "compression_ratio": 1.1702898550724639, "no_speech_prob": 1.9368406184439024e-11}, {"id": 123, "seek": 38056, "start": 385.36, "end": 387.36, "text": "總的來說,真的挺不錯。", "tokens": [50605, 26575, 1546, 36979, 11, 8034, 41046, 30967, 1543, 50705], "temperature": 0, "avg_logprob": -0.16225637469375342, "compression_ratio": 1.1702898550724639, "no_speech_prob": 1.9368406184439024e-11}, {"id": 124, "seek": 38056, "start": 387.36, "end": 390.16, "text": "總之,歡迎在評論區告訴我你的想法。", "tokens": [50705, 26575, 9574, 11, 21315, 3581, 39115, 29340, 44526, 31080, 1654, 18961, 7093, 11148, 1543, 50845], "temperature": 0, "avg_logprob": -0.16225637469375342, "compression_ratio": 1.1702898550724639, "no_speech_prob": 1.9368406184439024e-11}, {"id": 125, "seek": 38056, "start": 390.16, "end": 393.36, "text": "如果你喜歡這期視頻,可以通過Super Things捐贈。", "tokens": [50845, 45669, 21385, 2664, 16786, 27333, 29940, 11, 6723, 19550, 8816, 30152, 9514, 26075, 238, 18464, 230, 1543, 51005], "temperature": 0, "avg_logprob": -0.16225637469375342, "compression_ratio": 1.1702898550724639, "no_speech_prob": 1.9368406184439024e-11}, {"id": 126, "seek": 38056, "start": 393.36, "end": 395.96, "text": "或者點擊中按鈕成為頻道會員。", "tokens": [51005, 31148, 8216, 37813, 5975, 26613, 41597, 243, 11336, 6344, 37569, 6236, 20992, 1543, 51135], "temperature": 0, "avg_logprob": -0.16225637469375342, "compression_ratio": 1.1702898550724639, "no_speech_prob": 1.9368406184439024e-11}, {"id": 127, "seek": 38056, "start": 395.96, "end": 399.36, "text": "另外,別忘了給視頻點個贊,再訂閱我的頻道。", "tokens": [51135, 26202, 11, 16158, 26677, 2289, 17798, 27333, 29940, 8216, 3338, 18464, 232, 11, 8623, 30215, 14200, 37569, 1543, 51305], "temperature": 0, "avg_logprob": -0.16225637469375342, "compression_ratio": 1.1702898550724639, "no_speech_prob": 1.9368406184439024e-11}, {"id": 128, "seek": 39936, "start": 399.36, "end": 403.36, "text": "我們下期見。在那之前,拜拜。", "tokens": [50365, 5884, 4438, 16786, 10470, 1543, 3581, 4184, 32442, 11, 35105, 1543, 50565], "temperature": 0, "avg_logprob": -0.3747375011444092, "compression_ratio": 0.8333333333333334, "no_speech_prob": 1.9141511292675162e-11}], "language": "zh"}