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      "text": "它开始决定该看什么看多久",
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      "text": "以及什么时候应该回头再看",
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      "text": "首批支持Gemini3.7Flash",
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      "timing_uncertain": false
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      "text": "Google AI studio与Gemini enterprise",
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    },
    {
      "id": 25,
      "start": 64.2,
      "end": 66.1,
      "text": "谷歌公布的数字很醒目",
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      "timing_uncertain": false
    },
    {
      "id": 26,
      "start": 66.2,
      "end": 68.8,
      "text": "与固定帧率的静态处理相比",
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      "timing_uncertain": false
    },
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      "start": 68.9,
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      "text": "智能体模式在测试中",
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      "timing_uncertain": false
    },
    {
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      "start": 70.733,
      "end": 73.766,
      "text": "最高减少88%的TOKEN消耗",
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      "timing_uncertain": false
    },
    {
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      "start": 73.966,
      "end": 76.8,
      "text": "最高降低66%的分析成本",
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      "timing_uncertain": false
    },
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      "id": 30,
      "start": 77.133,
      "end": 79.666,
      "text": "回答质量最高提高7%",
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      "timing_uncertain": false
    },
    {
      "id": 31,
      "start": 79.866,
      "end": 81.5,
      "text": "三个最高必须保留",
      "source": "source_caption",
      "timing_uncertain": false
    },
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      "id": 32,
      "start": 81.666,
      "end": 84.533,
      "text": "因为它们来自不同任务和测试条件",
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      "timing_uncertain": false
    },
    {
      "id": 33,
      "start": 84.933,
      "end": 86.566,
      "text": "不能理解为所有视频",
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      "timing_uncertain": false
    },
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      "id": 34,
      "start": 86.566,
      "end": 88.666,
      "text": "都会同时达到这组结果",
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      "start": 88.866,
      "end": 91.666,
      "text": "短片和长客以及监控录像与",
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      "timing_uncertain": false
    },
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      "id": 36,
      "start": 91.666,
      "end": 94.1,
      "text": "体育素材的收益会有很大差别",
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      "timing_uncertain": false
    },
    {
      "id": 37,
      "start": 94.4,
      "end": 96.366,
      "text": "要理解这项更新的分量",
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      "timing_uncertain": false
    },
    {
      "id": 38,
      "start": 96.5,
      "end": 99.3,
      "text": "先要看传统视频AI怎样工作",
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      "timing_uncertain": false
    },
    {
      "id": 39,
      "start": 100.2,
      "end": 102.266,
      "text": "Gemini的默认静态模式通常",
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      "timing_uncertain": false
    },
    {
      "id": 40,
      "start": 102.266,
      "end": 105.066,
      "text": "按照每秒一帧读取画面音频",
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      "timing_uncertain": false
    },
    {
      "id": 41,
      "start": 105.466,
      "end": 107.0,
      "text": "按固定规格处理",
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      "timing_uncertain": false
    },
    {
      "id": 42,
      "start": 107.166,
      "end": 110.266,
      "text": "再把时间戳和媒体信息放入上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 43,
      "start": 110.366,
      "end": 111.9,
      "text": "低媒体分辨率下",
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      "timing_uncertain": false
    },
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      "id": 44,
      "start": 111.9,
      "end": 114.4,
      "text": "一秒视频大约消耗100个TOKEN",
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      "timing_uncertain": false
    },
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      "start": 115.066,
      "end": 117.4,
      "text": "高分辨率可接近300个TOKEN",
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      "timing_uncertain": false
    },
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      "id": 46,
      "start": 117.733,
      "end": 119.066,
      "text": "一小时内容大约",
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      "id": 47,
      "start": 119.066,
      "end": 121.933,
      "text": "对应36万到108万个TOKEN",
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      "timing_uncertain": false
    },
    {
      "id": 48,
      "start": 122.266,
      "end": 125.166,
      "text": "还没计算问题系统指令和输出",
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      "timing_uncertain": false
    },
    {
      "id": 49,
      "start": 125.3,
      "end": 127.366,
      "text": "固定抽帧有两个明显缺陷",
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      "timing_uncertain": false
    },
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      "id": 50,
      "start": 127.666,
      "end": 130.766,
      "text": "第一是成本跟时长近似线性增长",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 51,
      "start": 131.166,
      "end": 133.366,
      "text": "视频从10分钟变成两小时",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 52,
      "start": 133.5,
      "end": 136.166,
      "text": "系统即使只需要回答一个局部问题",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 53,
      "start": 136.166,
      "end": 138.2,
      "text": "也要处理大量无关片段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 54,
      "start": 138.333,
      "end": 140.566,
      "text": "第二是精度被采样率限制",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 55,
      "start": 140.733,
      "end": 143.133,
      "text": "一个快速手势仪表跳变",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 56,
      "start": 143.133,
      "end": 145.5,
      "text": "或者剪辑点持续不到1秒",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 57,
      "start": 145.933,
      "end": 147.5,
      "text": "固定的一帧可能刚好",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 58,
      "start": 147.5,
      "end": 149.533,
      "text": "落在动作之前和之后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 59,
      "start": 149.566,
      "end": 151.1,
      "text": "中间最关键的状态",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 60,
      "start": 151.1,
      "end": 152.966,
      "text": "没有进入模型上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 61,
      "start": 153.1,
      "end": 155.1,
      "text": "开发者以前可以自己解决",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 62,
      "start": 155.466,
      "end": 157.133,
      "text": "他们先跑语音转录",
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      "timing_uncertain": false
    },
    {
      "id": 63,
      "start": 157.366,
      "end": 159.466,
      "text": "再用关键词定位时间段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 64,
      "start": 159.666,
      "end": 161.2,
      "text": "然后切割视频",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 65,
      "start": 161.266,
      "end": 162.666,
      "text": "提高局部帧率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 66,
      "start": 162.733,
      "end": 165.133,
      "text": "最后把片段送入视觉模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 67,
      "start": 165.333,
      "end": 168.1,
      "text": "遇到复杂问题还要写循环",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 68,
      "start": 168.1,
      "end": 169.9,
      "text": "让模型重新查找",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 69,
      "start": 170.1,
      "end": 171.4,
      "text": "工程上做得到",
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      "timing_uncertain": false
    },
    {
      "id": 70,
      "start": 171.7,
      "end": 173.766,
      "text": "代价是维护转录和检索",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 71,
      "start": 174.2,
      "end": 176.466,
      "text": "还要处理切片与多模态推理",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 72,
      "start": 176.9,
      "end": 178.2,
      "text": "每种视频格式",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 73,
      "start": 178.3,
      "end": 180.9,
      "text": "每类问题都可能需要不同规则",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 74,
      "start": 181.166,
      "end": 182.5,
      "text": "谷歌现在把这条",
      "source": "source_caption",
      "timing_uncertain": false
    },
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      "id": 75,
      "start": 182.5,
      "end": 184.366,
      "text": "流水线收进模型内部",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 76,
      "start": 184.733,
      "end": 186.133,
      "text": "Gemini接到问题后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 77,
      "start": 186.133,
      "end": 188.166,
      "text": "可以先检查转录文字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 78,
      "start": 188.333,
      "end": 190.533,
      "text": "确定几个可能的时间窗口",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 79,
      "start": 190.866,
      "end": 192.866,
      "text": "接着调用内部视频工具",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 80,
      "start": 192.866,
      "end": 194.9,
      "text": "读取局部画面或音频",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 81,
      "start": 195.2,
      "end": 196.366,
      "text": "证据不足时",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 82,
      "start": 196.366,
      "end": 198.0,
      "text": "它会改变采样方式",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 83,
      "start": 198.333,
      "end": 199.3,
      "text": "再看一次",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 84,
      "start": 199.666,
      "end": 201.933,
      "text": "API响应中的Processing call和",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 85,
      "start": 201.933,
      "end": 204.9,
      "text": "Processing result会记录这些加载步骤",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 86,
      "start": 204.9,
      "end": 206.666,
      "text": "最后才生成答案",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 87,
      "start": 206.766,
      "end": 209.166,
      "text": "这里的智能体没有神秘成分",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 88,
