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      "timing_uncertain": false
    },
    {
      "id": 39,
      "start": 99.166,
      "end": 102.733,
      "text": "三千二百零五組行為測試，全部通過！",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 40,
      "start": 102.833,
      "end": 104.033,
      "text": "重新編譯之後",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 41,
      "start": 104.033,
      "end": 106.366,
      "text": "目標函數的六十三個字節",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 42,
      "start": 106.4,
      "end": 108.933,
      "text": "竟然也和原版完全匹配！",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 43,
      "start": 109.266,
      "end": 110.266,
      "text": "你有沒有發現",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 44,
      "start": 110.366,
      "end": 114.033,
      "text": "這些故事背後正在發生一件特別有意思的事？",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 45,
      "start": 114.266,
      "end": 116.6,
      "text": "AI 不再只是替我們寫新代碼了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 46,
      "start": 116.6,
      "end": 121.633,
      "text": "它開始幫助開發者研究已有的軟件、拆解運行機制",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 47,
      "start": 121.633,
      "end": 126.266,
      "text": "甚至重新創造那些原本需要專業團隊才能夠完成的功能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 48,
      "start": 126.5,
      "end": 129.7,
      "text": "那這會把軟件開發帶到哪裡呢？",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 49,
      "start": 129.8,
      "end": 132.633,
      "text": "我決定呀我不只是去看 X 上的熱鬧",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 50,
      "start": 132.633,
      "end": 134.633,
      "text": "我要自己動手試一次",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 51,
      "start": 134.866,
      "end": 136.266,
      "text": "就在這股浪潮裡面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 52,
      "start": 136.266,
      "end": 138.9,
      "text": "GitHub 上有個名字特別狂的項目：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 53,
      "start": 138.9,
      "end": 140.266,
      "text": "叫做 REA",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 54,
      "start": 140.433,
      "end": 143.5,
      "text": "它的全稱是 Reverse Engineer Anything",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 55,
      "start": 143.866,
      "end": 147.633,
      "text": "翻譯成中文就是“對任何事物進行逆向工程”，",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 56,
      "start": 147.633,
      "end": 150.133,
      "text": "也常被叫作“逆向一切”。",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 57,
      "start": 150.466,
      "end": 152.433,
      "text": "這是一個漲星超級快的項目",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 58,
      "start": 152.433,
      "end": 154.8,
      "text": "我都有點不敢報它的星數了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 59,
      "start": 154.8,
      "end": 157.333,
      "text": "它目前是 192K 星",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 60,
      "start": 157.433,
      "end": 160.9,
      "text": "你們看到我的視頻的時候可以再去看看它有多少顆星了！",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 61,
      "start": 160.9,
      "end": 162.966,
      "text": "記得在評論區留言告訴我哦！",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 62,
      "start": 163.2,
      "end": 163.966,
      "text": "那這次呢",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 63,
      "start": 163.966,
      "end": 166.533,
      "text": "我把逆向工程的任務交給了 Codex",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 64,
      "start": 166.766,
      "end": 168.966,
      "text": "目標不是一個自制的小玩具",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 65,
      "start": 168.966,
      "end": 171.066,
      "text": "也不是一款三十年前的遊戲",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 66,
      "start": 171.233,
      "end": 173.733,
      "text": "我們直接去研究蘋果官網",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 67,
      "start": 173.833,
      "end": 174.633,
      "text": "然後",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 68,
      "start": 174.7,
      "end": 177.633,
      "text": "讓 Codex 把學到的設計和交互機制",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 69,
      "start": 177.633,
      "end": 179.233,
      "text": "用在我自己的網站上",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 70,
      "start": 179.233,
      "end": 182.7,
      "text": "看看 AI 究竟能不能從研究別人的軟件",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 71,
      "start": 182.7,
      "end": 185.5,
      "text": "一路走到創造真正能用的產品",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 72,
      "start": 185.866,
      "end": 187.0,
