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      "end": 178.57,
      "text": "Gemini",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 67,
      "start": 178.57,
      "end": 180.4,
      "text": "Kimi opencode或MiMo這",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 68,
      "start": 180.4,
      "end": 182.24,
      "text": "類外部agent接進聊天",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 69,
      "start": 182.24,
      "end": 186.82,
      "text": "對開發者來說學習研究和實作可以互相呼",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 70,
      "start": 186.82,
      "end": 188.82,
      "text": "叫Book也不是普通PDF",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 71,
      "start": 189.5,
      "end": 192.16,
      "text": "DeepTutor把材料編成互動式活",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 72,
      "start": 192.16,
      "end": 197.36,
      "text": "書可以有章節測驗圖解動畫概念圖和Page Chat",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 73,
      "start": 197.82,
      "end": 199.92,
      "text": "Co-Writer則像一張寫作台",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 74,
      "start": 200.32,
      "end": 204.14,
      "text": "你選一段文字它可以根據知識庫或網路證",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 75,
      "start": 204.14,
      "end": 208.12,
      "text": "據改寫然後用差異對照讓你接受或拒絕",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 76,
      "start": 208.12,
      "end": 210.54,
      "text": "Visualize和Math Animator讓",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 77,
      "start": 210.54,
      "end": 214.18,
      "text": "抽象概念變成圖表互動模組或動畫",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 78,
      "start": 214.6,
      "end": 217.94,
      "text": "數學資料結構模型流程這類內容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 79,
      "start": 218.26,
      "end": 219.96,
      "text": "純文字有時真的不夠",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 80,
      "start": 220.34,
      "end": 222.06,
      "text": "設定面也做得很集中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 81,
      "start": 222.46,
      "end": 226.74,
      "text": "模型embedding搜尋TTS STT Image Generation",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 82,
      "start": 227.34,
      "end": 228.96,
      "text": "Video Generation文件",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 83,
      "start": 228.96,
      "end": 230.54,
      "text": "解析工具和MCP",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 84,
      "start": 230.94,
      "end": 232.48,
      "text": "都在Settings裡管理",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 85,
      "start": 232.82,
      "end": 236.88,
      "text": "安裝路徑有四種你可以用PyPI裝完整",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 86,
      "start": 236.88,
      "end": 237.92,
      "text": "本地Web app",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 87,
      "start": 238.26,
      "end": 240.36,
      "text": "也可以source install Docker單",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 88,
      "start": 240.36,
      "end": 242.02,
      "text": "容器或只裝CLI",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 89,
      "start": 242.55,
      "end": 244.58,
      "text": "Docker版本有個實用細節",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 90,
      "start": 244.98,
      "end": 246.88,
      "text": "通常只需要開前端3782",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 91,
      "start": 247.667,
      "end": 249.46,
      "text": "Next.js middleware會",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 92,
      "start": 249.46,
      "end": 252.3,
      "text": "在容器內把API和WebSocket轉",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 93,
      "start": 252.3,
      "end": 253.86,
      "text": "到FastAPI後端",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 94,
      "start": 254.26,
      "end": 256.84,
      "text": "CLI是給agent很好用的入口",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 95,
      "start": 257.24,
      "end": 259.52,
      "text": "deeptutor run可以用JSON串",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 96,
      "start": 259.52,
      "end": 262.16,
      "text": "接單次能力deeptutor chat則",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 97,
      "start": 262.16,
      "end": 263.8,
      "text": "是人類用的REPL",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 98,
      "start": 263.8,
      "end": 267.62,
      "text": "最新README也提到OpenAI Codex OAuth",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 99,
      "start": 267.62,
      "end": 270.08,
      "text": "可以用自己的ChatGPT plan登",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 100,
      "start": 270.08,
      "end": 271.9,
      "text": "入DeepTutor的模型設定",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 101,
      "start": 272.3,
      "end": 274.82,
      "text": "對不想管理傳統API key的人",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 102,
      "start": 275.22,
      "end": 278.14,
