{
  "text": "嗨,歡迎來到新一期視頻。\n開始之前,先告訴大家一聲,我最近在ARC King頻道上更活躍了。\n我現在會在那裏發布一些這裏不會涉及的新內容。\n還有一些和開發者相關的工具,大家也可以去看看。\n鏈接我會放在視頻簡介裏。\n所以,今天我想聊聊一個我覺得目前最被低估的模型之一。\n那就是Gemini 3.7 Flash。\nGoogle在8月13日發布了這個模型,也就是大約10天前。\n奇怪的是,幾乎沒人討論它。\n沒有大規模的炒作,也沒有什麼瘋狂的發布會,什麼都沒有。\nGoogle只是在上一個Flash模型發布三周後,直接推出了它,\n稱它為最智能的編程和智能體工作主力模型。\n然後就繼續往前走了。\n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。\n效果好得離譜,而且更離譜的是,它現在在幾乎所有地方。\n要麼免費,要麼便宜的離譜。\n所以,這7視頻里,我想跟你說說。\n為什麼我覺得這是一次被嚴重低估的發布?\n這個模型到底擅長什麼?\n以及你現在能在哪些地方免費用?\n或者以很大的折扣使用?\n我們直接開始。\n先來聊聊Gemini 3.7 Flash到底是什麼?\n它是Gemini 3。\n6 Flash的忌人者。\n而且只比前一個模型晚了三周就發布了。\n所以Google現在顯然是在很快的推出這些Flash模型。\n通常來說,一家公司這麼快就發一個小版本更新。\n你會以為只是小幅改進,比如指令遵循更好一點。\n或者修一修Buy之類。\n但這次不是這樣。\n它在各項Benchmark上的提升,直接超過了3.6 Flash。\n對Flash模型來說,這個成績確實很誇張。\n在測試長期軟件工程任務的DeepSuite上,它得分65.3%。\n而3.6 Flash只有49%。\n也就是說,短短三周,分數就提升了16個百分點。\n在關注生產及代碼質量的Frontier Code上。\n它拿到了43.6%,之前則是34.4%。\n在Weberina上,它目前大約是1588 ELO,高於之前的1538。\n而在更偏Agentic的項目上,提升幅度更大。\n在AutomationBench上,它幾乎是之前分數的兩倍。\n从17%提升到了約30%。\n不过我一直都這麼說,基準測試終究只是基準測試。\n别太當真,但這次我的實際使用體驗和數據是吻合的。\n我一直在AntiGravity里用它跑平時的測試項目。\n说實話,作為一個Flash Class模型,表現真的很驚艳。\n你看屏幕上,我讓它做這個應用。\n它基本上一把就做出來了。\n设计干净,布局也很精致。\n功能運作正常,我不用為了每個小修小補都跟模型较劲。\n後續修改也很不錯。\n我可以讓它改设计,加功能。\n或者重構一些東西。\n它不會像以前那些Flash模型那樣把項目越改越壞。\n而且,多步驟的Agenti行為才是它真正强的地方。\n它會正確規劃,也會正確調用工具。\n還能在一長串步驟里持續推進而不會。\n而且,它速度很快,不會跟丟自己正在做什麼。\n它每秒大約能生成250個Token。\n還有100萬Token的上下文窗口。\n所以,你基本上能以閃電般的速度。\n獲得接近Frontier級別的編程性能,真的非常驚人。\n現在進入這期視頻最精彩的部分,價格。\n以及所有免費使用的方式,因為這一部分簡直有點瘋狂。\n首先,Google Anti-Gravity里現在已經能用Gemini 3。\nCFlash,而且是免費的。\n你只要登錄,選好模型。\n就能直接開始做Agenti coding。\n第二,AI Studio里也免費。\n你可以直接進去選Gemini 3。\nCFlash,拿它聊天,或者測試你的Prompt。\n它在AI Studio Build里也能用。\n所以你也可以免費生成和部署小應用。\n只是要記住,免費額度本來就是用來測試的。\nGoogle以後隨時可能改配額。\n所以,我不會把生產環境應用建立在免費層上。\n但拿來個人使用和嘗試,已經完全夠用了。\n第三,API。\n價格方面,Google會一直提供入門優惠價到12月底。\n每百萬個輸入Token收費75美元。\n每百萬個輸出Token收費3.75美元。\n這已經是3。\n6Flash上限時,價格的一半了。\n但真正誇張的還在後面。\n在此基礎上,OpenRouter還會額外提供獨家折扣。\n一直持續到8月27日。\n所以,現在通過OpenRouter。\n每百萬個輸入Token只要38美元左右。\n每百萬個輸出Token大約1.88美元。\n這款模型的價格基本只有標準價的25%。\n但在編程和Agentic基準測試中,表現卻超過了許多更貴的模型。\n這簡直便宜的離譜。\n按這個價格,你可以把它接到Client,Rode,OpenCode。\n或者你使用的任何Agentic工具上讓它一直運行。\n不用不停地盯著帳單。\n總結一下。\n這款模型在Agentic基準測試中的成績幾乎是上一代的兩倍。\n在軟件工程任務上提升了16分。\n還能以閃電般的速度運行。\n並支持100萬Token的上下文窗口。\n而且,現在它在AntiGravity里免費。\n在AI Studio和AI Studio Build里也免費。\n在OpenRouter上則是75折。\n可即便如此。\n幾乎沒人談論它。\n我覺得,部分原因是大家都在等下一款重量級Pro模型。\n而Flash的發布就是得不到同樣的關注。\n值得注意的是,三周一更也會讓人以為這只是一次小更新。\n但在我看來,這正是你應該關注的那類版本。\n因為頂級模型已經做得很不錯了。\n大家都知道,真正改變工作流的。