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      "start": 94.866,
      "end": 96.666,
      "text": "真正困难的任务会形成",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 45,
      "start": 96.666,
      "end": 98.766,
      "text": "几十甚至上千条路线",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 46,
      "start": 98.866,
      "end": 100.766,
      "text": "这里最昂贵的部分是",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 47,
      "start": 100.766,
      "end": 102.966,
      "text": "决定下一次尝试放在哪里",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 48,
      "start": 103.166,
      "end": 105.533,
      "text": "生成代码反而只占其中一环",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 49,
      "start": 105.966,
      "end": 108.166,
      "text": "应该继续打磨当前最好方案",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 50,
      "start": 108.333,
      "end": 111.2,
      "text": "还是回头救一条被过早放弃的分支",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 51,
      "start": 111.5,
      "end": 113.8,
      "text": "应该同时运行多少个候选",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 52,
      "start": 113.866,
      "end": 116.566,
      "text": "一个方向连续失败几次以后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 53,
      "start": 116.666,
      "end": 117.8,
      "text": "什么时候停",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 54,
      "start": 117.8,
      "end": 120.5,
      "text": "这些选择统称为探索策略",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 55,
      "start": 121.066,
      "end": 122.3,
      "text": "策略写得差",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 56,
      "start": 122.4,
      "end": 124.3,
      "text": "再强的模型也会把",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 57,
      "start": 124.3,
      "end": 126.566,
      "text": "大量算力浪费在死路上",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 58,
      "start": 126.666,
      "end": 128.3,
      "text": "现用系统常用固定",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 59,
      "start": 128.3,
      "end": 129.766,
      "text": "策略解决这个问题",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 60,
      "start": 130.4,
      "end": 133.7,
      "text": "人类提前规定每轮生成多少候选",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 61,
      "start": 134.166,
      "end": 135.933,
      "text": "保留几个高分结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 62,
      "start": 136.133,
      "end": 138.0,
      "text": "并行探索几条路线",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 63,
      "start": 138.333,
      "end": 139.766,
      "text": "再循环多少次",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 64,
      "start": 139.933,
      "end": 141.4,
      "text": "这种方法稳定",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 65,
      "start": 141.5,
      "end": 144.466,
      "text": "却不会从过去的搜索经验中学习",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 66,
      "start": 144.766,
      "end": 147.533,
      "text": "agent已经反复撞过同一堵墙",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 67,
      "start": 147.8,
      "end": 149.733,
      "text": "调度规则下一轮仍可能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 68,
      "start": 149.733,
      "end": 151.866,
      "text": "把资源投向类似方向",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 69,
      "start": 152.266,
      "end": 155.266,
      "text": "另一条路是在线优化探索策略",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 70,
      "start": 155.366,
      "end": 157.6,
      "text": "让agent一边执行任务",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 71,
      "start": 157.666,
      "end": 160.333,
      "text": "一边试验哪种调度方式更好",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 72,
      "start": 160.366,
      "end": 162.133,
      "text": "问题马上变成成本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 73,
      "start": 162.333,
      "end": 164.3,
      "text": "判断一套探索策略有没有用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 74,
      "start": 164.3,
      "end": 166.666,
      "text": "不能只看它下一步选对没有",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 75,
      "start": 167.1,
      "end": 169.6,
      "text": "往往要让它跑完整个长周期任务",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 76,
      "start": 169.7,
      "end": 171.6,
      "text": "最后比较结果和费用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 77,
      "start": 171.666,
      "end": 173.1,
      "text": "候选策略很多",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 78,
      "start": 173.1,
      "end": 174.566,
      "text": "大多数还会很差",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 79,
      "start": 174.666,
      "end": 177.3,
      "text": "每测试一个策略都重新调用模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 80,
      "start": 177.5,
      "end": 179.4,
      "text": "编译代码和运行评测",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 81,
      "start": 179.6,
      "end": 182.4,
      "text": "元优化本身可能比解决任务更贵",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 82,
      "start": 182.566,
      "end": 184.666,
      "text": "dream RSI抓住了一个长期",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 83,
      "start": 184.666,
      "end": 186.5,
      "text": "被当成副产品的东西",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 84,
      "start": 186.9,
      "end": 188.333,
      "text": "完整的发现历史",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 85,
      "start": 188.5,
      "end": 190.366,
      "text": "一次长任务结束后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 86,
      "start": 190.5,
      "end": 192.7,
      "text": "系统手里不只有最终答案",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 87,
      "start": 192.733,
      "end": 194.2,
      "text": "还有一棵探索树",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 88,
      "start": 194.366,
      "end": 196.0,
      "text": "树上的每个节点都保存",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 89,
      "start": 196.0,
      "end": 198.1,
      "text": "当时的观察和生成方案",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 90,
      "start": 198.5,
      "end": 200.5,
      "text": "也保存文件状态执行",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 91,
      "start": 200.5,
      "end": 202.866,
      "text": "结果以及诊断信息与评分",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 92,
      "start": 203.166,
      "end": 205.966,
      "text": "这是一份结构化的行动与结果记录",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 93,
      "start": 206.0,
      "end": 208.7,
      "text": "远比一段模糊的经验总结具体",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 94,
      "start": 208.9,
      "end": 211.666,
      "text": "研究团队把这棵树当成重放模拟器",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 95,
      "start": 212.133,
      "end": 213.9,
      "text": "新的探索策略进入以后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 96,
      "start": 213.9,
      "end": 215.066,
      "text": "不需要真的重新",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 97,
      "start": 215.066,
      "end": 216.933,
      "text": "生成和运行每个候选",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 98,
      "start": 217.366,
      "end": 220.2,
      "text": "它只要按照自己的规则遍历这棵树",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 99,
      "start": 220.333,
      "end": 222.0,
      "text": "它可以先看另一条分支",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 100,
      "start": 222.3,
      "end": 224.366,
      "text": "可以同时打开更多节点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 101,
      "start": 224.5,
      "end": 226.9,
      "text": "也可以更早停止低价值路线",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 102,
      "start": 227.066,
      "end": 229.366,
      "text": "只要它访问的节点已经存在",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 103,
      "start": 229.733,
      "end": 232.2,
      "text": "结果就能从硬盘里直接读出",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 104,
      "start": 232.3,
      "end": 234.366,
      "text": "一次昂贵的在线探索",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 105,
      "start": 234.866,
      "end": 236.4,
      "text": "因此可以支持大量",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 106,
      "start": 236.4,
      "end": 238.3,
      "text": "便宜的离线策略测试",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 107,
      "start": 238.533,
      "end": 240.6,
      "text": "论文把这个过程称为做梦",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 108,
      "start": 241.0,
      "end": 243.733,
      "text": "agent没有回到真实环境重新工作",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 109,
      "start": 243.8,
      "end": 245.2,
      "text": "而是在过去形成的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 110,
      "start": 245.2,
      "end": 247.1,
      "text": "世界里尝试不同走法",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 111,
      "start": 247.466,
      "end": 249.3,
      "text": "这个比喻听起来很大",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 112,
      "start": 249.366,
      "end": 251.366,
      "text": "机制其实非常工程化",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 113,
      "start": 251.733,
      "end": 253.766,
      "text": "历史记录给出的结果不会像",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 114,
      "start": 253.766,
      "end": 256.066,
      "text": "学习型世界模型那样猜测",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 115,
      "start": 256.266,
      "end": 258.766,
      "text": "因为节点里的代码已经运行过",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 116,
      "start": 258.866,
      "end": 260.466,
      "text": "分数也已经测过",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 117,
      "start": 260.466,
      "end": 262.9,
      "text": "在历史真正覆盖的区域内",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 118,
      "start": 262.9,
      "end": 264.866,
      "text": "它是一次精确重放",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 119,
      "start": 265.166,
      "end": 267.133,
      "text": "限制也埋在同一句话里",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 120,
      "start": 267.2,
      "end": 268.9,
      "text": "历史没有去过的地方",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 121,
      "start": 268.933,
      "end": 270.6,
      "text": "模拟器就无法回答",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 122,
      "start": 270.733,
      "end": 273.666,
      "text": "新策略走到一条过去未展开的分支",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 123,
      "start": 274.0,
      "end": 275.566,
      "text": "系统手中没有结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 124,
      "start": 275.933,
      "end": 277.866,
      "text": "既不能保证那里是死路",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 125,
      "start": 277.966,
      "end": 280.166,
      "text": "也不能凭空预测它会成功",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 126,
      "start": 280.366,
      "end": 282.133,
      "text": "Dreamrsi只拥有已经",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 127,
      "start": 282.133,
      "end": 283.866,
      "text": "探索区域的精确地图",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 128,