      "text": "歡迎回到wow insight！",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 73,
      "start": 187.0,
      "end": 188.633,
      "text": "在繼續今天的視頻之前",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 74,
      "start": 188.633,
      "end": 191.433,
      "text": "我想先感謝一直支持這個頻道的朋友",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 75,
      "start": 191.466,
      "end": 195.3,
      "text": "我知道還有不少觀看我視頻的朋友還沒有訂閱頻道",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 76,
      "start": 195.3,
      "end": 197.866,
      "text": "那如果你覺得我的內容對你有幫助",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 77,
      "start": 197.866,
      "end": 200.166,
      "text": "歡迎訂閱點贊和分享",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 78,
      "start": 200.166,
      "end": 201.933,
      "text": "也歡迎加入頻道會員",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 79,
      "start": 202.0,
      "end": 203.8,
      "text": "每個月一杯咖啡的錢",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 80,
      "start": 203.8,
      "end": 205.066,
      "text": "不僅是對我的支持",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 81,
      "start": 205.066,
      "end": 210.7,
      "text": "也會幫助我繼續製作更多關於人工智能和未來技術方向的深度內容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 82,
      "start": 210.833,
      "end": 213.3,
      "text": "好的，接下來我們進入今天的主題",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 83,
      "start": 213.466,
      "end": 214.966,
      "text": "要理解這件事",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 84,
      "start": 214.966,
      "end": 220.6,
      "text": "我們就先得拆掉一個很容易產生的誤會——逆向工程不是說有個按鈕",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 85,
      "start": 220.6,
      "end": 221.833,
      "text": "你按一下",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 86,
      "start": 221.833,
      "end": 224.866,
      "text": "別人寫過的源代碼就原封不動地出現了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 87,
      "start": 225.066,
      "end": 227.0,
      "text": "軟件經過編譯之後",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 88,
      "start": 227.0,
      "end": 228.866,
      "text": "原來的注釋、變量名",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 89,
      "start": 228.866,
      "end": 230.9,
      "text": "甚至是一些寫法和結構",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 90,
      "start": 230.9,
      "end": 232.466,
      "text": "都可能已經消失了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 91,
      "start": 232.466,
      "end": 234.7,
      "text": "兩個寫法完全不同的程序",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 92,
      "start": 234.7,
      "end": 236.733,
      "text": "也可能實現一樣的行為",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 93,
      "start": 236.866,
      "end": 239.233,
      "text": "比如作者寫下二加三",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 94,
      "start": 239.233,
      "end": 243.633,
      "text": "那編譯器呢完全可能把它優化成直接返回五",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 95,
      "start": 243.7,
      "end": 246.333,
      "text": "你從最後的機器碼回頭再看",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 96,
      "start": 246.366,
      "end": 250.233,
      "text": "未必還能搞清楚作者當時究竟寫的是哪一種",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 97,
      "start": 250.233,
      "end": 250.6,
      "text": "所以",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 98,
      "start": 250.6,
      "end": 254.633,
      "text": "真正重要的是把軟件的行為和規則重新弄明白",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 99,
      "start": 254.633,
      "end": 258.5,
      "text": "而不是說只是找回一個看上去像源碼的東西",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 100,
      "start": 258.8,
      "end": 259.8,
      "text": "那在過去呢",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 101,
      "start": 259.8,
      "end": 267.0,
      "text": "這件事情常常要靠懂瀏覽器調試、反匯編、和函數調用追蹤的專業工程師",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 102,
      "start": 267.0,
      "end": 268.933,
      "text": "去一點一點的查證",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 103,
      "start": 269.066,
      "end": 270.1,
      "text": "那 REA 呢",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 104,
      "start": 270.1,
      "end": 272.9,
      "text": "它的全稱是 Reverse Engineer Anything",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 105,
      "start": 273.266,
      "end": 275.166,
      "text": "名字聽著就挺囂張的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 106,
      "start": 275.166,
      "end": 278.9,
      "text": "它實際上不是憑空發明瞭一套神奇反編譯器",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 107,
      "start": 278.9,
      "end": 284.533,