\n是那些又快又便宜的模型也變得足夠強大。\n只有到了這個時候,你才能不考慮成本。\n真正把AR用在所有事情上。\n而Gemini 3.7 Flash就是這樣的模型。\n它在最難的任務上不一定能擊敗最頂尖的模型。\n但無論是日常編程,Agent工作流還是一般任務。\n它只用極低的成本,就能幫你完成大約90%的工作。\n而且,現在基本上是免費的。\n所以,我的建議很簡單,去AntiGravity或AI Studio里免費試試。\n如果你使用APR,記得在8月27日之前領取OpenRouter的折扣。\n這是那種以後大家回頭看。\n都會納悶他怎麼會被忽略的作品。\n總的來說,真的挺不錯。\n總之,歡迎在評論區告訴我你的想法。\n如果你喜歡這期視頻,可以通過Super Things捐贈。\n或者點擊中按鈕成為頻道會員。\n另外,別忘了給視頻點個贊,再訂閱我的頻道。\n我們下期見。在那之前,拜拜。",
  "language": "zh",
  "duration": 403.562813,
  "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    },
    {
      "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,
      "source": "whisper"
    }
  ],
  "transcript_selection": {
    "schema": "videonote.transcript_selection.v1",
    "status": "SELECTED",
    "requested_language": "zh",
    "duration": 403.562813,
    "reference_path": null,
    "reference_kind": null,
    "reference_language": null,
    "selected_source": "whisper_segmented",
    "decision_reason": "source_unavailable_or_untrusted_whisper_passed",
    "whisper_rejected": false,
    "source_profile": {
      "segment_count": 0,
      "duration_coverage": 0.0,
      "usable_full": false,
      "usable_partial": false,
      "hallucination_region_count": 0,
      "hallucination_regions": [],
      "language": {
        "requested": "zh",
        "matched": false
      }
    },
    "whisper_profile": {
      "segment_count": 129,
      "multilingual": false,
      "first_start": 0.0,
      "final_end": 403.36,
      "duration_coverage": 0.999497,
      "maximum_gap_seconds": 0.48,
      "inverted_count": 0,
      "language": {
        "requested": "zh",
        "matched": true,
        "latin": 494,
        "han": 1692,
        "kana": 0,
        "hangul": 0
      },
      "hallucination_region_count": 0,
      "hallucination_regions": [],
      "usable_full": true,
      "usable_partial": true
    },
    "comparison": {
      "window_seconds": 30.0,
      "compared_window_count": 0,
      "median_score": 0.0,
      "divergent_window_count": 0,
      "divergent_ratio": 0.0,
      "divergent_windows": []
    },
    "timestamp_alignment": {
      "applied": false,
      "estimated_offset_seconds": 0.0,
      "matched_segment_count": 0,
      "match_scores": []
    },
    "caption_timing_repair": null,
    "filled_source_profile": null,
    "whisper_duration_guard": {
      "media_duration": 403.563,
      "rejected_segment_count": 0,
      "rejected_segments": []
    }
  }
}