      "start": 284.133,
      "end": 285.933,
      "text": "覆盖不了整个未知空间",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 129,
      "start": 286.0,
      "end": 288.533,
      "text": "这也是系统必须递归运行的原因",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 130,
      "start": 288.666,
      "end": 291.566,
      "text": "第一轮当前策略进入在线环境",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 131,
      "start": 291.866,
      "end": 294.4,
      "text": "驱动编码agent展开探索",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 132,
      "start": 294.466,
      "end": 295.766,
      "text": "并保存一棵树",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 133,
      "start": 296.0,
      "end": 298.7,
      "text": "第二步这棵树被加入模拟器池",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 134,
      "start": 298.9,
      "end": 302.133,
      "text": "第三步策略开发agent开始",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 135,
      "start": 302.133,
      "end": 304.133,
      "text": "修改探索策略的代码",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 136,
      "start": 304.3,
      "end": 306.166,
      "text": "生成多个候选版本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 137,
      "start": 306.366,
      "end": 309.533,
      "text": "再把它们放进所有历史树中重放",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 138,
      "start": 309.6,
      "end": 312.266,
      "text": "综合表现最好的策略被选中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 139,
      "start": 312.6,
      "end": 314.533,
      "text": "进入下一轮在线探索",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 140,
      "start": 314.733,
      "end": 316.966,
      "text": "新策略回到真实任务后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 141,
      "start": 317.066,
      "end": 319.866,
      "text": "可能到达旧策略从未到过的区域",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 142,
      "start": 320.066,
      "end": 322.533,
      "text": "于是生成一棵不同的探索树",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 143,
      "start": 322.966,
      "end": 325.133,
      "text": "这颗新树又进入模拟器池",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 144,
      "start": 325.2,
      "end": 327.4,
      "text": "供下一轮策略改进使用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 145,
      "start": 327.666,
      "end": 329.2,
      "text": "策略改变探索",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 146,
      "start": 329.466,
      "end": 330.866,
      "text": "探索扩大历史",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 147,
      "start": 331.0,
      "end": 332.766,
      "text": "扩大的历史再改变策略",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 148,
      "start": 333.0,
      "end": 335.0,
      "text": "dream RSI所谓的递归",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 149,
      "start": 335.4,
      "end": 336.866,
      "text": "指的就是这个闭环",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 150,
      "start": 337.0,
      "end": 339.6,
      "text": "被修改的对象必须再强调一次",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 151,
      "start": 340.1,
      "end": 342.466,
      "text": "论文中的基础模型保持不变",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 152,
      "start": 342.7,
      "end": 346.1,
      "text": "执行任务的编码agent保持不变",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 153,
      "start": 346.3,
      "end": 349.1,
      "text": "评分器和工具接口也保持不变",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 154,
      "start": 349.3,
      "end": 352.0,
      "text": "系统没有对Gemini进行梯度更新",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 155,
      "start": 352.2,
      "end": 354.466,
      "text": "它重写的是外部调度代码",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 156,
      "start": 354.6,
      "end": 355.966,
      "text": "包括分支选择",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 157,
      "start": 356.533,
      "end": 358.7,
      "text": "并行数量和停止规则",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 158,
      "start": 358.9,
      "end": 360.933,
      "text": "项目说明甚至专门写出",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 159,
      "start": 361.3,
      "end": 363.9,
      "text": "Zero gradient steps on the coding agent",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 160,
      "start": 364.2,
      "end": 365.766,
      "text": "就是为了避免把它误解",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 161,
      "start": 365.766,
      "end": 367.9,
      "text": "成模型再重新训练自己",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 162,
      "start": 368.0,
      "end": 369.733,
      "text": "这并不代表改进很浅",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 163,
      "start": 370.4,
      "end": 371.566,
      "text": "模型能力决定一个",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 164,
      "start": 371.566,
      "end": 373.4,
      "text": "候选方案能做到多好",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 165,
      "start": 373.566,
      "end": 375.4,
      "text": "探索策略决定有限预算",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 166,
      "start": 375.4,
      "end": 376.933,
      "text": "能不能找到那个候选",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 167,
      "start": 377.066,
      "end": 378.7,
      "text": "现实中的很多AI任务",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 168,
      "start": 378.7,
      "end": 380.333,
      "text": "模型本来可能会做",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 169,
      "start": 380.333,
      "end": 383.3,
      "text": "只是系统在正确答案出现以前",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 170,
      "start": 383.3,
      "end": 386.466,
      "text": "已经耗完时间TOKEN或执行额度",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 171,
      "start": 386.8,
      "end": 388.8,
      "text": "调度层只要减少无效尝试",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 172,
      "start": 389.066,
      "end": 390.666,
      "text": "就能在不更换模型的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 173,
      "start": 390.666,
      "end": 392.566,
      "text": "情况下提高最终结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 174,
      "start": 393.366,
      "end": 396.333,
      "text": "dream RSI的策略本身是可执行代码",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 175,
      "start": 396.533,
      "end": 398.566,
      "text": "策略开发agent会连续",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 176,
      "start": 398.566,
      "end": 400.1,
      "text": "写出多个修订版",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 177,
      "start": 400.533,
      "end": 401.866,
      "text": "每个版本在历史",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 178,
      "start": 401.866,
      "end": 403.766,
      "text": "模拟器池中接受评分",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 179,
      "start": 404.366,
      "end": 405.966,
      "text": "当前正在使用的旧",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 180,
      "start": 405.966,
      "end": 408.0,
      "text": "策略也被放进候选集合",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 181,
      "start": 408.366,
      "end": 410.866,
      "text": "因此系统总能保留旧版本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 182,
      "start": 411.0,
      "end": 412.5,
      "text": "论文据此提出",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 183,
      "start": 412.566,
      "end": 415.166,
      "text": "新一轮选出的策略在历史",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 184,
      "start": 415.166,
      "end": 418.0,
      "text": "重放分数上不会比旧策略更差",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 185,
      "start": 418.0,
      "end": 420.0,
      "text": "不会更差有严格范围",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 186,
      "start": 420.3,
      "end": 422.266,
      "text": "它只保证选出的策略在",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 187,
      "start": 422.266,
      "end": 424.5,
      "text": "已经记录的历史和既定",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 188,
      "start": 424.5,
      "end": 427.0,
      "text": "评分方式下不低于旧策略",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 189,
      "start": 427.366,
      "end": 428.366,
      "text": "换一个任务",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 190,
      "start": 428.466,
      "end": 429.866,
      "text": "换一种数据分布",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 191,
      "start": 430.666,
      "end": 433.166,
      "text": "或者评分器本身漏掉了重要质量",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 192,
      "start": 433.333,
      "end": 435.2,
      "text": "新策略依然可能退步",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 193,
      "start": 435.466,
      "end": 437.666,
      "text": "历史回放能防止明显回归",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 194,
      "start": 438.066,
      "end": 440.566,
      "text": "不能提供对未知世界的永久保证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 195,
      "start": 440.9,
      "end": 442.7,
      "text": "研究团队在8项发现",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 196,
      "start": 442.7,
      "end": 444.566,
      "text": "任务上测试了这套框架",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 197,
      "start": 445.0,
      "end": 446.766,
      "text": "覆盖算法工程数学",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 198,
      "start": 446.766,
      "end": 448.866,
      "text": "优化和GPU内核工程",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 199,
      "start": 449.0,
      "end": 451.933,
      "text": "对照组叫recursive fixed exploration",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 200,
      "start": 452.3,
      "end": 455.6,
      "text": "两边使用相同的基础模型评分器",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 201,
      "start": 455.966,
      "end": 458.066,
      "text": "初始策略和每轮预算",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 202,
      "start": 458.166,
      "end": 460.2,
      "text": "第一轮甚至完全一致",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 203,
      "start": 460.366,
      "end": 462.333,
      "text": "差别从第二轮开始出现",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 204,
      "start": 462.666,
      "end": 464.966,
      "text": "对照组保持原调度方式",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 205,
      "start": 465.3,
      "end": 467.266,
      "text": "dream RSI根据历史重放",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 206,
      "start": 467.266,
      "end": 468.933,
      "text": "持续修改探索策略",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 207,
      "start": 469.166,
      "end": 471.0,
      "text": "算法工程部分选择了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 208,
      "start": 471.0,
      "end": 473.333,
      "text": "Lasso正则化路径求解器",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 209,
      "start": 473.666,
      "end": 476.366,
      "text": "这个任务要求agent写出速度快",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 210,
      "start": 476.4,
      "end": 477.8,
      "text": "结果正确的程序",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 211,
      "start": 478.066,