      "text": "而是把已有的逆向分析能力整理成 Agent 能調用的調查工具",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 108,
      "start": 284.666,
      "end": 289.066,
      "text": "它的底層可以連接像 Ghidra 、Hopper 等等這樣的專業工具",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 109,
      "start": 289.066,
      "end": 293.066,
      "text": "也可以用於調查公開網頁的結構和運行行為",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 110,
      "start": 293.4,
      "end": 296.666,
      "text": "這相當於給 Agent 配了一套調查員的裝備：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 111,
      "start": 296.9,
      "end": 301.833,
      "text": "它可以找線索、沿著調用路徑往下追、對照觀察結果；",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 112,
      "start": 301.966,
      "end": 304.033,
      "text": "當然，它也可能走錯路",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 113,
      "start": 304.033,
      "end": 305.5,
      "text": "需要繼續檢查",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 114,
      "start": 305.766,
      "end": 310.466,
      "text": "那這裡呢恰好有一件 AI 特別擅長、也特別值得我們關注的事：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 115,
      "start": 310.466,
      "end": 311.933,
      "text": "就是循環",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 116,
      "start": 312.1,
      "end": 314.666,
      "text": "也就是先觀察一個軟件怎麼做",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 117,
      "start": 314.666,
      "end": 316.9,
      "text": "然後提出一種實現猜想",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 118,
      "start": 316.9,
      "end": 318.633,
      "text": "然後自己寫出版本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 119,
      "start": 318.633,
      "end": 320.933,
      "text": "然後再拿實際行為去對照",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 120,
      "start": 320.966,
      "end": 321.8,
      "text": "如果不一樣呢？",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 121,
      "start": 321.8,
      "end": 323.633,
      "text": "那就修改、再試",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 122,
      "start": 323.8,
      "end": 326.566,
      "text": "剛才 DXBall 的三千多組測試",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 123,
      "start": 326.566,
      "end": 329.233,
      "text": "就是這種思路的最有力的證明之一",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 124,
      "start": 329.666,
      "end": 330.2,
      "text": "不過",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 125,
      "start": 330.2,
      "end": 332.866,
      "text": "驗證能讓你知道某個結果是否相符",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 126,
      "start": 332.866,
      "end": 337.066,
      "text": "但不等於從此所有軟件都能輕鬆重建",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 127,
      "start": 337.266,
      "end": 344.233,
      "text": "大系統里還有海量互相依賴的功能、性能問題、運行環境和人的判斷",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 128,
      "start": 344.233,
      "end": 345.4,
      "text": "好、那接下來",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 129,
      "start": 345.4,
      "end": 348.866,
      "text": "我把這個思路搬到一個很熟悉的地方：蘋果官網",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 130,
      "start": 349.166,
      "end": 351.266,
      "text": "事情的起點其實很普通",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 131,
      "start": 351.3,
      "end": 353.7,
      "text": "我已經有一個 wow insight 的網站了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 132,
      "start": 353.7,
      "end": 356.433,
      "text": "收錄的是我自己做過的幾百支視頻",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 133,
      "start": 356.6,
      "end": 357.766,
      "text": "它不是壞網站：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 134,
      "start": 357.766,
      "end": 362.333,
      "text": "它能瀏覽、能搜索、還能按播放列表進行分類",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 135,
      "start": 362.366,
      "end": 364.133,
      "text": "它該有的功能基本都有",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 136,
      "start": 364.233,
      "end": 367.433,
      "text": "這是半年前 Hermes 指揮 Claude code 開發的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 137,
      "start": 367.433,
      "end": 369.866,
      "text": "當時呢只是為了做演示視頻",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 138,
      "start": 370.2,
      "end": 373.133,
      "text": "目前一直是 Hermes 在自動維護它",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 139,
      "start": 373.3,
      "end": 374.966,
      "text": "但我每次打開它的時候",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 140,
      "start": 375.0,
      "end": 376.7,
      "text": "總覺得少了點什麼",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 141,
      "start": 376.7,
