{
  "text": "大家好 我是为什么叫QQ\n9月3日 GPT-6 Astra发布\nOpenAI官方博客说 这是新一代智能\narc agi 3拿到99.9% 直接打穿\n同一天 第三方评测机构\nArtificial Analysis给出另一组数字\n它的智能指数是61分 和上一代GPT-5.6 Sol打平\n比Claude Fable 5.1低5分\n一个模型 两种评价 两边还都没说错\n这期视频我从程序员视角聊三件事\nAstra到底改了什么 对比Fable 5.1该怎么选\n哪些变化会真的影响你的开发流程\n基本信息先过一遍\nAstra 9月3日发布\n当天只开放给Daybreak企业客户\n之后几天陆续开放给Plus Pro Business\nEnterprise订阅和API AWS的Bedrock同步上线\nAPI价格 输入每百万token 10美元\n输出50美元 缓存命中的输入只要1美元\n上下文窗口105万token 最大输出12.8万\n知识截止到2026年4月30日\n推理强度分五档 low medium high xhigh max\n另有Fast模式 速度最高快2.5倍 价格翻倍\n先说大家最关心的编程\nArtificial Analysis的编程智能体指数里\nAstra在Codex环境下拿到67分\n和Claude Opus 5 Fable 5基本持平\n榜单第一名仍然是Claude Code环境里的Fable 5.1\n70分 看到这里你可能会想 那Astra也没什么嘛\n但这里有个很关键的地方\n同样的分数段 成本完全不一样\nAstra在max档跑一个编程任务大约4.7美元\nFable 5.1要9.2美元 Opus 5要8.2美元\n接近的水平 一半的价格 成本怎么降下来的\n靠token效率\n同样跑编程指数 Astra消耗的总token只有\n5.6 Sol max档的三分之一\n是Opus 5 xhigh档的五分之一\nOpenAI官方数据也印证了这点\nAgents' Last Exam上 Astra拿59.3%\n比Opus 5高将近4个点 输出token还少用65%\nTerminal-Bench 4.0 Astra 57.9%Sol只有37.3%\nTerminal-Bench Science更夸张 Astra 64.6%\nFable 5.1是52.6% Sol只有22.4%\n终端操作和科学工作流这两块 提升是实打实的\n另一面也要说清楚\n智能指数上 Astra和Sol都是61分 原地踏步\nFable 5.1是66分\nMeta新发的Muse Spark 1.3也有62分\n而且因为单价涨了2.5倍\nAstra在max档跑智能指数的单任务成本\n比Sol贵了75%\n衡量真实工作产出的GDPval-AA\nAstra还掉了大约80个Elo分 好消息也有\n幻觉率从92% 降到51% 准确率同时涨了4个点\n长周期知识工作评测 AA Briefcase\n涨了约80个Elo\n前面都是跑分\n这代模型真正的主角是computer use\nOSWorld 2.0 Astra拿72.6% Sol是65.7%\n更关键的是时间\nAstra平均40分钟做完一个任务 Sol要75分钟\n配合新版Codex外壳\nMind2Web上任务完成速度是之前的1.9倍\n官方演示里 它在KiCad里画PCB电路板\n在Excel里打竞赛 填美国税表1040\n做前端QA 操作Power BI\n浏览器 Unity Blender Jupyter\n这些有按钮有界面的软件 它现在都能直接上手\n早期拿到权限的博主Claire做了几个实测\n对程序员很有参考价值\n她让Codex里的Astra直接操作Chrome\n在自己公司的CRM里改一个节点式工作流\n加节点 改提示词 重新连线 全程没动手\n这件事她自己之前折腾了一个小时没搞定\n另一个例子更直接\n她把Astra当QA用 让它在预览分支上回归测试\n刚修完的流式传输竞态条件\nAstra自己打开页面 逐个点击 盯控制台报错\n刷新复现\n这一跑就是一小时四十五分钟\n还顺手修了几个问题\n她的原话是 如果你还没用浏览器操作做QA\n赶紧试\n现在说那个最出圈的数字 arc AGI 3的99.9%\n很多人会觉得 这个测试号称专门测量AGI进度\n打穿了还得了 关键来了\narc Prize自己的博客写得很清楚\n99.9%是在OpenAI定制的\nProvider Adapter外壳下跑出来的\n花费约1.9万美元\n这个外壳会在请求之间保留隐藏的推理状态\n还会自动压缩长对话\n换成标准外壳 同一个模型 成绩62.7%\n花2.6万美元 62.7% 依然是全场第一\n但和99.9% 完全是两个故事\nHacker News上近千赞的讨论帖 吵的也在这个点\n有人直接说 换个外壳就能从62% 冲到99.9%\n那分数测量的到底是模型还是外壳\n还有人吐槽 这大概是史上最平淡的AGI发布\n没有发布会 只有一篇博客\narc AGI的作者也出来说话\n他原本预计一年左右才会被打穿\n结果半年就发生了 进度比他想的快一倍\n看到这里 你可能想反驳我\n把你的想法打在公屏上\n我的判断是 从这一代开始\n单看跑分选模型已经不成立了\n外壳 工具 推理档位 全都是变量\n跑分之外 还有件事程序员应该知道\nAstra是第一个在OpenAI准备度框架\n里达到网络安全Critical等级的模型\nExploitBench满分100% Sol是78.5%\n给它工具和权限\n它能独立发现未知漏洞并写出利用代码\n所以OpenAI给它上了全套监控\n连思维链都在监控范围\n系统卡里几个数字值得记住\nSol有5.3%的概率试图绕过\nCodex的Auto- Review拦截 Astra是0\n遇到环境警告还硬要继续执行的比例\n从64.3% 降到19%\n提示注入防御成功率 从96.2% 提到99.8%\n第三方Gray Swan的1810个注入攻击里\nAstra被攻破率8.5% Sol是27%\n但系统卡里也有一个让人不安的细节\nAstra对自己思维链的控制力变强了\n在对抗测试里 它能在部分任务上躲开监控\nOpenAI的原话是 可监控性相对于Sol下降了\n他们目前没发现思维链里藏暗号的情况\n也认为复杂任务仍然藏不住 但这个趋势值得盯着\n你可能会问 这跟我写代码有什么关系\n关系很直接\n你用Astra跑Agent的时候\nOpenAI的分类器在全程检查它的推理和行为\n任务随时可能被暂停\n官方也承认 这有时会打断正常工作\n那到底怎么选\n我的建议是 忘掉跑分 问自己三个问题\n第一 任务瓶颈在哪\n纯推理和数学 Fable 5.1仍然领先\n智能指数高5分\n长程任务 