      "start": 209.766,
      "end": 211.9,
      "text": "它代表模型拥有了一个循环",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 89,
      "start": 212.366,
      "end": 214.066,
      "text": "先制定搜索方向",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 90,
      "start": 214.166,
      "end": 216.6,
      "text": "调用工具取得局部证据",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 91,
      "start": 216.866,
      "end": 218.766,
      "text": "判断证据是否够用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 92,
      "start": 218.8,
      "end": 220.133,
      "text": "再决定下一步",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 93,
      "start": 220.466,
      "end": 223.466,
      "text": "过去的视频模型更像一次性读取器",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 94,
      "start": 223.666,
      "end": 226.8,
      "text": "所有内容在回答前就被装进上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 95,
      "start": 226.8,
      "end": 229.866,
      "text": "新模式把视频当成可查询的数据源",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 96,
      "start": 230.166,
      "end": 232.9,
      "text": "模型只在需要时取出相关部分",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 97,
      "start": 233.066,
      "end": 234.6,
      "text": "这一变化首先解决",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 98,
      "start": 234.6,
      "end": 236.333,
      "text": "长视频的经济问题",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 99,
      "start": 237.066,
      "end": 238.9,
      "text": "用户询问一场90分钟",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 100,
      "start": 238.9,
      "end": 240.866,
      "text": "发布会中的三个公告",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 101,
      "start": 241.566,
      "end": 244.466,
      "text": "静态模式会为整场内容支付TOKEN",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 102,
      "start": 244.9,
      "end": 245.9,
      "text": "智能体模式",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 103,
      "start": 246.066,
      "end": 247.4,
      "text": "可能先看转录",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 104,
      "start": 247.533,
      "end": 248.8,
      "text": "找到三处重点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 105,
      "start": 248.8,
      "end": 250.366,
      "text": "再加载附近画面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 106,
      "start": 250.533,
      "end": 252.8,
      "text": "核对产品名称和演示细节",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 107,
      "start": 252.933,
      "end": 255.466,
      "text": "大量重复镜头停顿和",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 108,
      "start": 255.466,
      "end": 256.9,
      "text": "与问题无关的内容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 109,
      "start": 256.9,
      "end": 258.4,
      "text": "无需进入上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 110,
      "start": 258.466,
      "end": 259.766,
      "text": "成本自然下降",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 111,
      "start": 259.933,
      "end": 262.666,
      "text": "88%的TOKEN节省由此而来",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 112,
      "start": 262.9,
      "end": 264.9,
      "text": "但它没有改变模型定价",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 113,
      "start": 265.0,
      "end": 267.5,
      "text": "谷歌暂时不收取额外功能费",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 114,
      "start": 267.566,
      "end": 270.733,
      "text": "输入和输出以及中间推理与工具",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 115,
      "start": 270.733,
      "end": 273.733,
      "text": "加载内容仍按标准Gemini价格计算",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 116,
      "start": 273.966,
      "end": 275.6,
      "text": "节省来自少读数据",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 117,
      "start": 275.7,
      "end": 277.666,
      "text": "并非每个TOKEN变便宜",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 118,
      "start": 277.866,
      "end": 279.0,
      "text": "问题越集中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 119,
      "start": 279.1,
      "end": 280.066,
      "text": "视频越长",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 120,
      "start": 280.066,
      "end": 281.466,
      "text": "无关内容越多",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 121,
      "start": 281.866,
      "end": 283.5,
      "text": "这种方式越划算",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 122,
      "start": 283.666,
      "end": 286.666,
      "text": "反过来如果用户要求完整列出",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 123,
      "start": 286.666,
      "end": 288.8,
      "text": "整场比赛每一次传球",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 124,
      "start": 289.0,
      "end": 291.366,
      "text": "模型几乎要检查全部内容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 125,
      "start": 292.133,
      "end": 293.6,
      "text": "智能体模式能省下",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 126,
      "start": 293.6,
      "end": 295.366,
      "text": "的TOKEN会明显减少",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 127,
      "start": 295.733,
      "end": 298.866,
      "text": "反复规划还可能增加额外思考费用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 128,
      "start": 299.066,
      "end": 300.866,
      "text": "谷歌开发文档也提醒",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 129,
      "start": 301.266,
      "end": 303.133,
      "text": "TOKEN消耗取决于内容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 130,
      "start": 303.133,
      "end": 304.866,
      "text": "复杂度和导航深度",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 131,
      "start": 305.3,
      "end": 307.533,
      "text": "动态浏览是一种资源分配策略",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 132,
      "start": 307.533,
      "end": 310.2,
      "text": "不是一台固定比例的视频压缩器",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 133,
      "start": 310.266,
      "end": 311.966,
      "text": "第二个变化是模型可以",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 134,
      "start": 311.966,
      "end": 313.966,
      "text": "在局部提高时间精度",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 135,
      "start": 314.266,
      "end": 316.2,
      "text": "静态模式默认每秒一帧",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 136,
      "start": 316.5,
      "end": 318.466,
      "text": "适合大多数缓慢场景",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 137,
      "start": 318.866,
      "end": 320.2,
      "text": "智能体发现某个时间",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 138,
      "start": 320.2,
      "end": 322.1,
      "text": "窗口存在快速动作后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 139,
      "start": 322.166,
      "end": 324.733,
      "text": "可以调整帧率并重复查看",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 140,
      "start": 324.9,
      "end": 327.466,
      "text": "谷歌展示的方向包括精确计算",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 141,
      "start": 327.466,
      "end": 330.266,
      "text": "重复动作和捕捉短暂状态变化",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 142,
      "start": 330.566,
      "end": 332.8,
      "text": "还能寻找紧密剪辑边界",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 143,
      "start": 332.9,
      "end": 335.466,
      "text": "以及检查高速运动中的异常",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 144,
      "start": 335.666,
      "end": 337.133,
      "text": "以工厂质检为例",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 145,
      "start": 337.133,
      "end": 339.266,
      "text": "一条传送带运行几个小时",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 146,
      "start": 339.466,
      "end": 341.733,
      "text": "真正的机械卡顿可能只有半秒",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 147,
      "start": 341.766,
      "end": 344.4,
      "text": "把所有画面都按高帧率送入模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 148,
      "start": 344.6,
      "end": 346.4,
      "text": "账单和延迟都会很高",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 149,
      "start": 346.5,
      "end": 349.8,
      "text": "先用低成本信号锁定异常窗口",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 150,
      "start": 350.1,
      "end": 352.166,
      "text": "再对几秒内容密集采样",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 151,
      "start": 352.333,
      "end": 354.7,
      "text": "才符合生产系统的资源逻辑",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 152,
      "start": 355.0,
      "end": 356.4,
      "text": "模型的价值来自把",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 153,
      "start": 356.4,
      "end": 358.333,
      "text": "算力集中到可疑位置",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 154,
      "start": 358.533,
      "end": 360.366,
      "text": "体育分析也是同一套原理",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 155,
      "start": 360.7,
      "end": 361.966,
      "text": "用户询问一名球员",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 156,
      "start": 361.966,
      "end": 363.566,
      "text": "何时改变跑动方向",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 157,
      "start": 363.7,
      "end": 365.266,
      "text": "字幕几乎没有帮助",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 158,
      "start": 365.366,
      "end": 367.133,
      "text": "模型就需要依赖画面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 159,
      "start": 367.2,
      "end": 369.766,
      "text": "用户询问教练在暂停时说了什么",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 160,
      "start": 369.8,
      "end": 371.533,
      "text": "转录和音频更重要",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 161,
      "start": 371.666,
      "end": 373.666,
      "text": "过去多模态常被理解为",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 162,
      "start": 373.666,
      "end": 375.866,
      "text": "把几种数据一起输入",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 163,
      "start": 376.466,
      "end": 379.766,
      "text": "智能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 164,
      "start": 389.533,
      "end": 391.933,
      "text": "模型可以先依靠文本快速定位",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 165,
      "start": 392.0,
      "end": 394.466,
      "text": "多人同时讲话口音复杂",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 166,
      "start": 394.5,
      "end": 396.166,
      "text": "或者没有字幕的素材",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 167,
      "start": 396.333,
      "end": 398.666,
      "text": "需要读取更多音频和画面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 168,
      "start": 398.866,
      "end": 400.733,
      "text": "TOKEN节省可能下降",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 169,
      "start": 400.933,
      "end": 402.366,
      "text": "纯视觉任务又会把",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 170,