      "end": 378.466,
      "text": "畢竟做一支深度視頻",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 142,
      "start": 378.466,
      "end": 381.433,
      "text": "要讀資料、研究論文、設計封面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 143,
      "start": 381.433,
      "end": 383.166,
      "text": "有時要折騰好多天",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 144,
      "start": 383.3,
      "end": 385.966,
      "text": "Hermes 幫我把它們發佈到網站上",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 145,
      "start": 385.966,
      "end": 388.233,
      "text": "卻只是整整齊齊的一排卡片：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 146,
      "start": 388.333,
      "end": 389.1,
      "text": "一張圖",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 147,
      "start": 389.1,
      "end": 391.266,
      "text": "一行標題，再下一張圖",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 148,
      "start": 391.866,
      "end": 394.5,
      "text": "但你看蘋果展示一款產品的時候",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 149,
      "start": 394.5,
      "end": 396.366,
      "text": "完全是另一種態度",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 150,
      "start": 396.366,
      "end": 398.3,
      "text": "一台 Mac，一部 iPhone",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 151,
      "start": 398.3,
      "end": 399.433,
      "text": "甚至一個功能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 152,
      "start": 399.433,
      "end": 401.233,
      "text": "都值得一個專屬的舞台",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 153,
      "start": 401.5,
      "end": 404.633,
      "text": "先看到什麼，滑動之後再看到什麼",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 154,
      "start": 404.633,
      "end": 407.166,
      "text": "哪一句文字應該停在視線裡面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 155,
      "start": 407.166,
      "end": 408.666,
      "text": "都是經過設計的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 156,
      "start": 408.766,
      "end": 409.8,
      "text": "那我就在想了：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 157,
      "start": 409.8,
      "end": 411.866,
      "text": "為什麼我的每支精選視頻",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 158,
      "start": 411.9,
      "end": 413.566,
      "text": "不把它當作一款產品呢？",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 159,
      "start": 413.566,
      "end": 414.833,
      "text": "就像蘋果那樣？",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 160,
      "start": 415.166,
      "end": 415.833,
      "text": "但是",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 161,
      "start": 415.833,
      "end": 420.066,
      "text": "如果我直接對 Codex 說一句“幫我做個蘋果風格的網站”。",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 162,
      "start": 420.166,
      "end": 424.933,
      "text": "那樣很可能只是黑色的背景、超大的字體、和幾個淡入的動畫",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 163,
      "start": 425.066,
      "end": 426.3,
      "text": "看著有點像",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 164,
      "start": 426.3,
      "end": 429.3,
      "text": "實際上它並不知道蘋果是怎樣做到的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 165,
      "start": 429.433,
      "end": 431.5,
      "text": "那回頭又都是我的事情了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 166,
      "start": 431.566,
      "end": 438.1,
      "text": "又或者呢讓它狂燒幾天的 tokens 去研究——但這些呢又都不是我想要的結果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 167,
      "start": 438.1,
      "end": 439.633,
      "text": "我想換個玩法：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 168,
      "start": 439.633,
      "end": 442.433,
      "text": "先讓 Agent 去調查真實的蘋果官網",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 169,
      "start": 442.433,
      "end": 444.733,
      "text": "再回來改造我自己的網站",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 170,
      "start": 444.9,
      "end": 447.866,
      "text": "於是，我在 Mac Studio 上接入 REA",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 171,
      "start": 447.866,
      "end": 449.5,
      "text": "讓 Codex 開始工作",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 172,
      "start": 449.966,
      "end": 451.166,
      "text": "怎樣安裝 REA",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 173,
      "start": 451.166,
      "end": 453.466,
      "text": "我就省略了啊——就一條命令！",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 174,
      "start": 453.466,
      "end": 454.233,
      "text": "你看屏幕",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 175,
      "start": 454.233,
      "end": 458.033,
      "text": "如果還有問題就把它的 github 鏈接發給你的智能體",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 176,
