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      "text": "是Opus 5 xhigh档的五分之一",
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      "text": "OpenAI官方数据也印证了这点",
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      "text": "终端操作和科学工作流这两块 提升是实打实的",
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      "start": 154.0,
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      "text": "衡量真实工作产出的GDPval-AA",
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      "start": 158.433,
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      "text": "Astra还掉了大约80个Elo分 好消息也有",
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    },
    {
      "id": 54,
      "start": 161.7,
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      "text": "幻觉率从92% 降到51% 准确率同时涨了4个点",
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    },
    {
      "id": 55,
      "start": 166.866,
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      "text": "长周期知识工作评测 AA Briefcase",
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      "id": 56,
      "start": 169.833,
      "end": 171.566,
      "text": "涨了约80个Elo",
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    },
    {
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      "start": 171.566,
      "end": 172.7,
      "text": "前面都是跑分",
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    },
    {
      "id": 58,
      "start": 172.7,
      "end": 175.3,
      "text": "这代模型真正的主角是computer use",
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    },
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      "id": 59,
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      "text": "OSWorld 2.0 Astra拿72.6% Sol是65.7%",
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    },
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    },
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      "id": 62,
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      "text": "配合新版Codex外壳",
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    },
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      "text": "Mind2Web上任务完成速度是之前的1.9倍",
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    },
    {
      "id": 64,
      "start": 191.8,
      "end": 194.866,
      "text": "官方演示里 它在KiCad里画PCB电路板",
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    },
    {
      "id": 65,
      "start": 194.866,
      "end": 198.1,
      "text": "在Excel里打竞赛 填美国税表1040",
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      "id": 66,
      "start": 198.1,
      "end": 200.4,
      "text": "做前端QA 操作Power BI",
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    },
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      "id": 67,
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      "text": "浏览器 Unity Blender Jupyter",
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      "id": 68,
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      "text": "早期拿到权限的博主Claire做了几个实测",
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      "text": "对程序员很有参考价值",
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      "text": "她让Codex里的Astra直接操作Chrome",
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      "id": 72,
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      "text": "在自己公司的CRM里改一个节点式工作流",
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    },
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      "id": 73,
      "start": 216.733,
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      "text": "加节点 改提示词 重新连线 全程没动手",
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      "timing_uncertain": false
    },
    {
      "id": 74,
      "start": 220.2,
      "end": 223.166,
      "text": "这件事她自己之前折腾了一个小时没搞定",
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    },
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      "id": 75,
      "start": 223.166,
      "end": 224.633,
      "text": "另一个例子更直接",
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      "timing_uncertain": false
    },
    {
      "id": 76,
      "start": 224.633,
      "end": 228.166,
      "text": "她把Astra当QA用 让它在预览分支上回归测试",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 77,
      "start": 228.166,
      "end": 230.533,
      "text": "刚修完的流式传输竞态条件",
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      "timing_uncertain": false
    },
    {
      "id": 78,
      "start": 230.533,
      "end": 234.066,
      "text": "Astra自己打开页面 逐个点击 盯控制台报错",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 79,
      "start": 234.066,
      "end": 235.633,
      "text": "刷新复现",
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      "timing_uncertain": false
    },
    {
      "id": 80,
      "start": 235.633,
      "end": 238.2,
      "text": "这一跑就是一小时四十五分钟",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 81,
      "start": 238.2,
      "end": 239.966,
      "text": "还顺手修了几个问题",
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      "timing_uncertain": false
    },
    {
      "id": 82,
      "start": 239.966,
      "end": 243.333,