      "end": 479.766,
      "text": "再在6个流出数据集",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 212,
      "start": 479.766,
      "end": 481.4,
      "text": "上测量运行时间",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 213,
      "start": 481.6,
      "end": 484.0,
      "text": "使用Gemini3.1Pro时",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 214,
      "start": 484.366,
      "end": 486.466,
      "text": "固定探索消耗550次",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 215,
      "start": 486.566,
      "end": 488.166,
      "text": "发现agent调用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 216,
      "start": 488.266,
      "end": 492.333,
      "text": "最终平均运行时间为3,587.1毫秒",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 217,
      "start": 492.566,
      "end": 495.466,
      "text": "dream RSI使用317次调用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 218,
      "start": 495.8,
      "end": 499.266,
      "text": "把平均时间降到2,931.0毫秒",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 219,
      "start": 499.466,
      "end": 501.366,
      "text": "调用量减少约1.7倍",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 220,
      "start": 501.366,
      "end": 503.166,
      "text": "找到的程序反而更快",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 221,
      "start": 503.5,
      "end": 505.566,
      "text": "换成Gemini3.7Flash以后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 222,
      "start": 505.566,
      "end": 508.066,
      "text": "固定策略用了3,200次调用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 223,
      "start": 508.066,
      "end": 511.8,
      "text": "平均运行时间是2,516.7毫秒",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 224,
      "start": 512.1,
      "end": 515.5,
      "text": "dream RSI用了1,879次调用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 225,
      "start": 515.5,
      "end": 518.0,
      "text": "得到2,350.6毫秒",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 226,
      "start": 518.466,
      "end": 522.266,
      "text": "和simple test使用的51,200次生成相比",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 227,
      "start": 522.533,
      "end": 524.5,
      "text": "论文在部分设置中报告",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 228,
      "start": 524.5,
      "end": 526.933,
      "text": "最多162倍的调用节省",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 229,
      "start": 527.1,
      "end": 528.5,
      "text": "这个数字很醒目",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 230,
      "start": 528.6,
      "end": 530.333,
      "text": "但比较对象和预算",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 231,
      "start": 530.333,
      "end": 532.1,
      "text": "设置必须一起保留",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 232,
      "start": 532.2,
      "end": 533.6,
      "text": "不能把它解释成",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 233,
      "start": 533.6,
      "end": 536.0,
      "text": "所有任务都节省162倍",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 234,
      "start": 536.466,
      "end": 538.366,
      "text": "被发现的Lasso程序也不是",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 235,
      "start": 538.366,
      "end": 540.3,
      "text": "凭空拼出一段神秘代码",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 236,
      "start": 540.4,
      "end": 542.2,
      "text": "它结合了强规则筛选",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 237,
      "start": 542.366,
      "end": 545.466,
      "text": "基于柯西斯瓦茨不等式的KKT剪枝",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 238,
      "start": 545.866,
      "end": 546.933,
      "text": "活动集合管理",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 239,
      "start": 547.1,
      "end": 549.333,
      "text": "延迟构建GRAM矩阵和硬件",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 240,
      "start": 549.333,
      "end": 551.766,
      "text": "优化系统在大量候选中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 241,
      "start": 551.766,
      "end": 553.866,
      "text": "找到了一套更合适的组合",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 242,
      "start": 553.966,
      "end": 556.933,
      "text": "并根据问题规模调整验证成本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 243,
      "start": 557.166,
      "end": 558.666,
      "text": "他证明调度改进可以",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 244,
      "start": 558.666,
      "end": 560.666,
      "text": "落到可测量的程序性能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 245,
      "start": 560.966,
      "end": 563.8,
      "text": "而不是只让agent自评这次更有创意",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 246,
      "start": 563.966,
      "end": 566.5,
      "text": "数学优化部分包含核差集合",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 247,
      "start": 567.0,
      "end": 569.366,
      "text": "自相关不等式与圆形装箱",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 248,
      "start": 569.8,
      "end": 574.166,
      "text": "dream RSI在核差问题上取得1.145427",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 249,
      "start": 574.6,
      "end": 576.166,
      "text": "超过论文列出的simple",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 250,
      "start": 576.3,
      "end": 578.2,
      "text": "test与固定探索结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 251,
      "start": 578.366,
      "end": 581.6,
      "text": "原型装箱达到2.635983",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 252,
      "start": 581.8,
      "end": 583.933,
      "text": "与最强对照结果持平",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 253,
      "start": 584.166,
      "end": 587.0,
      "text": "自相关任务得到1.456375",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 254,
      "start": 587.066,
      "end": 590.566,
      "text": "没有超过simple TES的1.453675",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 255,
      "start": 591.066,
      "end": 593.133,
      "text": "因为该项指标越低越好",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 256,
      "start": 593.2,
      "end": 594.766,
      "text": "这个结果提醒外界",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 257,
      "start": 595.133,
      "end": 598.3,
      "text": "dream RSI没有在每个任务上全面获胜",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 258,
      "start": 598.4,
      "end": 600.5,
      "text": "它的优势仍体现在预算",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 259,
      "start": 600.9,
      "end": 604.766,
      "text": "simple t ES在对照中使用51200次生成",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 260,
      "start": 605.266,
      "end": 607.333,
      "text": "Dreamrsi少于1,000次",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 261,
      "start": 607.533,
      "end": 610.066,
      "text": "部分结果未必拿到单项第一",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 262,
      "start": 610.1,
      "end": 612.7,
      "text": "但单位计算成本更有竞争力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 263,
      "start": 612.733,
      "end": 615.866,
      "text": "这类系统真正追求的目标是用更",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 264,
      "start": 615.866,
      "end": 618.933,
      "text": "少真实执行找到足够好的方案",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 265,
      "start": 619.266,
      "end": 622.0,
      "text": "排行榜最高分只是其中一个指标",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 266,
      "start": 622.2,
      "end": 624.933,
      "text": "GPU内核工程又提供了另一种检验",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 267,
      "start": 625.166,
      "end": 628.266,
      "text": "在VGG16和layer norm任务中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 268,
      "start": 628.5,
      "end": 631.066,
      "text": "dream RSI达到相近性能时",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 269,
      "start": 631.2,
      "end": 635.266,
      "text": "分别减少2.43倍和1.79倍生成次数",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 270,
      "start": 635.466,
      "end": 638.733,
      "text": "CONV div与CONV Max在相近预算下",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 271,
      "start": 638.933,
      "end": 640.466,
      "text": "性能分别达到固定",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 272,
      "start": 640.466,
      "end": 643.2,
      "text": "探索的2.09倍和1.44倍",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 273,
      "start": 644.0,
      "end": 646.4,
      "text": "四类任务涉及不同计算结构",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 274,
      "start": 646.666,
      "end": 648.5,
      "text": "说明学习到的策略至少",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 275,
      "start": 648.5,
      "end": 650.766,
      "text": "没有被锁死在一个算法题上",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 276,
      "start": 650.966,
      "end": 653.766,
      "text": "研究人员还观察了策略怎样变化",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 277,
      "start": 653.9,
      "end": 655.766,
      "text": "在Convictive实验中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 278,
      "start": 656.0,
      "end": 657.6,
      "text": "系统表现上升后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 279,
      "start": 657.6,
      "end": 661.366,
      "text": "把每轮评估的尝试从110个降到50个",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 280,
      "start": 661.8,
      "end": 663.2,
      "text": "主动节省计算",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 281,
      "start": 663.366,
      "end": 664.733,
      "text": "进展停滞以后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 282,
      "start": 664.733,
      "end": 665.933,
      "text": "它又扩大探索",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 283,
      "start": 666.1,
      "end": 667.533,
      "text": "评估数量回升",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 284,
      "start": 667.7,
      "end": 669.733,
      "text": "随后出现新的性能跳跃",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 285,
      "start": 670.2,
      "end": 673.2,
      "text": "他学会根据进展调节搜索强度",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 286,
      "start": 673.3,
      "end": 675.566,
      "text": "表现上升时缩减预算",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 287,
      "start": 675.666,
      "end": 677.866,
      "text": "停滞时重新扩大分支",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 288,
      "start": 678.066,
      "end": 679.733,
      "text": "另一个实验更有意思",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 289,
      "start": 680.2,
      "end": 681.866,
      "text": "研究团队把历史轨迹",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 290,
      "start": 681.866,
      "end": 683.766,
      "text": "总结成高层语义建议",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 291,
      "start": 683.866,
      "end": 685.3,
      "text": "再塞回提示词",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 292,
      "start": 685.533,
      "end": 687.266,
      "text": "例如告诉agent哪些",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 293,
      "start": 687.266,
      "end": 688.766,