      "start": 402.366,
      "end": 403.9,
      "text": "压力转到镜头理解",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 171,
      "start": 404.3,
      "end": 405.5,
      "text": "厂商公布一个平均",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 172,
      "start": 405.5,
      "end": 407.666,
      "text": "数字很难覆盖这些差异",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 173,
      "start": 407.866,
      "end": 410.366,
      "text": "开发者最好按自己的语言和话值",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 174,
      "start": 410.5,
      "end": 412.7,
      "text": "再按内容类型建立测试集",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 175,
      "start": 412.9,
      "end": 415.966,
      "text": "同一个问题的写法也可能改变成本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 176,
      "start": 416.333,
      "end": 418.1,
      "text": "询问总结整场会议",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 177,
      "start": 418.466,
      "end": 420.533,
      "text": "模型需要覆盖大量片段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 178,
      "start": 420.733,
      "end": 422.566,
      "text": "询问财务负责人在哪",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 179,
      "start": 422.566,
      "end": 424.366,
      "text": "一段下调收入预期",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 180,
      "start": 424.666,
      "end": 426.7,
      "text": "搜索范围明显更集中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 181,
      "start": 426.933,
      "end": 429.1,
      "text": "智能体模式会让提示词从",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 182,
      "start": 429.1,
      "end": 431.733,
      "text": "表达习惯变成资源调度信号",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 183,
      "start": 431.866,
      "end": 433.0,
      "text": "问题越明确",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 184,
      "start": 433.2,
      "end": 435.966,
      "text": "模型越容易决定哪些内容无需加载",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 185,
      "start": 436.8,
      "end": 438.366,
      "text": "模糊问题则可能触发",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 186,
      "start": 438.366,
      "end": 440.966,
      "text": "更广泛的搜索和多轮复查",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 187,
      "start": 440.966,
      "end": 443.5,
      "text": "这给产品设计提出了新要求",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 188,
      "start": 443.8,
      "end": 445.966,
      "text": "界面不能只放一个输入框",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 189,
      "start": 446.6,
      "end": 448.1,
      "text": "还应该让用户选择",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 190,
      "start": 448.1,
      "end": 450.8,
      "text": "速度完整度和证据要求",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 191,
      "start": 450.933,
      "end": 453.533,
      "text": "快速查找允许模型少看一些",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 192,
      "start": 453.733,
      "end": 456.3,
      "text": "合规审查则要扩大覆盖范围",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 193,
      "start": 456.4,
      "end": 457.866,
      "text": "并返回时间戳",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 194,
      "start": 457.966,
      "end": 460.366,
      "text": "不同任务共用一个默认配置",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 195,
      "start": 460.533,
      "end": 462.266,
      "text": "最终往往既不够快",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 196,
      "start": 462.266,
      "end": 463.366,
      "text": "也不够可靠",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 197,
      "start": 464.166,
      "end": 465.5,
      "text": "API提供能力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 198,
      "start": 465.566,
      "end": 468.133,
      "text": "体验仍然要由应用开发者完成",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 199,
      "start": 468.266,
      "end": 471.7,
      "text": "这种选择带来最高7%的质量提升",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 200,
      "start": 471.766,
      "end": 473.066,
      "text": "原因并不复杂",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 201,
      "start": 473.7,
      "end": 475.4,
      "text": "静态模式为了控制成本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 202,
      "start": 475.466,
      "end": 477.4,
      "text": "只能降低整体采样率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 203,
      "start": 477.533,
      "end": 478.566,
      "text": "关键细节可能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 204,
      "start": 478.566,
      "end": 480.466,
      "text": "从一开始就没有被读取",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 205,
      "start": 480.666,
      "end": 482.266,
      "text": "智能体模式先粗查",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 206,
      "start": 482.366,
      "end": 484.733,
      "text": "再把有限TOKEN用在重要片段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 207,
      "start": 484.966,
      "end": 486.666,
      "text": "局部证据反而更多",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 208,
      "start": 487.133,
      "end": 488.933,
      "text": "不过7%仍然是谷歌",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 209,
      "start": 488.933,
      "end": 490.5,
      "text": "测试中的最佳提升",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 210,
      "start": 490.8,
      "end": 492.2,
      "text": "不能推导成每项",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 211,
      "start": 492.2,
      "end": 493.933,
      "text": "视频任务都会更准确",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 212,
      "start": 494.133,
      "end": 497.1,
      "text": "长视频海里捞针是最直接的应用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 213,
      "start": 497.466,
      "end": 498.466,
      "text": "几小时会议中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 214,
      "start": 498.466,
      "end": 500.566,
      "text": "一名发言者提到某个数字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 215,
      "start": 500.766,
      "end": 501.966,
      "text": "教学录像里",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 216,
      "start": 502.0,
      "end": 503.9,
      "text": "老师临时修正一个公式",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 217,
      "start": 504.166,
      "end": 505.166,
      "text": "监控画面中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 218,
      "start": 505.166,
      "end": 507.533,
      "text": "一个物体短暂离开又返回",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 219,
      "start": 507.6,
      "end": 509.533,
      "text": "传统语义检索依赖字幕",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 220,
      "start": 509.966,
      "end": 512.8,
      "text": "遇到没有对白的视觉事件就会失效",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 221,
      "start": 513.133,
      "end": 515.533,
      "text": "Gemini可以先用字幕缩小范围",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 222,
      "start": 515.566,
      "end": 517.9,
      "text": "也能直接扫描画面和音频",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 223,
      "start": 517.933,
      "end": 519.766,
      "text": "再对候选片段复查",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 224,
      "start": 520.066,
      "end": 523.166,
      "text": "亚秒级时刻检索则会影响自动剪辑",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 225,
      "start": 523.7,
      "end": 525.933,
      "text": "剪辑系统过去可以找到一段话",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 226,
      "start": 526.066,
      "end": 527.866,
      "text": "却很难精确判断动作",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 227,
      "start": 527.866,
      "end": 529.566,
      "text": "开始和结束的位置",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 228,
      "start": 529.733,
      "end": 532.366,
      "text": "结果常常多切半秒或截断手势",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 229,
      "start": 532.866,
      "end": 535.6,
      "text": "模型能从新采样局部画面后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 230,
      "start": 535.6,
      "end": 537.6,
      "text": "可以寻找更紧的切点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 231,
      "start": 537.7,
      "end": 540.266,
      "text": "它仍然需要人工检查节奏和叙事",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 232,
      "start": 540.333,
      "end": 542.5,
      "text": "但粗剪镜头定位和",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 233,
      "start": 542.5,
      "end": 544.6,
      "text": "素材筛选会快很多",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 234,
      "start": 544.766,
      "end": 546.8,
      "text": "内容创作者面对的第一个",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 235,
      "start": 546.8,
      "end": 550.166,
      "text": "变化是素材库开始真正可搜索",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 236,
      "start": 550.6,
      "end": 553.766,
      "text": "大量频道保存着多年采访和发布会",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 237,
      "start": 553.866,
      "end": 555.533,
      "text": "也留下不少录屏",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 238,
      "start": 555.8,
      "end": 557.7,
      "text": "文件名无法描述其中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 239,
      "start": 557.7,
      "end": 559.5,
      "text": "每一分钟发生了什么",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 240,
      "start": 559.6,
      "end": 561.866,
      "text": "智能视频API可以围绕",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 241,
      "start": 561.866,
      "end": 564.1,
      "text": "具体问题查询这些素材",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 242,
      "start": 564.466,
      "end": 566.366,
      "text": "比如找出某位嘉宾所有",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 243,
      "start": 566.366,
      "end": 568.2,
      "text": "谈到芯片成本的片段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 244,
      "start": 568.4,
      "end": 569.966,
      "text": "或者定位产品界面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 245,
      "start": 569.966,
      "end": 571.866,
      "text": "第一次出现异常的位置",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 246,
      "start": 572.266,
      "end": 575.266,
      "text": "过去被存进硬盘后很少再用的内容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 247,
      "start": 575.9,
      "end": 578.0,
      "text": "有机会重新变成生产资料",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 248,
      "start": 578.133,
      "end": 580.2,
      "text": "第二个变化是核对流程",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 249,
      "start": 580.4,
      "end": 582.366,
      "text": "脚本提到一个产品功能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 250,
      "start": 582.6,
      "end": 585.0,
      "text": "模型可以跳到相关演示片段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 251,
      "start": 585.2,
      "end": 588.133,