      "text": "她的原话是 如果你还没用浏览器操作做QA",
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      "timing_uncertain": false
    },
    {
      "id": 83,
      "start": 243.333,
      "end": 244.2,
      "text": "赶紧试",
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    },
    {
      "id": 84,
      "start": 244.2,
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      "text": "现在说那个最出圈的数字 arc AGI 3的99.9%",
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    },
    {
      "id": 85,
      "start": 249.666,
      "end": 253.433,
      "text": "很多人会觉得 这个测试号称专门测量AGI进度",
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      "timing_uncertain": false
    },
    {
      "id": 86,
      "start": 253.433,
      "end": 255.233,
      "text": "打穿了还得了 关键来了",
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      "id": 87,
      "start": 255.233,
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      "text": "arc Prize自己的博客写得很清楚",
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      "text": "99.9%是在OpenAI定制的",
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      "id": 89,
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      "text": "Provider Adapter外壳下跑出来的",
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    },
    {
      "id": 90,
      "start": 262.5,
      "end": 264.266,
      "text": "花费约1.9万美元",
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    },
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      "id": 91,
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      "text": "这个外壳会在请求之间保留隐藏的推理状态",
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    },
    {
      "id": 92,
      "start": 267.833,
      "end": 269.633,
      "text": "还会自动压缩长对话",
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      "id": 93,
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      "end": 273.7,
      "text": "换成标准外壳 同一个模型 成绩62.7%",
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    },
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      "id": 94,
      "start": 273.7,
      "end": 278.1,
      "text": "花2.6万美元 62.7% 依然是全场第一",
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      "id": 95,
      "start": 278.1,
      "end": 281.466,
      "text": "但和99.9% 完全是两个故事",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 96,
      "start": 281.466,
      "end": 284.933,
      "text": "Hacker News上近千赞的讨论帖 吵的也在这个点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 97,
      "start": 284.933,
      "end": 289.833,
      "text": "有人直接说 换个外壳就能从62% 冲到99.9%",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 98,
      "start": 289.833,
      "end": 292.6,
      "text": "那分数测量的到底是模型还是外壳",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 99,
      "start": 292.6,
      "end": 296.366,
      "text": "还有人吐槽 这大概是史上最平淡的AGI发布",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 100,
      "start": 296.366,
      "end": 298.133,
      "text": "没有发布会 只有一篇博客",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 101,
      "start": 298.133,
      "end": 300.966,
      "text": "arc AGI的作者也出来说话",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 102,
      "start": 300.966,
      "end": 303.633,
      "text": "他原本预计一年左右才会被打穿",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 103,
      "start": 303.633,
      "end": 306.566,
      "text": "结果半年就发生了 进度比他想的快一倍",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 104,
      "start": 306.566,
      "end": 308.733,
      "text": "看到这里 你可能想反驳我",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 105,
      "start": 308.733,
      "end": 310.5,
      "text": "把你的想法打在公屏上",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 106,
      "start": 310.5,
      "end": 312.566,
      "text": "我的判断是 从这一代开始",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 107,
      "start": 312.566,
      "end": 315.233,
      "text": "单看跑分选模型已经不成立了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 108,
      "start": 315.233,
      "end": 317.933,
      "text": "外壳 工具 推理档位 全都是变量",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 109,
      "start": 317.933,
      "end": 320.7,
      "text": "跑分之外 还有件事程序员应该知道",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 110,
      "start": 320.7,
      "end": 323.4,
      "text": "Astra是第一个在OpenAI准备度框架",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 111,
      "start": 323.4,
      "end": 326.0,
      "text": "里达到网络安全Critical等级的模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 112,
      "start": 326.0,
      "end": 329.966,
      "text": "ExploitBench满分100% Sol是78.5%",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 113,
      "start": 329.966,
      "end": 331.433,
      "text": "给它工具和权限",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 114,
      "start": 331.433,
      "end": 334.6,
      "text": "它能独立发现未知漏洞并写出利用代码",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 115,
      "start": 334.6,
      "end": 336.966,
      "text": "所以OpenAI给它上了全套监控",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 116,
      "start": 336.966,
      "end": 338.866,