      "text": "方向可能更有希望",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 294,
      "start": 688.933,
      "end": 691.666,
      "text": "这种看起来更像人类复盘的做法",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 295,
      "start": 692.0,
      "end": 695.2,
      "text": "表现反而低于直接使用历史数重放",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 296,
      "start": 695.4,
      "end": 698.3,
      "text": "原因可能是总结会过早压缩信息",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 297,
      "start": 698.466,
      "end": 701.166,
      "text": "也会把过去的成功变成强烈偏见",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 298,
      "start": 701.366,
      "end": 704.166,
      "text": "导致新一轮探索集中在少数方向",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 299,
      "start": 704.666,
      "end": 707.3,
      "text": "树状历史保留了更多反事实空间",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 300,
      "start": 707.533,
      "end": 710.7,
      "text": "策略可以看到某条路线在哪里停下",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 301,
      "start": 710.7,
      "end": 712.466,
      "text": "也能重新安排那些",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 302,
      "start": 712.466,
      "end": 714.366,
      "text": "当时被忽略的节点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 303,
      "start": 714.466,
      "end": 717.333,
      "text": "文字总结通常只留下应该做什么",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 304,
      "start": 717.566,
      "end": 720.0,
      "text": "探索树还保留做过什么",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 305,
      "start": 720.1,
      "end": 721.266,
      "text": "失败在哪里",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 306,
      "start": 721.533,
      "end": 723.333,
      "text": "当时还有哪些路没继续",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 307,
      "start": 723.4,
      "end": 726.066,
      "text": "对于长周期多分支任务",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 308,
      "start": 726.066,
      "end": 728.066,
      "text": "这两类记忆并不等价",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 309,
      "start": 728.166,
      "end": 731.2,
      "text": "它和检索增强生成也有明显差别",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 310,
      "start": 731.866,
      "end": 734.166,
      "text": "普通记忆系统在遇到新任务时",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 311,
      "start": 734.3,
      "end": 737.2,
      "text": "找出几段相似经验放进上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 312,
      "start": 737.366,
      "end": 739.6,
      "text": "模型读完以后自行决定怎么做",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 313,
      "start": 739.8,
      "end": 742.133,
      "text": "dream RSI不止提供旧经验",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 314,
      "start": 742.333,
      "end": 745.466,
      "text": "还让候选策略在旧树上实际走一遍",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 315,
      "start": 745.9,
      "end": 748.066,
      "text": "并按照成本与结果计分",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 316,
      "start": 748.566,
      "end": 750.2,
      "text": "前者提供参考材料",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 317,
      "start": 750.366,
      "end": 752.7,
      "text": "后者提供可比较的行为反馈",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 318,
      "start": 752.866,
      "end": 754.266,
      "text": "它也不同于微调",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 319,
      "start": 754.5,
      "end": 756.8,
      "text": "微调把经验压进模型参数",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 320,
      "start": 756.8,
      "end": 759.333,
      "text": "可能提高一类任务的平均表现",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 321,
      "start": 759.466,
      "end": 763.0,
      "text": "却很难解释某次提升来自哪条轨迹",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 322,
      "start": 763.366,
      "end": 765.5,
      "text": "dream RSI保留基础模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 323,
      "start": 765.7,
      "end": 767.533,
      "text": "只修改外部策略代码",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 324,
      "start": 767.8,
      "end": 770.3,
      "text": "旧策略和新策略可以逐行比较",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 325,
      "start": 770.4,
      "end": 773.3,
      "text": "表现变化也能对应到具体历史数",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 326,
      "start": 773.533,
      "end": 775.666,
      "text": "代价是它不能直接扩大",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 327,
      "start": 775.666,
      "end": 777.566,
      "text": "模型的知识和推理上限",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 328,
      "start": 778.1,
      "end": 780.366,
      "text": "只能更有效地调用已有能力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 329,
      "start": 780.5,
      "end": 782.4,
      "text": "和传统强化学习相比",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 330,
      "start": 782.7,
      "end": 786.533,
      "text": "dream RSI借用了离线策略评估的思想",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 331,
      "start": 786.666,
      "end": 789.133,
      "text": "却利用了编码任务特有的结构",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 332,
      "start": 789.266,
      "end": 790.866,
      "text": "环境结果已经被保存在",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 333,
      "start": 790.866,
      "end": 793.6,
      "text": "文件程序输出和分数中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 334,
      "start": 794.2,
      "end": 795.5,
      "text": "重放时不需要学习",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 335,
      "start": 795.5,
      "end": 797.2,
      "text": "一个近似动力学模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 336,
      "start": 797.333,
      "end": 799.666,
      "text": "只要候选策略不走出历史树",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 337,
      "start": 800.066,
      "end": 802.766,
      "text": "反馈就是当时真实执行过的结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 338,
      "start": 803.466,
      "end": 805.166,
      "text": "强化学习中常见的模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 339,
      "start": 805.166,
      "end": 807.2,
      "text": "预测误差因此被缩小",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 340,
      "start": 807.366,
      "end": 809.8,
      "text": "但覆盖不足的问题仍然存在",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 341,
      "start": 809.933,
      "end": 811.9,
      "text": "可以用一个简化例子理解",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 342,
      "start": 812.333,
      "end": 815.2,
      "text": "某次内核优化一共展开100个节点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 343,
      "start": 815.366,
      "end": 818.366,
      "text": "旧策略先连续打磨a路线40次",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 344,
      "start": 818.5,
      "end": 819.8,
      "text": "再试b和c",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 345,
      "start": 820.266,
      "end": 821.866,
      "text": "后来发现真正的突破",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 346,
      "start": 821.866,
      "end": 823.733,
      "text": "来自c的第六个分支",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 347,
      "start": 824.066,
      "end": 827.066,
      "text": "新策略可以在历史树里提前访问c",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 348,
      "start": 827.2,
      "end": 829.133,
      "text": "并减少a上的预算",
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    },
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      "id": 349,
      "start": 829.3,
      "end": 831.866,
      "text": "它不需要重新编译那100份代码",
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    },
    {
      "id": 350,
      "start": 831.933,
      "end": 833.6,
      "text": "因为结果都已保存",
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    },
    {
      "id": 351,
      "start": 833.866,
      "end": 835.8,
      "text": "可要是新策略想尝试",
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      "timing_uncertain": false
    },
    {
      "id": 352,
      "start": 835.8,
      "end": 837.7,
      "text": "从未出现过的d路线",
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      "timing_uncertain": false
    },
    {
      "id": 353,
      "start": 838.1,
      "end": 839.9,
      "text": "历史就无法提供答案",
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      "timing_uncertain": false
    },
    {
      "id": 354,
      "start": 840.0,
      "end": 842.3,
      "text": "只能等下一轮真实执行",
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      "timing_uncertain": false
    },
    {
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      "start": 842.366,
      "end": 845.133,
      "text": "这套方法因此同时依赖两种质量",
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      "timing_uncertain": false
    },
    {
      "id": 356,
      "start": 845.166,
      "end": 846.9,
      "text": "第一种是历史覆盖",
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      "timing_uncertain": false
    },
    {
      "id": 357,
      "start": 847.166,
      "end": 848.9,
      "text": "探索树必须足够丰富",
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      "timing_uncertain": false
    },
    {
      "id": 358,
      "start": 848.933,
      "end": 851.3,
      "text": "不能只记录最后几个成功候选",
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      "timing_uncertain": false
    },
    {
      "id": 359,
      "start": 851.7,
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      "text": "第二种是评分质量",
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    },
    {
      "id": 360,
      "start": 853.5,
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      "text": "每个节点的结果必须可靠",
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      "timing_uncertain": false
    },
    {
      "id": 361,
      "start": 855.766,
      "end": 858.6,
      "text": "日志缺失执行环境变化或",
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      "timing_uncertain": false
    },
    {
      "id": 362,
      "start": 858.6,
      "end": 861.8,
      "text": "评分器错误都会让模拟世界失真",
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      "timing_uncertain": false
    },
    {
      "id": 363,
      "start": 862.466,
      "end": 864.733,
      "text": "系统节省了重复执行成本",
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      "timing_uncertain": false
    },
    {
      "id": 364,
      "start": 864.9,
      "end": 866.766,
      "text": "也把更高要求转移给",
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      "timing_uncertain": false
    },
    {
      "id": 365,
      "start": 866.766,
      "end": 868.766,
      "text": "记录和评测基础设施",
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      "timing_uncertain": false
    },
    {
      "id": 366,
      "start": 869.1,
      "end": 871.0,
      "text": "研究团队让候选策略在",
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      "timing_uncertain": false
    },
    {
      "id": 367,
      "start": 871.0,
      "end": 873.066,
      "text": "全部历史数上接受评估",
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      "timing_uncertain": false
    },
    {
      "id": 368,