      "text": "检查画面是否真的支持这句描述",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 252,
      "start": 588.4,
      "end": 589.666,
      "text": "剪辑完成后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 253,
      "start": 589.7,
      "end": 592.133,
      "text": "也可以核对旁白字幕和",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 254,
      "start": 592.133,
      "end": 593.866,
      "text": "镜头有没有明显冲突",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 255,
      "start": 594.266,
      "end": 597.1,
      "text": "AI不能替代编辑做最终事实判断",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 256,
      "start": 597.2,
      "end": 599.2,
      "text": "但它能把需要人工检查的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 257,
      "start": 599.2,
      "end": 601.4,
      "text": "范围从两小时缩到几分钟",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 258,
      "start": 601.533,
      "end": 604.1,
      "text": "第三个变化是长内容再利用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 259,
      "start": 604.133,
      "end": 606.1,
      "text": "一场访谈可以被拆成",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 260,
      "start": 606.1,
      "end": 608.133,
      "text": "主题段落和短片候选",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 261,
      "start": 608.133,
      "end": 609.666,
      "text": "同时生成时间轴",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 262,
      "start": 610.2,
      "end": 612.533,
      "text": "课程可以自动生成章节索引",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 263,
      "start": 612.866,
      "end": 615.533,
      "text": "企业培训录像可以按问题调用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 264,
      "start": 615.733,
      "end": 618.8,
      "text": "用户用自然语言直接进入某个时刻",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 265,
      "start": 618.9,
      "end": 621.066,
      "text": "并看到支持答案的画面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 266,
      "start": 621.066,
      "end": 623.933,
      "text": "比再做一个摘要按钮更有价值",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 267,
      "start": 624.133,
      "end": 625.666,
      "text": "谷歌自己拥有一个其他",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 268,
      "start": 625.666,
      "end": 628.5,
      "text": "模型公司很难复制的优势YouTube",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 269,
      "start": 628.8,
      "end": 631.666,
      "text": "官方计划在未来数月让智能体视频",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 270,
      "start": 631.666,
      "end": 634.733,
      "text": "理解支持播放页面的ask YouTube功能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 271,
      "start": 634.966,
      "end": 636.766,
      "text": "并逐步进入Gemini应用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 272,
      "start": 636.766,
      "end": 638.966,
      "text": "的Flash和Flashlight模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 273,
      "start": 639.333,
      "end": 640.8,
      "text": "Gemini一旦能够动态",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 274,
      "start": 640.8,
      "end": 642.866,
      "text": "读取Youtube画面与字幕",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 275,
      "start": 642.933,
      "end": 644.266,
      "text": "还能读取音频",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 276,
      "start": 644.333,
      "end": 647.266,
      "text": "平台搜索的对象就会从标题与描述",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 277,
      "start": 647.3,
      "end": 649.2,
      "text": "再从转录文字扩展到",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 278,
      "start": 649.2,
      "end": 651.566,
      "text": "视频内部真正发生的动作",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 279,
      "start": 651.766,
      "end": 654.7,
      "text": "传统搜索引擎主要索引网页文本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 280,
      "start": 655.366,
      "end": 656.933,
      "text": "视频搜索长期依赖",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 281,
      "start": 656.933,
      "end": 659.266,
      "text": "创作者写标题和打标签",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 282,
      "start": 659.866,
      "end": 661.533,
      "text": "也依赖上传字幕",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 283,
      "start": 662.266,
      "end": 664.933,
      "text": "画面中的细节很难被准确索引",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 284,
      "start": 665.1,
      "end": 666.466,
      "text": "智能体理解让",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 285,
      "start": 666.566,
      "end": 669.333,
      "text": "哪一期评测里出现过这个接口",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 286,
      "start": 670.066,
      "end": 672.5,
      "text": "哪场比赛发生过类似动作",
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    {
      "id": 287,
      "start": 672.6,
      "end": 674.9,
      "text": "这样的查询更接近可用",
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      "timing_uncertain": false
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    {
      "id": 288,
      "start": 675.066,
      "end": 677.566,
      "text": "Youtube数十亿小时内容也会",
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      "timing_uncertain": false
    },
    {
      "id": 289,
      "start": 677.566,
      "end": 679.933,
      "text": "因此变成Google模型独有的",
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      "timing_uncertain": false
    },
    {
      "id": 290,
      "start": 679.933,
      "end": 682.733,
      "text": "训练和检索以及产品分发优势",
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      "timing_uncertain": false
    },
    {
      "id": 291,
      "start": 683.066,
      "end": 685.666,
      "text": "旧内容的价值也可能重新计算",
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      "timing_uncertain": false
    },
    {
      "id": 292,
      "start": 686.366,
      "end": 688.2,
      "text": "一段上传5年的教程",
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      "timing_uncertain": false
    },
    {
      "id": 293,
      "start": 688.266,
      "end": 691.0,
      "text": "标题早已不符合今天的搜索表达",
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      "timing_uncertain": false
    },
    {
      "id": 294,
      "start": 691.2,
      "end": 693.966,
      "text": "其中某个30秒演示仍然很有用",
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      "timing_uncertain": false
    },
    {
      "id": 295,
      "start": 694.1,
      "end": 695.766,
      "text": "平台能理解画面后",
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      "timing_uncertain": false
    },
    {
      "id": 296,
      "start": 696.133,
      "end": 698.766,
      "text": "这个片段有机会直接回答新问题",
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      "timing_uncertain": false
    },
    {
      "id": 297,
      "start": 698.933,
      "end": 700.666,
      "text": "长视频不必完全依赖",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 298,
      "start": 700.666,
      "end": 703.0,
      "text": "发布日期和整体点击量",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 299,
      "start": 703.266,
      "end": 706.066,
      "text": "它内部的具体知识可以被再次发现",
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      "timing_uncertain": false
    },
    {
      "id": 300,
      "start": 706.366,
      "end": 708.5,
      "text": "创作者过去积累的内容库",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 301,
      "start": 708.733,
      "end": 711.133,
      "text": "可能成为持续被检索的资产",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 302,
      "start": 711.2,
      "end": 713.066,
      "text": "这也会改变内容结构",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 303,
      "start": 713.4,
      "end": 715.966,
      "text": "讲者如果清楚说出阶段结论",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 304,
      "start": 716.2,
      "end": 718.4,
      "text": "画面与论点保持对应",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 305,
      "start": 718.933,
      "end": 721.3,
      "text": "模型更容易建立可靠索引",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 306,
      "start": 721.5,
      "end": 722.6,
      "text": "大量绕圈",
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      "timing_uncertain": false
    },
    {
      "id": 307,
      "start": 722.733,
      "end": 724.2,
      "text": "标题与内容脱节",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 308,
      "start": 724.2,
      "end": 726.533,
      "text": "或者关键信息没有视觉证据",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 309,
      "start": 726.6,
      "end": 728.566,
      "text": "会增加机器理解难度",
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      "timing_uncertain": false
    },
    {
      "id": 310,
      "start": 728.733,
      "end": 730.533,
      "text": "面向人类的好表达",
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      "timing_uncertain": false
    },
    {
      "id": 311,
      "start": 730.6,
      "end": 733.166,
      "text": "和面向AI的可检索性",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 312,
      "start": 733.5,
      "end": 735.333,
      "text": "在很多地方其实一致",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 313,
      "start": 735.6,
      "end": 736.7,
      "text": "主题明确",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 314,
      "start": 736.866,
      "end": 738.366,
      "text": "信息有上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 315,
      "start": 738.5,
      "end": 740.366,
      "text": "结论能够被证据定位",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 316,
      "start": 740.366,
      "end": 742.566,
      "text": "这套组合有很强的商业闭环",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 317,
      "start": 742.8,
      "end": 744.8,
      "text": "Google提供模型和API",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 318,
      "start": 744.9,
      "end": 747.966,
      "text": "也掌握云计算平台与视频内容入口",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 319,
      "start": 748.4,
      "end": 750.7,
      "text": "开发者为动态分析支付TOKEN",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 320,
      "start": 751.0,
      "end": 754.2,
      "text": "普通用户在Gemini和Youtube中使用结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 321,
      "start": 754.3,
      "end": 755.766,
      "text": "技术提升带来的收益",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 322,
      "start": 755.766,
      "end": 757.7,
      "text": "不止落在模型调用量",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 323,
      "start": 757.733,
      "end": 759.333,
      "text": "还可能提高用户停留",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 324,
      "start": 759.333,
      "end": 761.166,
      "text": "时间和搜索覆盖率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 325,
      "start": 761.166,
      "end": 763.966,