      "text": "连思维链都在监控范围",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 117,
      "start": 338.866,
      "end": 340.833,
      "text": "系统卡里几个数字值得记住",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 118,
      "start": 340.833,
      "end": 343.733,
      "text": "Sol有5.3%的概率试图绕过",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 119,
      "start": 343.733,
      "end": 346.7,
      "text": "Codex的Auto- Review拦截 Astra是0",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 120,
      "start": 346.7,
      "end": 349.466,
      "text": "遇到环境警告还硬要继续执行的比例",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 121,
      "start": 349.466,
      "end": 352.566,
      "text": "从64.3% 降到19%",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 122,
      "start": 352.566,
      "end": 358.333,
      "text": "提示注入防御成功率 从96.2% 提到99.8%",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 123,
      "start": 358.333,
      "end": 361.5,
      "text": "第三方Gray Swan的1810个注入攻击里",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 124,
      "start": 361.5,
      "end": 365.9,
      "text": "Astra被攻破率8.5% Sol是27%",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 125,
      "start": 365.9,
      "end": 368.466,
      "text": "但系统卡里也有一个让人不安的细节",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 126,
      "start": 368.466,
      "end": 371.133,
      "text": "Astra对自己思维链的控制力变强了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 127,
      "start": 371.133,
      "end": 374.5,
      "text": "在对抗测试里 它能在部分任务上躲开监控",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 128,
      "start": 374.5,
      "end": 378.2,
      "text": "OpenAI的原话是 可监控性相对于Sol下降了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 129,
      "start": 378.2,
      "end": 381.133,
      "text": "他们目前没发现思维链里藏暗号的情况",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 130,
      "start": 381.133,
      "end": 384.7,
      "text": "也认为复杂任务仍然藏不住 但这个趋势值得盯着",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 131,
      "start": 384.7,
      "end": 387.4,
      "text": "你可能会问 这跟我写代码有什么关系",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 132,
      "start": 387.4,
      "end": 388.533,
      "text": "关系很直接",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 133,
      "start": 388.533,
      "end": 390.433,
      "text": "你用Astra跑Agent的时候",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 134,
      "start": 390.433,
      "end": 393.8,
      "text": "OpenAI的分类器在全程检查它的推理和行为",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 135,
      "start": 393.8,
      "end": 395.366,
      "text": "任务随时可能被暂停",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 136,
      "start": 395.366,
      "end": 398.066,
      "text": "官方也承认 这有时会打断正常工作",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 137,
      "start": 398.066,
      "end": 399.2,
      "text": "那到底怎么选",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 138,
      "start": 399.2,
      "end": 401.766,
      "text": "我的建议是 忘掉跑分 问自己三个问题",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 139,
      "start": 401.766,
      "end": 403.133,
      "text": "第一 任务瓶颈在哪",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 140,
      "start": 403.133,
      "end": 406.266,
      "text": "纯推理和数学 Fable 5.1仍然领先",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 141,
      "start": 406.266,
      "end": 407.666,
      "text": "智能指数高5分",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 142,
      "start": 407.666,
      "end": 411.633,
      "text": "长程任务 多步骤操作 要在真实软件里点按钮的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 143,
      "start": 411.633,
      "end": 414.7,
      "text": "Astra的token效率和computer use是断代优势",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 144,
      "start": 414.7,
      "end": 417.333,
      "text": "第二 看单任务成本 别看价签",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 145,
      "start": 417.333,
      "end": 421.0,
      "text": "Astra单价贵2.5倍 但token省掉三分之二",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 146,
      "start": 421.0,
      "end": 424.166,
      "text": "编程任务反而便宜一半 第三 你的外壳配套吗",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 147,
      "start": 424.166,
      "end": 427.1,
      "text": "推理档位 缓存命中率 上下文管理",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 148,
      "start": 427.1,
      "end": 430.6,
      "text": "对最终效果和账单的影响已经超过模型本身",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 149,
      "start": 430.6,
      "end": 433.866,
      "text": "拿你自己的20到50个真实任务建个评测集",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 150,
      "start": 433.866,
      "end": 436.566,
      "text": "两个模型各跑一遍 数据会给你答案",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 151,
      "start": 436.566,
      "end": 438.633,
      "text": "几个落地细节顺带说清",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 152,
      "start": 438.633,
      "end": 441.8,
      "text": "单次请求输入超过27.2万token",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 153,
      "start": 441.8,
      "end": 445.533,
      "text": "输入和缓存价格翻倍 输出涨1.5倍",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 154,