      "start": 873.1,
      "end": 874.766,
      "text": "而不是只看最近一轮",
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      "timing_uncertain": false
    },
    {
      "id": 369,
      "start": 874.966,
      "end": 876.4,
      "text": "这样可以降低策略",
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      "timing_uncertain": false
    },
    {
      "id": 370,
      "start": 876.4,
      "end": 878.166,
      "text": "迎合单次任务的风险",
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      "timing_uncertain": false
    },
    {
      "id": 371,
      "start": 878.366,
      "end": 879.566,
      "text": "旧世界越多",
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      "timing_uncertain": false
    },
    {
      "id": 372,
      "start": 879.766,
      "end": 882.533,
      "text": "候选策略越难靠偶然路线获胜",
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      "timing_uncertain": false
    },
    {
      "id": 373,
      "start": 883.133,
      "end": 885.6,
      "text": "不过历史池本身仍可能",
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      "timing_uncertain": false
    },
    {
      "id": 374,
      "start": 885.6,
      "end": 887.333,
      "text": "偏向某些任务类型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 375,
      "start": 887.866,
      "end": 890.2,
      "text": "如果过去全是GPU优化",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 376,
      "start": 890.333,
      "end": 893.3,
      "text": "得到的调度习惯未必适合数学证明",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 377,
      "start": 893.4,
      "end": 895.333,
      "text": "跨领域泛化需要更多实验",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 378,
      "start": 895.333,
      "end": 897.666,
      "text": "不能只凭三个领域就下定论",
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      "timing_uncertain": false
    },
    {
      "id": 379,
      "start": 898.666,
      "end": 900.966,
      "text": "策略选择还涉及多目标权衡",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 380,
      "start": 901.2,
      "end": 903.533,
      "text": "发现系统既想要高质量结果",
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      "timing_uncertain": false
    },
    {
      "id": 381,
      "start": 903.533,
      "end": 905.3,
      "text": "也想减少模型调用",
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      "timing_uncertain": false
    },
    {
      "id": 382,
      "start": 905.3,
      "end": 907.1,
      "text": "执行时间和并行资源",
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      "timing_uncertain": false
    },
    {
      "id": 383,
      "start": 907.266,
      "end": 908.9,
      "text": "一个策略可能用很少",
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      "timing_uncertain": false
    },
    {
      "id": 384,
      "start": 908.9,
      "end": 910.566,
      "text": "调用找到不错答案",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 385,
      "start": 911.066,
      "end": 912.366,
      "text": "另一个策略消耗",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 386,
      "start": 912.366,
      "end": 914.366,
      "text": "更多预算拿到略高分",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 387,
      "start": 914.5,
      "end": 917.1,
      "text": "最终选谁取决于评价函数",
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      "timing_uncertain": false
    },
    {
      "id": 388,
      "start": 917.1,
      "end": 919.2,
      "text": "怎样给质量和成本定价",
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      "timing_uncertain": false
    },
    {
      "id": 389,
      "start": 919.7,
      "end": 921.7,
      "text": "Dreamrsi能优化这套权衡",
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      "timing_uncertain": false
    },
    {
      "id": 390,
      "start": 921.733,
      "end": 924.333,
      "text": "却不能替使用者决定什么最重要",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 391,
      "start": 924.666,
      "end": 926.866,
      "text": "Dreamrsi最重要的产业含义",
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      "timing_uncertain": false
    },
    {
      "id": 392,
      "start": 927.5,
      "end": 930.1,
      "text": "也许是把日志从成本变成资产",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 393,
      "start": 930.2,
      "end": 932.733,
      "text": "今天大量agent平台保存轨迹",
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      "timing_uncertain": false
    },
    {
      "id": 394,
      "start": 933.133,
      "end": 934.9,
      "text": "主要用于排查错误",
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      "timing_uncertain": false
    },
    {
      "id": 395,
      "start": 935.1,
      "end": 937.666,
      "text": "审计调用和改进提示词",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 396,
      "start": 938.0,
      "end": 940.533,
      "text": "dream RSI展示了另一种用途",
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      "timing_uncertain": false
    },
    {
      "id": 397,
      "start": 941.166,
      "end": 942.8,
      "text": "只要轨迹包含清楚的",
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      "timing_uncertain": false
    },
    {
      "id": 398,
      "start": 942.8,
      "end": 944.933,
      "text": "决策结构和可复现结果",
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      "timing_uncertain": false
    },
    {
      "id": 399,
      "start": 945.2,
      "end": 946.533,
      "text": "它就能成为测试",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 400,
      "start": 946.533,
      "end": 948.4,
      "text": "未来调度策略的环境",
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      "timing_uncertain": false
    },
    {
      "id": 401,
      "start": 948.8,
      "end": 951.4,
      "text": "公司已经为在线运行付过一次费用",
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      "timing_uncertain": false
    },
    {
      "id": 402,
      "start": 951.566,
      "end": 952.933,
      "text": "后续可以反复利用",
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      "timing_uncertain": false
    },
    {
      "id": 403,
      "start": 952.933,
      "end": 954.6,
      "text": "这段历史筛选策略",
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      "timing_uncertain": false
    },
    {
      "id": 404,
      "start": 954.733,
      "end": 957.466,
      "text": "这会改变agent系统的竞争方式",
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      "timing_uncertain": false
    },
    {
      "id": 405,
      "start": 957.7,
      "end": 960.3,
      "text": "模型公司比参数和推理能力",
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      "timing_uncertain": false
    },
    {
      "id": 406,
      "start": 960.733,
      "end": 962.266,
      "text": "应用公司则可能开始",
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      "timing_uncertain": false
    },
    {
      "id": 407,
      "start": 962.266,
      "end": 964.0,
      "text": "积累自己的探索世界",
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      "timing_uncertain": false
    },
    {
      "id": 408,
      "start": 964.133,
      "end": 967.0,
      "text": "哪家企业拥有更多高质量任务轨迹",
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      "timing_uncertain": false
    },
    {
      "id": 409,
      "start": 967.333,
      "end": 969.766,
      "text": "准确评分和真实执行结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 410,
      "start": 969.933,
      "end": 971.7,
      "text": "哪家企业就更容易把同",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 411,
      "start": 971.7,
      "end": 973.9,
      "text": "一款基础模型调度得更好",
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      "timing_uncertain": false
    },
    {
      "id": 412,
      "start": 974.0,
      "end": 975.7,
      "text": "模型可以从API购买",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 413,
      "start": 975.7,
      "end": 978.066,
      "text": "历史数和业务评估器",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 414,
      "start": 978.066,
      "end": 979.333,
      "text": "却很难复制",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 415,
      "start": 979.866,
      "end": 982.2,
      "text": "这种资产还有很强的领域属性",
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      "timing_uncertain": false
    },
    {
      "id": 416,
      "start": 982.366,
      "end": 983.8,
      "text": "芯片公司积累的是",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 417,
      "start": 983.8,
      "end": 986.566,
      "text": "内核编译器和硬件结果",
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      "timing_uncertain": false
    },
    {
      "id": 418,
      "start": 986.866,
      "end": 988.366,
      "text": "药物公司积累的是",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 419,
      "start": 988.366,
      "end": 990.533,
      "text": "分子设计与实验反馈",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 420,
      "start": 990.9,
      "end": 992.933,
      "text": "软件团队积累的是代码",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 421,
      "start": 992.933,
      "end": 995.266,
      "text": "修改测试和故障记录",
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      "timing_uncertain": false
    },
    {
      "id": 422,
      "start": 995.7,
      "end": 997.333,
      "text": "它们无法像通用文本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 423,
      "start": 997.333,
      "end": 999.566,
      "text": "那样随手从互联网获取",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 424,
      "start": 999.733,
      "end": 1001.366,
      "text": "未来的agent护城河",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 425,
      "start": 1001.566,
      "end": 1003.133,
      "text": "可能由两部分组成",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 426,
      "start": 1003.566,
      "end": 1004.933,
      "text": "一套探索策略",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 427,
      "start": 1004.966,
      "end": 1006.6,
      "text": "加上一批经过验证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 428,
      "start": 1006.6,
      "end": 1008.733,
      "text": "能够重放的决策世界",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 429,
      "start": 1008.933,
      "end": 1010.566,
      "text": "成本结构也会改变",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 430,
      "start": 1010.766,
      "end": 1012.8,
      "text": "在线执行需要调用模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 431,
      "start": 1013.0,
      "end": 1014.9,
      "text": "占用机器并等待评估",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 432,
      "start": 1015.2,
      "end": 1017.6,
      "text": "离线重放主要读取保存结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 433,
      "start": 1018.1,
      "end": 1020.333,
      "text": "企业可以在真实执行次数不变",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 434,
      "start": 1020.333,
      "end": 1023.066,
      "text": "的情况下测试更多调度候选",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 435,
      "start": 1023.1,
      "end": 1026.066,
      "text": "一次失败不再只产生沉默成本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 436,
      "start": 1026.3,
      "end": 1028.966,
      "text": "还能提高以后筛选策略的效率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 437,
      "start": 1029.466,