      "text": "也让旧内容再次获得分发机会",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 326,
      "start": 764.366,
      "end": 766.166,
      "text": "创作者也要看到另一面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 327,
      "start": 766.333,
      "end": 768.6,
      "text": "平台能更细的理解画面后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 328,
      "start": 768.7,
      "end": 770.966,
      "text": "标题和封面与实际内容是否",
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      "timing_uncertain": false
    },
    {
      "id": 329,
      "start": 770.966,
      "end": 773.666,
      "text": "匹配会更容易被机器检查",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 330,
      "start": 773.766,
      "end": 776.0,
      "text": "只靠夸张标题吸引点击",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 331,
      "start": 776.466,
      "end": 778.666,
      "text": "正文长期不兑现承诺的内容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 332,
      "start": 778.8,
      "end": 780.8,
      "text": "可能更难获得稳定推荐",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 333,
      "start": 781.0,
      "end": 784.2,
      "text": "相反结构清晰且画面证据充分",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 334,
      "start": 784.466,
      "end": 786.9,
      "text": "每一段都有新信息的长内容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 335,
      "start": 787.0,
      "end": 789.933,
      "text": "更容易被系统拆解成可检索片段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 336,
      "start": 790.0,
      "end": 791.9,
      "text": "这并不代表算法已经公开",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 337,
      "start": 791.9,
      "end": 794.133,
      "text": "承诺按照这种方式排名",
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      "timing_uncertain": false
    },
    {
      "id": 338,
      "start": 794.366,
      "end": 795.9,
      "text": "Google只确认智能体理",
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      "timing_uncertain": false
    },
    {
      "id": 339,
      "start": 795.9,
      "end": 797.566,
      "text": "解将用于ask YouTube",
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      "timing_uncertain": false
    },
    {
      "id": 340,
      "start": 797.7,
      "end": 800.133,
      "text": "没有宣布它直接改变推荐权重",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 341,
      "start": 800.7,
      "end": 803.5,
      "text": "合理推测与已确认功能要分开",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 342,
      "start": 803.5,
      "end": 804.7,
      "text": "可以确定的是",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 343,
      "start": 804.9,
      "end": 807.566,
      "text": "平台理解内容的粒度正在提高",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 344,
      "start": 808.0,
      "end": 810.8,
      "text": "至于它何时以什么方式影响分发",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 345,
      "start": 810.9,
      "end": 813.0,
      "text": "仍要等待产品上线后的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 346,
      "start": 813.0,
      "end": 814.933,
      "text": "公开说明和实际数据",
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      "timing_uncertain": false
    },
    {
      "id": 347,
      "start": 815.2,
      "end": 817.166,
      "text": "企业市场的用途更广",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 348,
      "start": 817.4,
      "end": 819.9,
      "text": "客服团队可以查询屏幕录制",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 349,
      "start": 820.366,
      "end": 822.5,
      "text": "寻找用户在哪一步操作失败",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 350,
      "start": 823.0,
      "end": 824.266,
      "text": "保险公司可以定位",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 351,
      "start": 824.266,
      "end": 826.266,
      "text": "事故录像中的关键动作",
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      "timing_uncertain": false
    },
    {
      "id": 352,
      "start": 826.533,
      "end": 829.466,
      "text": "医疗培训可以按手术阶段检索片段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 353,
      "start": 829.666,
      "end": 832.1,
      "text": "零售系统可以统计特定事件",
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      "timing_uncertain": false
    },
    {
      "id": 354,
      "start": 832.6,
      "end": 834.366,
      "text": "安全团队则能从",
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      "timing_uncertain": false
    },
    {
      "id": 355,
      "start": 834.366,
      "end": 836.7,
      "text": "长时间监控中筛选异常",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 356,
      "start": 836.933,
      "end": 839.566,
      "text": "每个场景都需要独立评估准确率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 357,
      "start": 839.866,
      "end": 841.166,
      "text": "不能因为通用榜单",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 358,
      "start": 841.166,
      "end": 844.466,
      "text": "提高7%就省掉行业验证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 359,
      "start": 844.566,
      "end": 846.1,
      "text": "尤其是异常检测",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 360,
      "start": 846.2,
      "end": 848.166,
      "text": "错误成本可能完全不同",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 361,
      "start": 848.366,
      "end": 850.9,
      "text": "漏掉短暂故障会造成停机",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 362,
      "start": 851.1,
      "end": 854.166,
      "text": "误报太多又会让工作人员失去耐心",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 363,
      "start": 854.466,
      "end": 856.4,
      "text": "Gemini能够提高局部帧率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 364,
      "start": 856.466,
      "end": 858.866,
      "text": "并不等于它理解所有物理因果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 365,
      "start": 859.0,
      "end": 861.5,
      "text": "真实部署要保留阈值设计",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 366,
      "start": 861.7,
      "end": 863.966,
      "text": "抽样复合和人工升级机制",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 367,
      "start": 864.166,
      "end": 867.2,
      "text": "高风险决定不能只凭一句模型输出",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 368,
      "start": 867.333,
      "end": 868.8,
      "text": "智能体模式还有一个",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 369,
      "start": 868.8,
      "end": 870.3,
      "text": "容易被忽略的代价",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 370,
      "start": 870.533,
      "end": 872.2,
      "text": "首次响应可能变慢",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 371,
      "start": 872.5,
      "end": 873.9,
      "text": "5分钟以内的短片",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 372,
      "start": 873.9,
      "end": 875.3,
      "text": "如果强调速度",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 373,
      "start": 875.566,
      "end": 877.5,
      "text": "静态模式通常更合适",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 374,
      "start": 877.666,
      "end": 880.533,
      "text": "智能体要先规划和调用内部工具",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 375,
      "start": 880.7,
      "end": 883.4,
      "text": "等待片段返回后再生成答案",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 376,
      "start": 883.7,
      "end": 885.533,
      "text": "它少处理了整体内容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 377,
      "start": 885.6,
      "end": 887.7,
      "text": "却增加了几轮内部操作",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 378,
      "start": 888.066,
      "end": 890.333,
      "text": "成本和准确率以及首字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 379,
      "start": 890.333,
      "end": 892.366,
      "text": "延迟之间仍然需要取舍",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 380,
      "start": 892.666,
      "end": 894.0,
      "text": "开发文档还保留了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 381,
      "start": 894.0,
      "end": 895.933,
      "text": "静态模式的自定义能力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 382,
      "start": 896.066,
      "end": 898.4,
      "text": "开发者可以指定视频起止时间",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 383,
      "start": 898.9,
      "end": 900.533,
      "text": "也能设置固定帧率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 384,
      "start": 900.8,
      "end": 903.1,
      "text": "某些任务已经知道目标区间",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 385,
      "start": 903.1,
      "end": 906.0,
      "text": "直接切片比让模型自行寻找更快",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 386,
      "start": 906.166,
      "end": 908.766,
      "text": "逐帧检查法规要求完整覆盖",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 387,
      "start": 908.766,
      "end": 910.866,
      "text": "或需要确定性处理的流程",
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      "timing_uncertain": false
    },
    {
      "id": 388,
      "start": 911.166,
      "end": 913.466,
      "text": "也不适合完全交给动态导航",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 389,
      "start": 913.6,
      "end": 915.4,
      "text": "新功能扩充了工具箱",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 390,
      "start": 915.5,
      "end": 917.2,
      "text": "没有让旧方法失效",
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      "timing_uncertain": false
    },
    {
      "id": 391,
      "start": 917.333,
      "end": 919.766,
      "text": "多轮对话同样存在工程细节",
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      "timing_uncertain": false
    },
    {
      "id": 392,
      "start": 920.4,
      "end": 922.166,
      "text": "使用有状态模式时",
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      "timing_uncertain": false
    },
    {
      "id": 393,
      "start": 922.3,
      "end": 924.533,
      "text": "服务器可以保留视频上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 394,
      "start": 924.866,
      "end": 926.966,
      "text": "无状态模式需要开发者把",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 395,
      "start": 926.966,
      "end": 929.5,
      "text": "Processing call与Processing result等",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 396,
      "start": 929.5,
      "end": 931.3,
      "text": "步骤带入下一次请求",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 397,
      "start": 931.466,
      "end": 933.8,
      "text": "遗漏这些步骤不会立刻报错",
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      "timing_uncertain": false
    },
    {
      "id": 398,
      "start": 934.133,
      "end": 936.933,
      "text": "却会丢失已经建立的视频上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 399,
      "start": 937.066,
      "end": 939.566,
      "text": "后续回答质量可能明显下降",
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      "timing_uncertain": false
    },
    {
      "id": 400,
      "start": 939.766,
      "end": 941.466,
      "text": "产品体验是否可靠",