      "start": 458.4,
      "end": 461.2,
      "text": "在開始之前，我要先強調一個邊界：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 177,
      "start": 461.2,
      "end": 466.033,
      "text": "就是我研究的是蘋果公開網頁加載到瀏覽器里的內容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 178,
      "start": 466.033,
      "end": 467.8,
      "text": "不是潛入它的服務器",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 179,
      "start": 467.8,
      "end": 469.533,
      "text": "也沒有破解什麼軟件",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 180,
      "start": 469.966,
      "end": 477.333,
      "text": "Codex 在 REA 的幫助下觀察網頁結構、CSS、JavaScript 和真實的滾動行為",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 181,
      "start": 477.366,
      "end": 479.766,
      "text": "留下了一份可追溯的調查報告",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 182,
      "start": 480.033,
      "end": 480.966,
      "text": "最有意思的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 183,
      "start": 480.966,
      "end": 485.833,
      "text": "是那些看起來簡單、實際上呀是各有門道的滾動效果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 184,
      "start": 485.833,
      "end": 487.666,
      "text": "比如，你向下滑動的時候",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 185,
      "start": 487.666,
      "end": 489.033,
      "text": "標題先出現",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 186,
      "start": 489.033,
      "end": 491.866,
      "text": "下一行說明會稍稍晚一點跟上",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 187,
      "start": 491.866,
      "end": 494.366,
      "text": "整組內容像排練過一樣入場",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 188,
      "start": 494.8,
      "end": 498.666,
      "text": "我本來可以直接用最常見的滾動檢測去模擬",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 189,
      "start": 498.833,
      "end": 500.333,
      "text": "但智能體調查發現",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 190,
      "start": 500.466,
      "end": 505.433,
      "text": "蘋果頁面中的相關效果有自己的 ScrollGroup 和 TimeGroup 機制",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 191,
      "start": 505.6,
      "end": 508.833,
      "text": "它們組織滾動觸發和動畫時序",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 192,
      "start": 508.833,
      "end": 511.766,
      "text": "並不只是給幾段文字隨便加一個延遲",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 193,
      "start": 512.033,
      "end": 513.3,
      "text": "另一處更有趣",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 194,
      "start": 513.433,
      "end": 517.733,
      "text": "某些展示畫面看起來像是跟著你的手指在轉動：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 195,
      "start": 517.866,
      "end": 519.0,
      "text": "你往下滑一點",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 196,
      "start": 519.0,
      "end": 520.2,
      "text": "它就前進一點；",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 197,
      "start": 520.2,
      "end": 521.833,
      "text": "你停住，它也停住",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 198,
      "start": 522.1,
      "end": 525.466,
      "text": "Codex + REA 做的調查報告顯示",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 199,
      "start": 525.633,
      "end": 528.233,
      "text": "這類效果用到了預先製作的視頻",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 200,
      "start": 528.4,
      "end": 531.3,
      "text": "以及一種叫做 VideoScrub 的控制方式",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 201,
      "start": 531.466,
      "end": 534.7,
      "text": "網頁會把滾動進度對應到視頻時間",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 202,
      "start": 534.9,
      "end": 537.1,
      "text": "而不是普通地點擊播放",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 203,
      "start": 537.466,
      "end": 540.466,
      "text": "那這個發現呢就特別適合解釋一件事：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 204,
      "start": 540.466,
      "end": 543.666,
      "text": "就是你在屏幕上看到一個漂亮的動畫",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 205,
      "start": 543.666,
      "end": 547.333,
      "text": "不代表它一定是由 CSS 實時畫出來的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 206,
      "start": 547.466,
      "end": 552.866,
      "text": "但我沒有把蘋果發現的所有機制都複製到自己的網站——沒有必要！",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 207,
      "start": 552.9,
      "end": 554.633,
      "text": "一個視頻作品的展示站",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 208,
      "start": 554.633,
      "end": 558.033,
      "text": "不需要背上一整套的視頻尋幀系統",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 209,
      "start": 558.033,
      "end": 558.666,
      "text": "呵呵",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 210,