      "text": "這一點很吸引人但這裡要踩煞車",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 103,
      "start": 278.54,
      "end": 280.04,
      "text": "DeepTutor功能很大",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 104,
      "start": 280.36,
      "end": 282.04,
      "text": "也代表導入成本不低",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 105,
      "start": 282.38,
      "end": 285.0,
      "text": "你要配置模型embedding文件解",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 106,
      "start": 285.0,
      "end": 287.22,
      "text": "析知識庫引擎權限",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 107,
      "start": 287.52,
      "end": 289.64,
      "text": "還可能要處理多用戶隔離",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 108,
      "start": 289.64,
      "end": 293.22,
      "text": "如果資料來源亂索引錯模型不穩",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 109,
      "start": 293.56,
      "end": 295.54,
      "text": "個人化反而會變成噪音",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 110,
      "start": 295.9,
      "end": 297.74,
      "text": "RAG也不是單選題",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 111,
      "start": 298.1,
      "end": 301.17,
      "text": "GraphRAG LightRAG PageIndex",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 112,
      "start": 301.17,
      "end": 302.12,
      "text": "LlamaIndex",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 113,
      "start": 302.12,
      "end": 304.58,
      "text": "各自適合不同資料和問題",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 114,
      "start": 304.98,
      "end": 307.06,
      "text": "不是打開就一定比較聰明",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 115,
      "start": 307.4,
      "end": 310.28,
      "text": "另外多用戶部署雖然支援隔離",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 116,
      "start": 310.6,
      "end": 314.98,
      "text": "但管理者還是要負責模型授權知識庫grants工",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 117,
      "start": 314.98,
      "end": 317.2,
      "text": "具策略和程式執行風險",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 118,
      "start": 317.2,
      "end": 319.98,
      "text": "所以我會把DeepTutor看成一個",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 119,
      "start": 319.98,
      "end": 323.3,
      "text": "開源教育工作台而不是零設定玩具",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 120,
      "start": 323.72,
      "end": 327.74,
      "text": "它適合願意整理材料建立知識庫記錄學習",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 121,
      "start": 327.74,
      "end": 329.76,
      "text": "狀態的人如果你是老師",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 122,
      "start": 330.18,
      "end": 333.46,
      "text": "可以拿它設計題庫回饋和補救教學",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 123,
      "start": 333.86,
      "end": 337.63,
      "text": "如果你是學生可以把課本筆記和問答串起",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 124,
      "start": 337.63,
      "end": 339.42,
      "text": "來如果你是開發者",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 125,
      "start": 339.78,
      "end": 342.66,
      "text": "它更像一個agent-native learning platform的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 126,
      "start": 342.66,
      "end": 344.62,
      "text": "參考實作不適合誰",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 127,
      "start": 344.94,
      "end": 348.54,
      "text": "如果你只想要一個最輕量問一句答一句的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 128,
      "start": 348.54,
      "end": 350.13,
      "text": "chatbot DeepTutor可",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 129,
      "start": 350.13,
      "end": 354.3,
      "text": "能太重但如果你在意的是長期學習脈絡引",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 130,
      "start": 354.3,
      "end": 357.48,
      "text": "用來源工具協作和可追溯記憶",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 131,
      "start": 357.82,
      "end": 359.5,
      "text": "那它就值得花時間拆",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 132,
      "start": 359.92,
      "end": 361.18,
      "text": "一句話總結DeepTutor",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 133,
      "start": 361.67,
      "end": 365.85,
      "text": "它想把AI家教從會回答推到看得見你怎",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 134,
      "start": 365.85,
      "end": 369.86,
      "text": "麼學對我來說最有價值的不是某一個炫技",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 135,
      "start": 369.86,
      "end": 374.18,
      "text": "功能而是知識記憶工具和互動都在同一條",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 136,
      "start": 374.18,
      "end": 378.14,
      "text": "線上如果你想看更多這類開源工具的拆解",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 137,
      "start": 378.48,
      "end": 380.16,
      "text": "記得訂閱GitHub雷達",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 138,
      "start": 380.48,
      "end": 381.46,
      "text": "下支影片見",
      "source": "source_caption",
      "timing_uncertain": false
    }
  ]
}