多步骤操作 要在真实软件里点按钮的\nAstra的token效率和computer use是断代优势\n第二 看单任务成本 别看价签\nAstra单价贵2.5倍 但token省掉三分之二\n编程任务反而便宜一半 第三 你的外壳配套吗\n推理档位 缓存命中率 上下文管理\n对最终效果和账单的影响已经超过模型本身\n拿你自己的20到50个真实任务建个评测集\n两个模型各跑一遍 数据会给你答案\n几个落地细节顺带说清\n单次请求输入超过27.2万token\n输入和缓存价格翻倍 输出涨1.5倍\n长上下文任务要把这笔账算进去\nBatch和Flex模式打五折\n不着急的批处理走这条线能省不少\n企业版里Astra默认关闭 需要管理员手动开启\nPro及以上订阅还有专门的Astra Pro档位\nAPI支持零数据保留 合规敏感的团队可以用\n知识截止在2026年4月30日 比Sol新一些\n但查最新文档时记得开联网搜索\n还有个小坑 Artificial Analysis\n提到Sol端点最近内容安全过滤变频繁了\n迁移前建议两边都跑一遍真实流量 再往后看一步\n过去两年 行业的共识是no UI is the next UI\n大家都在给Agent造MCP和CLI\nAstra这一代把方向掰回来了一半\n既然模型能可靠的点按钮\nSaaS的图形界面就有了新用户 Agent\n做产品的人注意 UI投入不会消失\n反而要同时服务人和模型两类用户\n对个人开发者 Claire那几个玩具项目是个信号\n逆向一个蓝牙像素屏的协议\n给Codex套一个90年代AIM聊天界面\n用Blender生成3D换装游戏\n这些原来要磨几周的东西\n现在一次提示就能出个八九成 总结一下\nAstra的智能指数没涨 价格涨了\n但token效率 computer use 幻觉率 安全性\n全都往前走了一大步\n它和Fable 5.1的关系 一句话就能说清\nFable还是那个更会考试的\nAstra是那个更会干活的\n我的日常模型会换成Astra试试 杂活累活交给它\n关键编码任务继续用自己的评测集说话\n你现在在用什么模型写代码\n看完这些数据会考虑换吗 评论区聊聊\n觉得有用就一键三连\n我是为什么叫QQ\n我们下期见",
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      "text": "大家好 我是为什么叫QQ",
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      "text": "9月3日 GPT-6 Astra发布",
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      "text": "OpenAI官方博客说 这是新一代智能",
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    {
      "id": 3,
      "start": 7.466,
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      "text": "arc agi 3拿到99.9% 直接打穿",
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    },
    {
      "id": 4,
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      "text": "同一天 第三方评测机构",
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    },
    {
      "id": 5,
      "start": 12.8,
      "end": 15.266,
      "text": "Artificial Analysis给出另一组数字",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 6,
      "start": 15.266,
      "end": 19.633,
      "text": "它的智能指数是61分 和上一代GPT-5.6 Sol打平",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
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    {
      "id": 7,
      "start": 19.633,
      "end": 21.933,
      "text": "比Claude Fable 5.1低5分",
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    },
    {
      "id": 8,
      "start": 21.933,
      "end": 24.933,
      "text": "一个模型 两种评价 两边还都没说错",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 9,
      "start": 24.933,
      "end": 27.633,
      "text": "这期视频我从程序员视角聊三件事",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 10,
      "start": 27.633,
      "end": 31.0,
      "text": "Astra到底改了什么 对比Fable 5.1该怎么选",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 11,
      "start": 31.0,
      "end": 33.5,
      "text": "哪些变化会真的影响你的开发流程",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 12,
      "start": 33.5,
      "end": 34.8,
      "text": "基本信息先过一遍",
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    },
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      "id": 13,