      "end": 1030.666,
      "text": "任务量越大",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 438,
      "start": 1030.766,
      "end": 1033.666,
      "text": "历史复用带来的边际价值越明显",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 439,
      "start": 1033.733,
      "end": 1036.766,
      "text": "不过保存完整探索树并不便宜",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 440,
      "start": 1036.866,
      "end": 1039.933,
      "text": "每个节点可能包含代码仓库快照",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 441,
      "start": 1040.1,
      "end": 1043.366,
      "text": "编译产物日志评测结果和模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 442,
      "start": 1043.366,
      "end": 1044.266,
      "text": "上下文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 443,
      "start": 1044.466,
      "end": 1047.733,
      "text": "长期积累会带来存储与治理压力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 444,
      "start": 1048.1,
      "end": 1050.0,
      "text": "企业还要处理商业机密",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 445,
      "start": 1050.0,
      "end": 1052.4,
      "text": "个人数据和第三方代码许可",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 446,
      "start": 1052.5,
      "end": 1054.133,
      "text": "不能为了训练调度器",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 447,
      "start": 1054.133,
      "end": 1056.066,
      "text": "无限期保存所有轨迹",
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      "start": 1056.2,
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      "text": "哪些节点值得保留",
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      "start": 1057.966,
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      "text": "怎样脱敏",
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      "text": "多久删除",
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      "id": 451,
      "start": 1060.466,
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      "text": "同样需要策略",
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      "text": "多人协作会让问题更复杂",
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      "text": "另一个负责测试",
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      "text": "第三个负责审查",
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      "text": "探索树里就会包含多个角色的行动",
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      "start": 1073.8,
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      "text": "Dreamrsi目前主要改进",
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      "text": "统一的探索控制器",
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      "text": "未来系统可能进一步",
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      "id": 460,
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      "text": "什么时候让不同模型互相检查",
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      "start": 1083.566,
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      "text": "调度层一旦扩展到模型选择",
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      "text": "成本和能力都会出现新的组合空间",
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      "text": "这里也存在反馈回路风险",
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      "text": "某一版策略偏爱某种路线",
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      "text": "它生成的新历史就会",
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      "id": 467,
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      "text": "更多覆盖这种路线",
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      "text": "下一版又在这些历史上训练",
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      "text": "偏好可能逐轮强化",
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      "text": "系统需要保留一定探索比例",
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      "text": "主动寻找历史之外的区域",
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      "id": 472,
      "start": 1108.266,
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      "text": "否则模拟器池越大",
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      "id": 473,
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      "text": "视野反而越窄",
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      "end": 1115.133,
      "text": "论文中策略在停滞后重新扩大探索",
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      "id": 475,
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      "text": "是一个积极信号",
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      "text": "却不能保证所有任务",
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      "id": 477,
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      "text": "都会自然出现这种行为",
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      "id": 478,
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      "text": "软件工程会最先受益",
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      "text": "编译测试和性能评估都有明确反馈",
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      "text": "agent生成代码以后",
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      "start": 1128.733,
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      "text": "可以迅速知道对错",
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      "text": "芯片设计数据库查询优化自动",
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      "text": "调参和运筹问题也具备类似条件",
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      "text": "只要结果可以自动验证",
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      "text": "历史就能被组织成重放空间",
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      "text": "策略改进也有稳定分数可以追踪",
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      "text": "一项科学假设是否有价值",
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      "id": 492,
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      "text": "评分器给错方向",
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      "text": "评分规则中的漏洞也会被持续利用",
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      "text": "一个只奖励速度的内核优化器",
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      "text": "一个只看测试通过率的编码agent",
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      "id": 508,
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      "id": 509,
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      "id": 510,
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      "id": 511,
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      "text": "旧任务里存在错误标签",
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      "id": 513,
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      "text": "异常环境或偶然成功",
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      "text": "模拟器在记录区域内很精确",
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      "id": 516,
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      "text": "可记录不一定代表未来",
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      "text": "软件版本硬件业务规则和",
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      "id": 518,
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      "text": "安全政策发生变化以后",
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      "id": 519,
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      "text": "旧节点的结果可能已经失效",
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      "text": "企业需要给历史树加",
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      "text": "版本时间和环境标签",
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      "text": "还要知道什么时候让旧世界退役",
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      "text": "安全边界同样不能省略",
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      "text": "探索策略决定哪些代码被执行",
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      "id": 525,
      "start": 1236.6,
      "end": 1238.066,
      "text": "多少任务并行",
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      "text": "它本身已经掌握实际资源",
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      "text": "策略开发代理如果",
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      "text": "就必须运行在隔离环境里",
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      "text": "限制网络凭证和文件权限",
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      "text": "候选策略应先通过",
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      "text": "静态检查和沙箱测试",
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      "text": "再进入历史回放",
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      "text": "被选中的版本还需要清楚",
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      "text": "的差异记录和回滚路径",
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      "id": 537,
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      "text": "从这个角度看",
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      "end": 1265.733,
      "text": "dream RSI反而提供了一种比较",
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      "timing_uncertain": false
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      "id": 539,
      "start": 1265.733,
      "end": 1268.166,
      "text": "容易审计的自我改进方式",
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      "id": 540,
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      "id": 542,
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      "id": 544,
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      "text": "为什么得分更高",
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      "text": "在哪些历史树上通过测试",
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      "text": "都可以留下记录",
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      "id": 547,
      "start": 1281.133,
      "end": 1282.3,
      "text": "危险没有消失",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 548,
      "start": 1282.3,
      "end": 1284.3,
      "text": "但变化发生在可见层",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 549,
      "start": 1284.4,
      "end": 1286.2,
      "text": "治理工具更容易介入",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 550,
      "start": 1286.3,
      "end": 1288.466,
      "text": "外界也不能忽略研究状态",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 551,
      "start": 1289.3,
      "end": 1292.3,
      "text": "dream RSI目前是Arxiv预印本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 552,
      "start": 1292.666,
      "end": 1295.3,
      "text": "实验结果主要由作者团队报告",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 553,
      "start": 1295.4,
      "end": 1298.1,
      "text": "还没有经过完整的独立同行评审",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 554,
      "start": 1298.5,
      "end": 1299.966,
      "text": "项目仓库已经公开",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 555,
      "start": 1300.133,
      "end": 1302.3,
      "text": "readme在当前阶段明确写着",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 556,
      "start": 1302.3,
      "end": 1304.7,
      "text": "完整代码复现实验脚本和",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 557,
      "start": 1304.7,
      "end": 1306.766,
      "text": "发现程序仍在准备发布",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 558,
      "start": 1306.933,
      "end": 1308.866,
      "text": "论文附录提供了部分程序",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 559,
      "start": 1309.333,