      "start": 445.533,
      "end": 448.0,
      "text": "长上下文任务要把这笔账算进去",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 155,
      "start": 448.0,
      "end": 450.0,
      "text": "Batch和Flex模式打五折",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 156,
      "start": 450.0,
      "end": 452.966,
      "text": "不着急的批处理走这条线能省不少",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 157,
      "start": 452.966,
      "end": 456.766,
      "text": "企业版里Astra默认关闭 需要管理员手动开启",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 158,
      "start": 456.766,
      "end": 459.866,
      "text": "Pro及以上订阅还有专门的Astra Pro档位",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 159,
      "start": 459.866,
      "end": 463.3,
      "text": "API支持零数据保留 合规敏感的团队可以用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 160,
      "start": 463.3,
      "end": 467.0,
      "text": "知识截止在2026年4月30日 比Sol新一些",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 161,
      "start": 467.0,
      "end": 469.533,
      "text": "但查最新文档时记得开联网搜索",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 162,
      "start": 469.533,
      "end": 472.2,
      "text": "还有个小坑 Artificial Analysis",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 163,
      "start": 472.2,
      "end": 475.433,
      "text": "提到Sol端点最近内容安全过滤变频繁了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 164,
      "start": 475.433,
      "end": 479.166,
      "text": "迁移前建议两边都跑一遍真实流量 再往后看一步",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 165,
      "start": 479.166,
      "end": 482.7,
      "text": "过去两年 行业的共识是no UI is the next UI",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 166,
      "start": 482.7,
      "end": 485.466,
      "text": "大家都在给Agent造MCP和CLI",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 167,
      "start": 485.466,
      "end": 488.033,
      "text": "Astra这一代把方向掰回来了一半",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 168,
      "start": 488.033,
      "end": 490.266,
      "text": "既然模型能可靠的点按钮",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 169,
      "start": 490.266,
      "end": 493.033,
      "text": "SaaS的图形界面就有了新用户 Agent",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 170,
      "start": 493.033,
      "end": 495.9,
      "text": "做产品的人注意 UI投入不会消失",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 171,
      "start": 495.9,
      "end": 498.766,
      "text": "反而要同时服务人和模型两类用户",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 172,
      "start": 498.766,
      "end": 502.033,
      "text": "对个人开发者 Claire那几个玩具项目是个信号",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 173,
      "start": 502.033,
      "end": 504.3,
      "text": "逆向一个蓝牙像素屏的协议",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 174,
      "start": 504.3,
      "end": 507.366,
      "text": "给Codex套一个90年代AIM聊天界面",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 175,
      "start": 507.366,
      "end": 509.766,
      "text": "用Blender生成3D换装游戏",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 176,
      "start": 509.766,
      "end": 511.566,
      "text": "这些原来要磨几周的东西",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 177,
      "start": 511.566,
      "end": 514.933,
      "text": "现在一次提示就能出个八九成 总结一下",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 178,
      "start": 514.933,
      "end": 517.533,
      "text": "Astra的智能指数没涨 价格涨了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 179,
      "start": 517.533,
      "end": 520.3,
      "text": "但token效率 computer use 幻觉率 安全性",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 180,
      "start": 520.3,
      "end": 522.033,
      "text": "全都往前走了一大步",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 181,
      "start": 522.033,
      "end": 524.9,
      "text": "它和Fable 5.1的关系 一句话就能说清",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 182,
      "start": 524.9,
      "end": 526.766,
      "text": "Fable还是那个更会考试的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 183,
      "start": 526.766,
      "end": 528.833,
      "text": "Astra是那个更会干活的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 184,
      "start": 528.833,
      "end": 532.4,
      "text": "我的日常模型会换成Astra试试 杂活累活交给它",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 185,
      "start": 532.4,
      "end": 535.166,
      "text": "关键编码任务继续用自己的评测集说话",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 186,
      "start": 535.166,
      "end": 537.066,
      "text": "你现在在用什么模型写代码",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 187,
      "start": 537.066,
      "end": 539.733,
      "text": "看完这些数据会考虑换吗 评论区聊聊",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 188,
      "start": 539.733,
      "end": 541.433,
      "text": "觉得有用就一键三连",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 189,
      "start": 541.433,
      "end": 543.0,
      "text": "我是为什么叫QQ",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 190,
      "start": 543.0,
      "end": 543.966,
      "text": "我们下期见",
      "source": "source_caption",
      "timing_uncertain": false
    }
  ]
}