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      "timing_uncertain": false
    },
    {
      "id": 401,
      "start": 941.533,
      "end": 943.366,
      "text": "很大程度取决于开发者",
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      "timing_uncertain": false
    },
    {
      "id": 402,
      "start": 943.366,
      "end": 945.066,
      "text": "有没有正确管理状态",
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      "timing_uncertain": false
    },
    {
      "id": 403,
      "start": 945.533,
      "end": 948.166,
      "text": "隐私问题也会随能力增强而扩大",
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      "timing_uncertain": false
    },
    {
      "id": 404,
      "start": 948.3,
      "end": 950.766,
      "text": "视频常常包含人脸和声音",
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      "timing_uncertain": false
    },
    {
      "id": 405,
      "start": 950.766,
      "end": 953.6,
      "text": "也可能包含屏幕内容与地理位置",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 406,
      "start": 953.766,
      "end": 956.5,
      "text": "比普通文本更容易暴露身份",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 407,
      "start": 956.933,
      "end": 959.9,
      "text": "企业上传会议录像或监控资料前",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 408,
      "start": 959.966,
      "end": 962.666,
      "text": "要确认数据保留和地区合规",
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      "timing_uncertain": false
    },
    {
      "id": 409,
      "start": 962.766,
      "end": 964.6,
      "text": "也要确认访问权限",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 410,
      "start": 965.066,
      "end": 967.9,
      "text": "API能否理解视频与组织是否",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 411,
      "start": 967.9,
      "end": 971.133,
      "text": "有权处理视频是两件不同的事",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 412,
      "start": 971.466,
      "end": 973.6,
      "text": "版权风险也需要单独处理",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 413,
      "start": 973.733,
      "end": 976.466,
      "text": "系统可以定位并总结公开视频",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 414,
      "start": 976.866,
      "end": 978.6,
      "text": "还能切割相关片段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 415,
      "start": 978.733,
      "end": 980.666,
      "text": "不代表开发者自动拥有",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 416,
      "start": 980.666,
      "end": 982.533,
      "text": "重新发布内容的权利",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 417,
      "start": 982.7,
      "end": 985.133,
      "text": "公开视频链接只是输入方式",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 418,
      "start": 985.733,
      "end": 987.666,
      "text": "版权仍然属于权利人",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 419,
      "start": 988.166,
      "end": 990.466,
      "text": "创作者使用第三方片段时",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 420,
      "start": 990.733,
      "end": 993.366,
      "text": "需要加入实质性的评论和分析",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 421,
      "start": 993.666,
      "end": 995.2,
      "text": "或提供教育价值",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 422,
      "start": 995.366,
      "end": 996.866,
      "text": "并确认素材使用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 423,
      "start": 996.866,
      "end": 998.7,
      "text": "符合法律与平台规则",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 424,
      "start": 999.2,
      "end": 1001.5,
      "text": "技术把复制和剪辑变容易后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 425,
      "start": 1001.5,
      "end": 1003.366,
      "text": "原创判断反而更重要",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 426,
      "start": 1003.666,
      "end": 1006.4,
      "text": "Youtube当前的创作者规则没有",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 427,
      "start": 1006.4,
      "end": 1009.166,
      "text": "禁止使用AI协助选题与脚本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 428,
      "start": 1009.2,
      "end": 1011.2,
      "text": "或者生成标题和字幕",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 429,
      "start": 1011.566,
      "end": 1014.5,
      "text": "平台重点审查批量生产和内容重复",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 430,
      "start": 1014.566,
      "end": 1017.166,
      "text": "也会看频道是否缺少原创判断",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 431,
      "start": 1017.3,
      "end": 1019.066,
      "text": "能否看出实质改造",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 432,
      "start": 1019.2,
      "end": 1021.566,
      "text": "如果智能视频API只是把大量",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 433,
      "start": 1021.566,
      "end": 1024.3,
      "text": "内容自动摘要后重新上传",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 434,
      "start": 1024.3,
      "end": 1025.966,
      "text": "仍可能被认定为低",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 435,
      "start": 1025.966,
      "end": 1028.1,
      "text": "价值或非原创内容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 436,
      "start": 1028.466,
      "end": 1031.166,
      "text": "加入清楚的判断并重新组织事实",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 437,
      "start": 1031.3,
      "end": 1032.966,
      "text": "还要提供独立分析",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 438,
      "start": 1032.966,
      "end": 1035.3,
      "text": "才形成可识别的创作贡献",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 439,
      "start": 1035.466,
      "end": 1037.4,
      "text": "如果成片使用AI生成的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 440,
      "start": 1037.4,
      "end": 1039.533,
      "text": "逼真人物或真实地点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 441,
      "start": 1040.0,
      "end": 1042.5,
      "text": "也包括并未发生的现实事件",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 442,
      "start": 1042.5,
      "end": 1044.166,
      "text": "还要按照Youtube要求",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 443,
      "start": 1044.166,
      "end": 1046.0,
      "text": "进行合成内容披露",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 444,
      "start": 1046.333,
      "end": 1049.366,
      "text": "单纯用AI整理材料和辅助写作",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 445,
      "start": 1049.466,
      "end": 1050.9,
      "text": "或者生成标题",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 446,
      "start": 1051.066,
      "end": 1052.466,
      "text": "通常不需要披露",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 447,
      "start": 1052.7,
      "end": 1055.5,
      "text": "智能视频理解本身属于分析工具",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 448,
      "start": 1055.966,
      "end": 1058.566,
      "text": "是否需要标签取决于最终画面和",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 449,
      "start": 1058.566,
      "end": 1061.4,
      "text": "声音有没有以逼真方式改变现实",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 450,
      "start": 1061.7,
      "end": 1063.8,
      "text": "模型主动选择观看范围",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 451,
      "start": 1064.066,
      "end": 1065.966,
      "text": "还会引入一种新错误",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 452,
      "start": 1066.166,
      "end": 1068.8,
      "text": "静态模式至少能确认所有按固定",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 453,
      "start": 1068.8,
      "end": 1071.666,
      "text": "间隔抽取的画面都进入了上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 454,
      "start": 1072.3,
      "end": 1073.566,
      "text": "智能体模式可能在",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 455,
      "start": 1073.566,
      "end": 1075.533,
      "text": "搜索阶段判断错方向",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 456,
      "start": 1075.766,
      "end": 1077.733,
      "text": "关键片段从未被加载",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 457,
      "start": 1077.966,
      "end": 1079.866,
      "text": "随后给出逻辑流畅但",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 458,
      "start": 1079.866,
      "end": 1081.3,
      "text": "证据不完整的答案",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 459,
      "start": 1081.533,
      "end": 1084.5,
      "text": "TOKEN减少和证据覆盖之间存在张力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 460,
      "start": 1084.733,
      "end": 1086.133,
      "text": "开发者要能够检查",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 461,
      "start": 1086.133,
      "end": 1088.0,
      "text": "模型到底看了哪些片段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 462,
      "start": 1088.166,
      "end": 1090.6,
      "text": "还有一种错误来自跨模态冲突",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 463,
      "start": 1091.133,
      "end": 1092.5,
      "text": "字幕写着一个数字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 464,
      "start": 1092.7,
      "end": 1094.866,
      "text": "演示文稿显示另一个数字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 465,
      "start": 1094.966,
      "end": 1096.9,
      "text": "讲者随后又口头修正",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 466,
      "start": 1097.133,
      "end": 1100.0,
      "text": "模型必须判断哪一项代表最终结论",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 467,
      "start": 1100.133,
      "end": 1101.7,
      "text": "如果它只加载转录",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 468,
      "start": 1101.8,
      "end": 1103.5,
      "text": "可能漏掉屏幕修订",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 469,
      "start": 1103.533,
      "end": 1104.566,
      "text": "只看画面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 470,
      "start": 1104.566,
      "end": 1107.5,
      "text": "又可能不知道讲者已经否定旧数据",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 471,
      "start": 1107.666,
      "end": 1110.0,
      "text": "智能体的优势来自灵活选择",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 472,
      "start": 1110.566,
      "end": 1112.333,
      "text": "可靠性却要求它在存在",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 473,
      "start": 1112.333,
      "end": 1114.8,
      "text": "冲突时主动读取第二种证据",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 474,
      "start": 1115.0,
      "end": 1117.333,
      "text": "开发者可以设置一条简单规则",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 475,
      "start": 1117.8,
      "end": 1120.766,
      "text": "重要结论至少有两类信号互相核对",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 476,
      "start": 1120.9,
      "end": 1123.966,
      "text": "涉及数字时同时检查语音和画面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 477,
      "start": 1124.3,
      "end": 1125.3,
      "text": "涉及动作时",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 478,
      "start": 1125.3,
      "end": 1127.466,