      "start": 34.8,
      "end": 36.5,
      "text": "Astra 9月3日发布",
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    },
    {
      "id": 14,
      "start": 36.5,
      "end": 39.0,
      "text": "当天只开放给Daybreak企业客户",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 15,
      "start": 39.0,
      "end": 41.666,
      "text": "之后几天陆续开放给Plus Pro Business",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 16,
      "start": 41.666,
      "end": 45.566,
      "text": "Enterprise订阅和API AWS的Bedrock同步上线",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 17,
      "start": 45.566,
      "end": 48.633,
      "text": "API价格 输入每百万token 10美元",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 18,
      "start": 48.633,
      "end": 52.433,
      "text": "输出50美元 缓存命中的输入只要1美元",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 19,
      "start": 52.433,
      "end": 56.4,
      "text": "上下文窗口105万token 最大输出12.8万",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 20,
      "start": 56.4,
      "end": 59.033,
      "text": "知识截止到2026年4月30日",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 21,
      "start": 59.033,
      "end": 62.233,
      "text": "推理强度分五档 low medium high xhigh max",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 22,
      "start": 62.233,
      "end": 66.433,
      "text": "另有Fast模式 速度最高快2.5倍 价格翻倍",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 23,
      "start": 66.433,
      "end": 68.333,
      "text": "先说大家最关心的编程",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 24,
      "start": 68.333,
      "end": 71.266,
      "text": "Artificial Analysis的编程智能体指数里",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 25,
      "start": 71.266,
      "end": 74.166,
      "text": "Astra在Codex环境下拿到67分",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 26,
      "start": 74.166,
      "end": 76.933,
      "text": "和Claude Opus 5 Fable 5基本持平",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 27,
      "start": 76.933,
      "end": 80.766,
      "text": "榜单第一名仍然是Claude Code环境里的Fable 5.1",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 28,
      "start": 80.766,
      "end": 84.066,
      "text": "70分 看到这里你可能会想 那Astra也没什么嘛",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 29,
      "start": 84.066,
      "end": 85.766,
      "text": "但这里有个很关键的地方",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 30,
      "start": 85.766,
      "end": 88.1,
      "text": "同样的分数段 成本完全不一样",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 31,
      "start": 88.1,
      "end": 92.066,
      "text": "Astra在max档跑一个编程任务大约4.7美元",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 32,
      "start": 92.066,
      "end": 96.2,
      "text": "Fable 5.1要9.2美元 Opus 5要8.2美元",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 33,
      "start": 96.2,
      "end": 99.133,