      "start": 558.666,
      "end": 561.8,
      "text": "我只是想在幾個小時之內就做出這個 demo",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 211,
      "start": 561.8,
      "end": 564.566,
      "text": "然後把我的體驗做成視頻分享給大家",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 212,
      "start": 564.633,
      "end": 570.366,
      "text": "所以歡迎你們把你們用 智能體 + REA 做出來的作品鏈接放在評論區哦！",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 213,
      "start": 570.466,
      "end": 571.166,
      "text": "最後",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 214,
      "start": 571.166,
      "end": 574.266,
      "text": "我和我的智能體們選擇了更輕巧的方案：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 215,
      "start": 574.266,
      "end": 577.466,
      "text": "用原生 CSS 和少量的 JavaScript",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 216,
      "start": 577.6,
      "end": 582.5,
      "text": "實現自己的滾動淡入、懸停展示和分章節視覺節奏",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 217,
      "start": 582.7,
      "end": 589.533,
      "text": "這不是複製蘋果源碼——蘋果頁面的某些動畫是由它自己的時間組機制來控制的；",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 218,
      "start": 589.566,
      "end": 590.633,
      "text": "我的相似觀感",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 219,
      "start": 590.633,
      "end": 594.633,
      "text": "採用的是 IntersectionObserver 等更簡單的實現",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 220,
      "start": 594.966,
      "end": 598.5,
      "text": "所以，這個視頻我最想分享給你的是：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 221,
      "start": 598.5,
      "end": 602.5,
      "text": "REA 幫 Codex 弄清楚別人是怎樣解決問題的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 222,
      "start": 602.5,
      "end": 608.333,
      "text": "而 Codex 要決定的是我們到底需要哪一部分——這才是整場實驗的關鍵",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 223,
      "start": 608.766,
      "end": 609.566,
      "text": "到這裡",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 224,
      "start": 609.633,
      "end": 613.1,
      "text": "Mac Studio 上的 Codex 已經做出了新版網站",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 225,
      "start": 613.2,
      "end": 616.1,
      "text": "但我並沒有讓它直接覆蓋線上項目",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 226,
      "start": 616.1,
      "end": 618.066,
      "text": "因為我真正運行的網站",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 227,
      "start": 618.066,
      "end": 621.1,
      "text": "在另一台一直開機的 Mac mini M4 上",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 228,
      "start": 621.1,
      "end": 622.5,
      "text": "由 Hermes 負責維護",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 229,
      "start": 622.866,
      "end": 630.3,
      "text": "它原來呢就有每天晚上十一點自動拉取數據、提交 GitHub、以及交給 Vercel 發佈的成熟流程",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 230,
      "start": 630.3,
      "end": 630.9,
      "text": "這一次",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 231,
      "start": 630.9,
      "end": 638.533,
      "text": "我讓 Codex 把自己的調查、代碼改動、數據規則、構建命令和注意事項寫成交接材料",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 232,
      "start": 638.533,
      "end": 640.466,
      "text": "再把實驗版複製過去",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 233,
      "start": 640.6,
      "end": 643.533,
      "text": "Hermes 接手後先看真實生產環境",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 234,
      "start": 643.533,
      "end": 646.333,
      "text": "保留原有數據和人工編輯內容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 235,
      "start": 646.333,
      "end": 648.933,
      "text": "然後在獨立副本里完成整合",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 236,
      "start": 649.1,
      "end": 652.6,
      "text": "它做的不只是把新網頁拷貝到服務器",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 237,
      "start": 652.833,
      "end": 655.6,
      "text": "Hermes 把這步接進新版更新流程：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 238,
      "start": 655.666,
      "end": 661.233,
      "text": "取數據、算 Top 5、檢查高清封面、生成頁面、核對版本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 239,
      "start": 661.233,
      "end": 661.966,
      "text": "最後準備發佈",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 240,
      "start": 663.0,
      "end": 664.733,
      "text": "新版網站發佈之後",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 241,
      "start": 664.733,
      "end": 666.6,
      "text": "我自己打開網頁看了一下",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 242,
      "start": 666.6,
      "end": 667.866,
      "text": "效果達到預期",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 243,