      "end": 1311.2,
      "text": "项目网页也有交互演示",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 560,
      "start": 1311.366,
      "end": 1312.7,
      "text": "但外部团队还不能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 561,
      "start": 1312.7,
      "end": 1314.4,
      "text": "一键重跑全部结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 562,
      "start": 1314.533,
      "end": 1317.2,
      "text": "这条信息会影响结论强度",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 563,
      "start": 1317.4,
      "end": 1319.966,
      "text": "论文证明了一种值得重视的方法",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 564,
      "start": 1320.0,
      "end": 1322.166,
      "text": "并用8项任务给出证据",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 565,
      "start": 1322.333,
      "end": 1323.9,
      "text": "它还没有证明这套方法",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 566,
      "start": 1323.9,
      "end": 1326.0,
      "text": "能普遍适用于所有agent",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 567,
      "start": 1326.4,
      "end": 1328.266,
      "text": "更没有证明任何接入它的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 568,
      "start": 1328.266,
      "end": 1330.866,
      "text": "模型都会持续提高总体智能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 569,
      "start": 1330.866,
      "end": 1333.266,
      "text": "完整代码发布独立复现",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 570,
      "start": 1333.4,
      "end": 1335.8,
      "text": "更多模型与更多任务测试",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 571,
      "start": 1336.0,
      "end": 1337.866,
      "text": "才会决定这些数字能否",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 572,
      "start": 1337.866,
      "end": 1339.5,
      "text": "离开研究团队的环境",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 573,
      "start": 1339.6,
      "end": 1342.966,
      "text": "自我进化仍然可以用来概括dream RSI",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 574,
      "start": 1343.333,
      "end": 1345.933,
      "text": "只是必须说清进化发生在哪里",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 575,
      "start": 1345.966,
      "end": 1348.3,
      "text": "这里的变化集中在元探索层",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 576,
      "start": 1348.466,
      "end": 1350.666,
      "text": "固定的编码agent从历史",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 577,
      "start": 1350.666,
      "end": 1352.933,
      "text": "探索记录中改进外部策略",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 578,
      "start": 1353.1,
      "end": 1355.366,
      "text": "再用新策略收集更多历史",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 579,
      "start": 1355.666,
      "end": 1356.766,
      "text": "模型没有觉醒",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 580,
      "start": 1356.9,
      "end": 1358.066,
      "text": "也没有获得修改",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 581,
      "start": 1358.066,
      "end": 1359.9,
      "text": "自身全部组件的权利",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 582,
      "start": 1360.1,
      "end": 1362.266,
      "text": "目标始终是提高发现效率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 583,
      "start": 1362.5,
      "end": 1364.1,
      "text": "这一步的意义并不小",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 584,
      "start": 1364.266,
      "end": 1366.1,
      "text": "过去提升agent表现",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 585,
      "start": 1366.3,
      "end": 1369.2,
      "text": "最直接的方法是换更大的模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 586,
      "start": 1369.3,
      "end": 1370.6,
      "text": "增加推理TOKEN",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 587,
      "start": 1370.733,
      "end": 1372.0,
      "text": "或多跑几次",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 588,
      "start": 1372.2,
      "end": 1374.5,
      "text": "dream RSI给出第四条路线",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 589,
      "start": 1374.666,
      "end": 1376.266,
      "text": "保留过去搜索的结构",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 590,
      "start": 1376.266,
      "end": 1379.3,
      "text": "让系统学习怎样花下一笔计算预算",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 591,
      "start": 1379.533,
      "end": 1380.966,
      "text": "算力没有变免费",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 592,
      "start": 1381.466,
      "end": 1383.733,
      "text": "失败却不再只是一张账单",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 593,
      "start": 1383.9,
      "end": 1385.566,
      "text": "只要记录足够完整",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 594,
      "start": 1385.733,
      "end": 1387.2,
      "text": "它还能为后续策略",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 595,
      "start": 1387.2,
      "end": 1389.0,
      "text": "提供一次又一次反馈",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 596,
      "start": 1389.266,
      "end": 1391.766,
      "text": "它也让经验这个词变得更精确",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 597,
      "start": 1392.166,
      "end": 1394.333,
      "text": "人类说从失败中学习",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 598,
      "start": 1394.533,
      "end": 1396.333,
      "text": "往往靠记忆和总结",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 599,
      "start": 1396.7,
      "end": 1398.966,
      "text": "dream RSI把失败变成带",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 600,
      "start": 1398.966,
      "end": 1401.533,
      "text": "状态动作和结果的节点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 601,
      "start": 1401.7,
      "end": 1404.333,
      "text": "再让新策略重新经过这些节点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 602,
      "start": 1404.6,
      "end": 1406.4,
      "text": "agent会在一组已经发生",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 603,
      "start": 1406.4,
      "end": 1408.466,
      "text": "过的世界里反复试走",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 604,
      "start": 1408.733,
      "end": 1410.366,
      "text": "得到的反馈比读一篇",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 605,
      "start": 1410.366,
      "end": 1412.933,
      "text": "复盘文章更接近行为学习",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 606,
      "start": 1413.0,
      "end": 1415.766,
      "text": "也比多塞几段提示词更具体",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 607,
      "start": 1416.066,
      "end": 1418.6,
      "text": "但开头的问题仍然没有完全关闭",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 608,
      "start": 1418.9,
      "end": 1420.666,
      "text": "agent究竟是变聪明",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 609,
      "start": 1420.666,
      "end": 1422.6,
      "text": "还是只更会走旧地图",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 610,
      "start": 1422.9,
      "end": 1425.4,
      "text": "目前的答案是两者之间",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 611,
      "start": 1425.566,
      "end": 1428.1,
      "text": "它没有获得超出基础模型的新知识",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 612,
      "start": 1428.366,
      "end": 1430.5,
      "text": "也看不见历史之外的结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 613,
      "start": 1430.866,
      "end": 1433.166,
      "text": "可他确实改变了资源分配方式",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 614,
      "start": 1433.4,
      "end": 1435.566,
      "text": "并在下一轮真实探索中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 615,
      "start": 1435.7,
      "end": 1438.066,
      "text": "到达旧策略没有到过的位置",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 616,
      "start": 1438.4,
      "end": 1440.1,
      "text": "只要新世界不断加入",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 617,
      "start": 1440.2,
      "end": 1441.733,
      "text": "旧地图就不再静止",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 618,
      "start": 1441.933,
      "end": 1443.7,
      "text": "真正值得警惕和",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 619,
      "start": 1443.7,
      "end": 1445.533,
      "text": "期待的地方都在这里",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 620,
      "start": 1445.566,
      "end": 1446.6,
      "text": "一个闭环系统",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 621,
      "start": 1446.6,
      "end": 1448.666,
      "text": "不需要每轮重训大模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 622,
      "start": 1448.666,
      "end": 1451.3,
      "text": "也可能逐步改善自己的工作方法",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 623,
      "start": 1451.666,
      "end": 1452.866,
      "text": "今天它优化的是",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 624,
      "start": 1452.866,
      "end": 1455.2,
      "text": "分支并行和停止规则",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 625,
      "start": 1455.7,
      "end": 1457.733,
      "text": "明天类似机制可能扩展到",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 626,
      "start": 1457.733,
      "end": 1460.6,
      "text": "工具选择记忆管理和验证流程",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 627,
      "start": 1460.766,
      "end": 1462.133,
      "text": "每多开放一层",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 628,
      "start": 1462.2,
      "end": 1463.866,
      "text": "能力上限会提高",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 629,
      "start": 1463.966,
      "end": 1467.133,
      "text": "错误目标和权限风险也会跟着放大",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 630,
      "start": 1467.266,
      "end": 1469.1,
      "text": "dream RSI没有带来科幻",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 631,
      "start": 1469.1,
      "end": 1470.8,
      "text": "故事里的智能爆炸",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 632,
      "start": 1471.333,
      "end": 1473.8,
      "text": "它展示的是一条更现实的路径",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 633,
      "start": 1474.133,
      "end": 1475.933,
      "text": "基础模型保持不动",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 634,
      "start": 1476.0,
      "end": 1478.4,
      "text": "外围系统通过历史评测",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 635,
      "start": 1478.4,
      "end": 1480.566,
      "text": "和代码迭代持续变强",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 636,
      "start": 1480.666,
      "end": 1481.966,
      "text": "这种变化更慢",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 637,
      "start": 1481.966,
      "end": 1483.333,
      "text": "也更工程化",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 638,
      "start": 1483.4,
      "end": 1486.066,
      "text": "却可能更早进入真实产品",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 639,
      "start": 1486.133,
      "end": 1487.7,
      "text": "因为企业不需要等待",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 640,
      "start": 1487.7,
      "end": 1490.5,
      "text": "一个会重写自身大脑的AGI",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 641,
      "start": 1490.966,
      "end": 1494.333,
      "text": "只要现有agent学会少走一半弯路",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 642,