      "text": "查看动作前后完整区间",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 479,
      "start": 1127.8,
      "end": 1129.166,
      "text": "涉及人物表态时",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 480,
      "start": 1129.166,
      "end": 1130.666,
      "text": "保留足够上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 481,
      "start": 1130.666,
      "end": 1132.066,
      "text": "避免截取半句话",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 482,
      "start": 1132.066,
      "end": 1133.5,
      "text": "这样会增加TOKEN",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 483,
      "start": 1133.6,
      "end": 1136.366,
      "text": "却能降低断章取义和局部误判",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 484,
      "start": 1137.133,
      "end": 1139.533,
      "text": "效率最高的答案不一定是业务",
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      "timing_uncertain": false
    },
    {
      "id": 485,
      "start": 1139.533,
      "end": 1142.566,
      "text": "风险最低的答案Processing call和",
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      "timing_uncertain": false
    },
    {
      "id": 486,
      "start": 1142.566,
      "end": 1146.333,
      "text": "Processing result为可观测性提供了入口",
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      "timing_uncertain": false
    },
    {
      "id": 487,
      "start": 1146.6,
      "end": 1148.266,
      "text": "但目前这些步骤不等于",
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      "timing_uncertain": false
    },
    {
      "id": 488,
      "start": 1148.266,
      "end": 1149.933,
      "text": "一份完整的审计报告",
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      "timing_uncertain": false
    },
    {
      "id": 489,
      "start": 1150.166,
      "end": 1151.766,
      "text": "高风险系统还需要",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 490,
      "start": 1151.766,
      "end": 1154.066,
      "text": "记录查询和加载区间",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 491,
      "start": 1154.266,
      "end": 1158.0,
      "text": "以及采样参数模型版本与最终依据",
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      "timing_uncertain": false
    },
    {
      "id": 492,
      "start": 1158.533,
      "end": 1159.966,
      "text": "只有结果可追踪",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 493,
      "start": 1160.266,
      "end": 1163.5,
      "text": "团队才能区分模型看错还是漏看",
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      "timing_uncertain": false
    },
    {
      "id": 494,
      "start": 1163.666,
      "end": 1165.6,
      "text": "或者素材本身不清楚",
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      "timing_uncertain": false
    },
    {
      "id": 495,
      "start": 1165.966,
      "end": 1167.1,
      "text": "没有这层记录",
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      "timing_uncertain": false
    },
    {
      "id": 496,
      "start": 1167.266,
      "end": 1170.3,
      "text": "动态导航发生错误时会更难复盘",
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      "timing_uncertain": false
    },
    {
      "id": 497,
      "start": 1170.5,
      "end": 1172.2,
      "text": "谷歌这次更新代表多",
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      "timing_uncertain": false
    },
    {
      "id": 498,
      "start": 1172.2,
      "end": 1174.366,
      "text": "模态AI进入新的阶段",
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      "timing_uncertain": false
    },
    {
      "id": 499,
      "start": 1174.566,
      "end": 1177.266,
      "text": "早期模型解决能不能读懂一张图",
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      "timing_uncertain": false
    },
    {
      "id": 500,
      "start": 1177.6,
      "end": 1180.166,
      "text": "后来解决能不能接收一整段视频",
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      "timing_uncertain": false
    },
    {
      "id": 501,
      "start": 1180.3,
      "end": 1182.766,
      "text": "现在的问题变成能不能",
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      "timing_uncertain": false
    },
    {
      "id": 502,
      "start": 1182.766,
      "end": 1185.0,
      "text": "围绕目标管理自己的注意力",
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      "timing_uncertain": false
    },
    {
      "id": 503,
      "start": 1185.333,
      "end": 1187.366,
      "text": "视频长度继续增长之后",
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      "timing_uncertain": false
    },
    {
      "id": 504,
      "start": 1187.5,
      "end": 1189.166,
      "text": "知道哪一秒值得消耗",
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      "timing_uncertain": false
    },
    {
      "id": 505,
      "start": 1189.166,
      "end": 1191.8,
      "text": "更多算力会成为稀缺能力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 506,
      "start": 1191.966,
      "end": 1194.933,
      "text": "把所有内容塞进上下文只是基础",
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      "timing_uncertain": false
    },
    {
      "id": 507,
      "start": 1195.066,
      "end": 1196.933,
      "text": "这种注意力分配会影响",
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      "timing_uncertain": false
    },
    {
      "id": 508,
      "start": 1196.933,
      "end": 1198.933,
      "text": "模型架构和产品设计",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 509,
      "start": 1199.766,
      "end": 1202.0,
      "text": "未来的视频应用可能先由便宜",
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      "timing_uncertain": false
    },
    {
      "id": 510,
      "start": 1202.0,
      "end": 1204.733,
      "text": "模型扫描字幕和低分辨率画面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 511,
      "start": 1204.8,
      "end": 1207.7,
      "text": "再调用更强模型检查少数片段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 512,
      "start": 1207.8,
      "end": 1210.133,
      "text": "不同工具负责检索和重采样",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 513,
      "start": 1210.3,
      "end": 1211.966,
      "text": "以及识别验证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 514,
      "start": 1212.466,
      "end": 1214.666,
      "text": "最终由一个智能体组织流程",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 515,
      "start": 1214.966,
      "end": 1216.566,
      "text": "用户只提出问题",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 516,
      "start": 1216.7,
      "end": 1219.5,
      "text": "后台根据证据难度决定花多少钱",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 517,
      "start": 1219.666,
      "end": 1222.3,
      "text": "模型公司也会从出售上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 518,
      "start": 1222.3,
      "end": 1225.066,
      "text": "窗口转向出售解决问题的路径",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 519,
      "start": 1225.533,
      "end": 1228.1,
      "text": "过去大上下文越长越容易宣传",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 520,
      "start": 1228.333,
      "end": 1231.2,
      "text": "开发者却要为大量无关输入付费",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 521,
      "start": 1231.333,
      "end": 1233.1,
      "text": "动态视频理解显示",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 522,
      "start": 1233.366,
      "end": 1234.966,
      "text": "窗口足够大之后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 523,
      "start": 1234.966,
      "end": 1237.266,
      "text": "下一轮竞争会转向检索",
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      "timing_uncertain": false
    },
    {
      "id": 524,
      "start": 1237.266,
      "end": 1239.866,
      "text": "效率工具调用和证据选择",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 525,
      "start": 1240.2,
      "end": 1241.766,
      "text": "读的少还能答的准",
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      "timing_uncertain": false
    },
    {
      "id": 526,
      "start": 1241.866,
      "end": 1244.3,
      "text": "比单纯读的多更有商业价值",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 527,
      "start": 1244.533,
      "end": 1246.6,
      "text": "云计算市场也会受到影响",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 528,
      "start": 1246.766,
      "end": 1248.8,
      "text": "企业过去先用专门服务",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 529,
      "start": 1248.8,
      "end": 1250.866,
      "text": "完成转录和视觉识别",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 530,
      "start": 1250.9,
      "end": 1252.3,
      "text": "再做内容检索",
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      "timing_uncertain": false
    },
    {
      "id": 531,
      "start": 1252.466,
      "end": 1255.133,
      "text": "最后把结构化结果交给大模型",
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      "timing_uncertain": false
    },
    {
      "id": 532,
      "start": 1255.566,
      "end": 1258.133,
      "text": "Gemini把这些步骤合在一次交互中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 533,
      "start": 1258.333,
      "end": 1259.733,
      "text": "开发门槛下降",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 534,
      "start": 1259.766,
      "end": 1262.0,
      "text": "调用也更集中到Google体系",
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      "timing_uncertain": false
    },
    {
      "id": 535,
      "start": 1262.266,
      "end": 1264.3,
      "text": "独立工具不会马上消失",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 536,
      "start": 1264.566,
      "end": 1267.333,
      "text": "它们需要在行业精度和私有部署",
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      "timing_uncertain": false
    },
    {
      "id": 537,
      "start": 1267.533,
      "end": 1270.333,
      "text": "以及可审计性上证明自身价值",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 538,
      "start": 1270.766,
      "end": 1272.733,
      "text": "API有时真正面对的竞争",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 539,
      "start": 1272.733,
      "end": 1274.533,
      "text": "来自人工快进播放令",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 540,
      "start": 1274.9,
      "end": 1276.966,
      "text": "一加模型反倒排在后面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 541,
      "start": 1277.066,
      "end": 1278.9,
      "text": "一个分析员花40分钟",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 542,
      "start": 1278.9,
      "end": 1280.4,
      "text": "浏览两小时录像",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 543,
      "start": 1280.4,
      "end": 1282.466,
      "text": "如果模型调用费用更高",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 544,
      "start": 1282.466,
      "end": 1284.0,
      "text": "结果还要从头复核",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 545,
      "start": 1284.2,
      "end": 1286.133,
      "text": "自动化就没有经济价值",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 546,
      "start": 1286.3,
      "end": 1289.7,
      "text": "智能体模式要证明的是它能把人类",