      "start": 668.133,
      "end": 670.5,
      "text": "整個體驗下來，我想告訴你的是",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 244,
      "start": 670.5,
      "end": 674.033,
      "text": "不要把所有功勞都歸功於 REA——你看",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 245,
      "start": 674.033,
      "end": 677.2,
      "text": "Codex 在一台機器上調查和創造",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 246,
      "start": 677.2,
      "end": 680.0,
      "text": "Hermes 在另一台機器上接手部署",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 247,
      "start": 680.0,
      "end": 683.166,
      "text": "兩個 Agent 接力完成了整個項目",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 248,
      "start": 683.2,
      "end": 684.333,
      "text": "但真正重要的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 249,
      "start": 684.333,
      "end": 687.133,
      "text": "還有我們人類自己的選擇和判斷",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 250,
      "start": 687.4,
      "end": 689.533,
      "text": "回頭看開場那些遊戲畫面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 251,
      "start": 689.533,
      "end": 691.966,
      "text": "我覺得有一件事特別有意思",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 252,
      "start": 692.066,
      "end": 692.733,
      "text": "現在",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 253,
      "start": 692.733,
      "end": 695.933,
      "text": "我們可以看見馬里奧跑進《艾爾登法環》，",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 254,
      "start": 696.1,
      "end": 701.133,
      "text": "也可以看見不同遊戲的角色、場景和玩法被重新組合",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 255,
      "start": 701.3,
      "end": 705.666,
      "text": "AI 讓研究、修改、和重建軟件的門檻開始降低",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 256,
      "start": 705.7,
      "end": 707.633,
      "text": "這些曾經不可思議的畫面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 257,
      "start": 707.633,
      "end": 710.9,
      "text": "也越來越多地出現在真實的開發者實驗中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 258,
      "start": 711.033,
      "end": 712.266,
      "text": "可換一個問題：",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 259,
      "start": 712.5,
      "end": 716.3,
      "text": "如果今天我們能夠把馬里奧放進任何一個遊戲",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 260,
      "start": 716.433,
      "end": 720.9,
      "text": "那誰會創造出下一款真正讓人著迷的《超級馬里奧》呢？",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 261,
      "start": 720.9,
      "end": 724.633,
      "text": "我讓 Codex 借助 REA 研究了蘋果的官網",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 262,
      "start": 724.633,
      "end": 727.166,
      "text": "確實學會了不少漂亮的設計方法",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 263,
      "start": 727.166,
      "end": 729.866,
      "text": "還把它們用到了自己的網站上",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 264,
      "start": 729.9,
      "end": 731.2,
      "text": "如果你是一個設計者",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 265,
      "start": 731.2,
      "end": 733.066,
      "text": "可以再花幾天細化",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 266,
      "start": 733.066,
      "end": 735.333,
      "text": "就一定能做出更驚艷的效果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 267,
      "start": 735.333,
      "end": 737.966,
      "text": "但蘋果的魅力不只是那些動畫",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 268,
      "start": 738.0,
      "end": 739.166,
      "text": "正如一個好遊戲",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 269,
      "start": 739.333,
      "end": 743.1,
      "text": "也絕不只是把熟悉的角色放進另一個世界",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 270,
      "start": 743.433,
      "end": 746.5,
      "text": "當 AI 越來越擅長拆解和重建",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 271,
      "start": 746.533,
      "end": 747.933,
      "text": "真正值得期待的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 272,
      "start": 747.933,
      "end": 752.533,
      "text": "是有人用這些能力創造出我們從未見過的新作品！",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 273,
      "start": 752.6,
      "end": 753.8,
      "text": "這裡是wow insight！",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 274,
      "start": 753.8,
      "end": 755.433,
      "text": "那如果你喜歡這支影片的話",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 275,
      "start": 755.433,
      "end": 757.833,
      "text": "就記得幫我訂閱點贊和分享",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 276,
      "start": 757.833,
      "end": 760.4,
      "text": "我們就下一支影片再見囉，拜拜",
      "source": "source_caption",
      "timing_uncertain": false
    }
  ]
}