      "start": 1494.7,
      "end": 1497.166,
      "text": "成本结构就已经会被改变",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 643,
      "start": 1497.266,
      "end": 1499.333,
      "text": "外部验证将是下一道关",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 644,
      "start": 1499.766,
      "end": 1501.933,
      "text": "项目页面和论文已经公开",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 645,
      "start": 1502.333,
      "end": 1504.066,
      "text": "Git Hub仓库也能找到",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 646,
      "start": 1504.133,
      "end": 1506.4,
      "text": "但仓库当前明确标注完整",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 647,
      "start": 1506.4,
      "end": 1509.133,
      "text": "代码库复现实验脚本和",
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      "timing_uncertain": false
    },
    {
      "id": 648,
      "start": 1509.133,
      "end": 1511.266,
      "text": "部分发现程序仍在准备",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 649,
      "start": 1511.466,
      "end": 1513.0,
      "text": "研究者暂时可以检查",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 650,
      "start": 1513.0,
      "end": 1515.533,
      "text": "方法数字和附录里的程序",
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      "timing_uncertain": false
    },
    {
      "id": 651,
      "start": 1515.7,
      "end": 1517.733,
      "text": "却难以完全重建每一次",
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      "timing_uncertain": false
    },
    {
      "id": 652,
      "start": 1517.733,
      "end": 1520.8,
      "text": "探索树模型调用和评测环境",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 653,
      "start": 1521.3,
      "end": 1522.9,
      "text": "论文结果因此属于有",
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      "timing_uncertain": false
    },
    {
      "id": 654,
      "start": 1522.9,
      "end": 1524.7,
      "text": "材料支持的研究报告",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 655,
      "start": 1525.0,
      "end": 1526.4,
      "text": "还不是已经被多家",
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      "timing_uncertain": false
    },
    {
      "id": 656,
      "start": 1526.4,
      "end": 1528.766,
      "text": "实验室重复确认的工程定律",
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      "timing_uncertain": false
    },
    {
      "id": 657,
      "start": 1528.966,
      "end": 1530.6,
      "text": "完整代码发布以后",
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      "timing_uncertain": false
    },
    {
      "id": 658,
      "start": 1530.733,
      "end": 1532.533,
      "text": "最需要复查的是结果对",
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      "timing_uncertain": false
    },
    {
      "id": 659,
      "start": 1532.533,
      "end": 1534.9,
      "text": "随机性和预算设置有多敏感",
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      "timing_uncertain": false
    },
    {
      "id": 660,
      "start": 1535.4,
      "end": 1537.866,
      "text": "不能只盯某一张最终成绩表",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 661,
      "start": 1538.166,
      "end": 1539.8,
      "text": "换一批初始节点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 662,
      "start": 1540.1,
      "end": 1542.0,
      "text": "优势是否仍然存在",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 663,
      "start": 1542.2,
      "end": 1544.466,
      "text": "把策略开发模型换掉",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 664,
      "start": 1545.0,
      "end": 1547.0,
      "text": "循环还能不能稳定提高",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 665,
      "start": 1547.2,
      "end": 1548.766,
      "text": "旧历史中混入低质量",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 666,
      "start": 1548.766,
      "end": 1551.133,
      "text": "轨迹会不会带坏下一轮",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 667,
      "start": 1551.266,
      "end": 1553.466,
      "text": "这些问题决定dream RSI",
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      "timing_uncertain": false
    },
    {
      "id": 668,
      "start": 1553.466,
      "end": 1555.066,
      "text": "是一套普遍方法",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 669,
      "start": 1555.133,
      "end": 1556.533,
      "text": "还是一组特定任务",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 670,
      "start": 1556.533,
      "end": 1558.266,
      "text": "下非常成功的配置",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 671,
      "start": 1558.533,
      "end": 1560.866,
      "text": "基线选择也需要继续检查",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 672,
      "start": 1561.3,
      "end": 1563.966,
      "text": "固定探索是很清楚的受控对照",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 673,
      "start": 1564.333,
      "end": 1568.0,
      "text": "因为它与dream RSI只差策略是否更新",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 674,
      "start": 1568.6,
      "end": 1571.766,
      "text": "可真实系统还会使用启发式搜索",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 675,
      "start": 1572.066,
      "end": 1575.733,
      "text": "贝叶斯优化进化算法和人工经验",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 676,
      "start": 1576.0,
      "end": 1577.933,
      "text": "Dreamrsi在一些任务上",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 677,
      "start": 1577.933,
      "end": 1580.1,
      "text": "超过论文列出的强基线",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 678,
      "start": 1580.166,
      "end": 1582.4,
      "text": "在另一些指标上只是接近",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 679,
      "start": 1582.6,
      "end": 1585.166,
      "text": "后续复现应当比较相同模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 680,
      "start": 1585.566,
      "end": 1587.7,
      "text": "相同预算和相同硬件",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 681,
      "start": 1587.8,
      "end": 1590.3,
      "text": "才能知道收益来自历史重放",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 682,
      "start": 1590.3,
      "end": 1592.366,
      "text": "还是来自某些实现细节",
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      "timing_uncertain": false
    },
    {
      "id": 683,
      "start": 1592.566,
      "end": 1594.1,
      "text": "研究的价值也不必",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 684,
      "start": 1594.1,
      "end": 1595.866,
      "text": "依赖每个分数都获胜",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 685,
      "start": 1596.7,
      "end": 1599.333,
      "text": "它把怎样探索从隐藏在框架",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 686,
      "start": 1599.333,
      "end": 1601.733,
      "text": "里的手写规则变成可以被",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 687,
      "start": 1601.733,
      "end": 1604.666,
      "text": "生成评估和版本管理的对象",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 688,
      "start": 1604.866,
      "end": 1607.6,
      "text": "过去开发者调度agent常靠",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 689,
      "start": 1607.6,
      "end": 1610.166,
      "text": "经验修改并发数和停止条件",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 690,
      "start": 1610.666,
      "end": 1613.333,
      "text": "现在这些选择可以进入实验循环",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 691,
      "start": 1613.5,
      "end": 1616.6,
      "text": "即使最终提升没有宣传数字那么大",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 692,
      "start": 1616.733,
      "end": 1618.966,
      "text": "这种把原策略工程化的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 693,
      "start": 1618.966,
      "end": 1621.533,
      "text": "思路仍然会影响后续系统",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 694,
      "start": 1621.566,
      "end": 1624.0,
      "text": "还要观察收益能维持多少轮",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 695,
      "start": 1624.7,
      "end": 1627.2,
      "text": "论文展示了有限轮次里的改进",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 696,
      "start": 1627.966,
      "end": 1630.0,
      "text": "任何搜索系统都可能在积累",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 697,
      "start": 1630.0,
      "end": 1632.133,
      "text": "到一定阶段后进入平台期",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 698,
      "start": 1632.5,
      "end": 1634.866,
      "text": "容易发现的优化先被拿走",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 699,
      "start": 1635.0,
      "end": 1636.666,
      "text": "剩下的问题更难",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 700,
      "start": 1636.9,
      "end": 1638.9,
      "text": "历史数也越来越庞大",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 701,
      "start": 1639.1,
      "end": 1642.533,
      "text": "届时重放成本存储成本和策略开发",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 702,
      "start": 1642.533,
      "end": 1645.6,
      "text": "成本会不会吞掉节省下来的调用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 703,
      "start": 1645.933,
      "end": 1647.966,
      "text": "需要更长时间实验回答",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 704,
      "start": 1648.166,
      "end": 1649.8,
      "text": "递归循环已经闭合",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 705,
      "start": 1649.8,
      "end": 1652.366,
      "text": "不代表性能曲线会永远向上",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 706,
      "start": 1652.533,
      "end": 1654.9,
      "text": "失败记录因此获得了新的意义",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 707,
      "start": 1655.5,
      "end": 1658.266,
      "text": "过去他们证明系统浪费过多少算力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 708,
      "start": 1658.533,
      "end": 1659.9,
      "text": "现在他们可以帮助下",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 709,
      "start": 1659.9,
      "end": 1661.666,
      "text": "一版系统减少浪费",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 710,
      "start": 1661.933,
      "end": 1664.5,
      "text": "Dreamrsi把历史变成模拟器",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 711,
      "start": 1664.6,
      "end": 1666.533,
      "text": "也把每次失败变成一块",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 712,
      "start": 1666.533,
      "end": 1668.8,
      "text": "可重复使用的计算资产",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 713,
      "start": 1669.166,
      "end": 1672.266,
      "text": "AI能否依靠这种资产持续扩大能力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 714,
      "start": 1672.3,
      "end": 1675.3,
      "text": "还要等待独立复现和更多任务验证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 715,
      "start": 1675.366,
      "end": 1677.333,
      "text": "可那扇门已经被推开",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 716,
      "start": 1677.466,
      "end": 1680.5,
      "text": "真正的竞争会从谁拥有更强模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 717,
      "start": 1680.666,
      "end": 1682.9,
      "text": "延伸到谁拥有更好的历史",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 718,
      "start": 1683.1,
      "end": 1685.0,
      "text": "以及谁最会利用这些历史",
      "source": "source_caption",
      "timing_uncertain": false
    }
  ]
}