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      "timing_uncertain": false
    },
    {
      "id": 547,
      "start": 1289.7,
      "end": 1292.566,
      "text": "复核压缩到几个带时间戳的片段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 548,
      "start": 1293.066,
      "end": 1295.466,
      "text": "并且总成本低于人工初筛",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 549,
      "start": 1295.766,
      "end": 1297.666,
      "text": "这个标准比榜单提高",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 550,
      "start": 1297.666,
      "end": 1299.333,
      "text": "几个百分点更严格",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 551,
      "start": 1299.533,
      "end": 1302.333,
      "text": "Google给出的最高88%TOKEN",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 552,
      "start": 1302.333,
      "end": 1304.933,
      "text": "节省和7%质量提升",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 553,
      "start": 1305.1,
      "end": 1306.766,
      "text": "正好体现这条路线",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 554,
      "start": 1307.066,
      "end": 1309.266,
      "text": "他们目前仍是厂商测试数字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 555,
      "start": 1309.533,
      "end": 1311.0,
      "text": "需要第三方在不同",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 556,
      "start": 1311.0,
      "end": 1312.733,
      "text": "语言和不同画质下",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 557,
      "start": 1312.766,
      "end": 1314.366,
      "text": "再按任务类型复现",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 558,
      "start": 1314.6,
      "end": 1317.333,
      "text": "特别是字幕缺失和多人重叠说话",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 559,
      "start": 1317.666,
      "end": 1318.8,
      "text": "再加上镜头快速",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 560,
      "start": 1318.8,
      "end": 1320.733,
      "text": "切换与专业术语密集",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 561,
      "start": 1321.0,
      "end": 1323.733,
      "text": "效果可能与标准测试相差很大",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 562,
      "start": 1323.8,
      "end": 1326.2,
      "text": "判断这项API是否真正成功",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 563,
      "start": 1326.2,
      "end": 1327.666,
      "text": "可以看三个指标",
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      "timing_uncertain": false
    },
    {
      "id": 564,
      "start": 1327.933,
      "end": 1329.566,
      "text": "第一个是长视频成本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 565,
      "start": 1329.566,
      "end": 1331.7,
      "text": "能否随着问题范围缩小",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 566,
      "start": 1332.066,
      "end": 1334.766,
      "text": "而不是随着总时长线性上涨",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 567,
      "start": 1334.866,
      "end": 1337.866,
      "text": "第二个是模型遗漏关键片段的概率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 568,
      "start": 1338.1,
      "end": 1340.366,
      "text": "不能只看最终平均准确率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 569,
      "start": 1340.466,
      "end": 1341.966,
      "text": "第三个是证据能否",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 570,
      "start": 1341.966,
      "end": 1343.6,
      "text": "回到清楚的时间戳",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 571,
      "start": 1344.1,
      "end": 1345.766,
      "text": "让用户快速核对",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 572,
      "start": 1345.9,
      "end": 1347.8,
      "text": "只要这三点同时成立",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 573,
      "start": 1348.066,
      "end": 1349.9,
      "text": "视频才会从难以利用的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 574,
      "start": 1349.9,
      "end": 1351.966,
      "text": "文件变成可靠的数据源",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 575,
      "start": 1352.133,
      "end": 1353.333,
      "text": "对创作者而言",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 576,
      "start": 1353.333,
      "end": 1355.6,
      "text": "最先落地的机会可能很朴素",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 577,
      "start": 1355.733,
      "end": 1357.0,
      "text": "找素材更快",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 578,
      "start": 1357.066,
      "end": 1358.1,
      "text": "切片更准",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 579,
      "start": 1358.333,
      "end": 1360.0,
      "text": "核对事实也更容易",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 580,
      "start": 1360.266,
      "end": 1361.266,
      "text": "对企业而言",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 581,
      "start": 1361.5,
      "end": 1362.933,
      "text": "它可以减少人工浏览",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 582,
      "start": 1362.933,
      "end": 1364.7,
      "text": "数小时录像的时间",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 583,
      "start": 1364.733,
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      "text": "对Google而言",
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      "timing_uncertain": false
    },
    {
      "id": 584,
      "start": 1366.266,
      "end": 1367.3,
      "text": "意义更大",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 585,
      "start": 1367.366,
      "end": 1369.766,
      "text": "Gemini终于能用一种成本可控",
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      "timing_uncertain": false
    },
    {
      "id": 586,
      "start": 1369.766,
      "end": 1372.666,
      "text": "的方式深入Youtube和企业视频",
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      "timing_uncertain": false
    },
    {
      "id": 587,
      "start": 1372.733,
      "end": 1374.9,
      "text": "让模型和云平台再与",
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      "timing_uncertain": false
    },
    {
      "id": 588,
      "start": 1374.9,
      "end": 1376.6,
      "text": "内容入口连接起来",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 589,
      "start": 1376.866,
      "end": 1378.3,
      "text": "这场变化不会让人类",
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      "timing_uncertain": false
    },
    {
      "id": 590,
      "start": 1378.3,
      "end": 1380.566,
      "text": "编辑和分析人员立刻消失",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 591,
      "start": 1380.766,
      "end": 1382.566,
      "text": "机器负责缩小范围",
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      "timing_uncertain": false
    },
    {
      "id": 592,
      "start": 1382.7,
      "end": 1384.933,
      "text": "人负责判断语境和版权",
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      "timing_uncertain": false
    },
    {
      "id": 593,
      "start": 1385.0,
      "end": 1386.8,
      "text": "也负责因果与表达",
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      "timing_uncertain": false
    },
    {
      "id": 594,
      "start": 1387.133,
      "end": 1388.8,
      "text": "模型越擅长寻找片段",
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      "timing_uncertain": false
    },
    {
      "id": 595,
      "start": 1388.966,
      "end": 1390.366,
      "text": "人类越应该把时间",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 596,
      "start": 1390.366,
      "end": 1392.0,
      "text": "放在它不擅长的部分",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 597,
      "start": 1392.133,
      "end": 1394.566,
      "text": "比如判断一句话是否断章取义",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 598,
      "start": 1394.7,
      "end": 1396.9,
      "text": "一个画面是否具有代表性",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 599,
      "start": 1397.0,
      "end": 1399.366,
      "text": "以及某个统计结果能不能推广",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 600,
      "start": 1399.666,
      "end": 1401.766,
      "text": "谷歌发布了一项视频API",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 601,
      "start": 1402.066,
      "end": 1405.2,
      "text": "底层改变的是AI获取信息的方法",
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      "timing_uncertain": false
    },
    {
      "id": 602,
      "start": 1405.3,
      "end": 1406.666,
      "text": "过去它被动接收",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 603,
      "start": 1406.666,
      "end": 1408.566,
      "text": "开发者准备好的上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 604,
      "start": 1408.933,
      "end": 1410.6,
      "text": "现在它会自己搜索",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 605,
      "start": 1410.666,
      "end": 1412.866,
      "text": "回看并改变采样策略",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 606,
      "start": 1413.0,
      "end": 1415.6,
      "text": "模型开始管理自己的注意力以后",
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      "timing_uncertain": false
    },
    {
      "id": 607,
      "start": 1415.6,
      "end": 1417.4,
      "text": "视频理解的上限不再",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 608,
      "start": 1417.4,
      "end": 1419.466,
      "text": "只由上下文长度决定",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 609,
      "start": 1419.566,
      "end": 1422.133,
      "text": "也由它寻找证据的能力决定",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 610,
      "start": 1422.266,
      "end": 1425.1,
      "text": "下一阶段的竞争会围绕谁能用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 611,
      "start": 1425.1,
      "end": 1427.6,
      "text": "更少TOKEN找到更关键的几秒",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 612,
      "start": 1427.966,
      "end": 1430.933,
      "text": "谁能把答案绑定到可核查的画面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 613,
      "start": 1431.133,
      "end": 1433.166,
      "text": "谁又能在隐私和版权",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 614,
      "start": 1433.166,
      "end": 1435.066,
      "text": "边界内处理海量内容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 615,
      "start": 1435.366,
      "end": 1437.266,
      "text": "Gemini的智能视频理解",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 616,
      "start": 1437.266,
      "end": 1438.8,
      "text": "已经迈出第一步",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 617,
      "start": 1438.9,
      "end": 1441.133,
      "text": "最高节省数字可以继续验证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 618,
      "start": 1441.266,
      "end": 1442.9,
      "text": "但方向已经很明确",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 619,
      "start": 1443.333,
      "end": 1445.5,
      "text": "AI不需要看完整段内容",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 620,
      "start": 1445.6,
      "end": 1447.666,
      "text": "才有可能真正看懂问题",
      "source": "source_caption",
      "timing_uncertain": false
    }
  ]
}