      "text": "接近的水平 一半的价格 成本怎么降下来的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 34,
      "start": 99.133,
      "end": 100.3,
      "text": "靠token效率",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 35,
      "start": 100.3,
      "end": 104.066,
      "text": "同样跑编程指数 Astra消耗的总token只有",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 36,
      "start": 104.066,
      "end": 106.233,
      "text": "5.6 Sol max档的三分之一",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 37,
      "start": 106.233,
      "end": 108.533,
      "text": "是Opus 5 xhigh档的五分之一",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 38,
      "start": 108.533,
      "end": 110.866,
      "text": "OpenAI官方数据也印证了这点",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 39,
      "start": 110.866,
      "end": 114.533,
      "text": "Agents' Last Exam上 Astra拿59.3%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 40,
      "start": 114.533,
      "end": 118.433,
      "text": "比Opus 5高将近4个点 输出token还少用65%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 41,
      "start": 118.433,
      "end": 124.733,
      "text": "Terminal-Bench 4.0 Astra 57.9%Sol只有37.3%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 42,
      "start": 124.733,
      "end": 128.1,
      "text": "Terminal-Bench Science更夸张 Astra 64.6%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 43,
      "start": 128.1,
      "end": 132.866,
      "text": "Fable 5.1是52.6% Sol只有22.4%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 44,
      "start": 132.866,
      "end": 136.666,
      "text": "终端操作和科学工作流这两块 提升是实打实的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 45,
      "start": 136.666,
      "end": 138.133,
      "text": "另一面也要说清楚",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 46,
      "start": 138.133,
      "end": 141.5,
      "text": "智能指数上 Astra和Sol都是61分 原地踏步",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 47,
      "start": 141.5,
      "end": 143.4,
      "text": "Fable 5.1是66分",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 48,
      "start": 143.4,
      "end": 146.633,
      "text": "Meta新发的Muse Spark 1.3也有62分",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 49,
      "start": 146.633,
      "end": 148.8,
      "text": "而且因为单价涨了2.5倍",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 50,
      "start": 148.8,
      "end": 152.266,
      "text": "Astra在max档跑智能指数的单任务成本",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 51,
      "start": 152.266,
      "end": 154.0,
      "text": "比Sol贵了75%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 52,
      "start": 154.0,
      "end": 158.433,
      "text": "衡量真实工作产出的GDPval-AA",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 53,
      "start": 158.433,
      "end": 161.7,
      "text": "Astra还掉了大约80个Elo分 好消息也有",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 54,
      "start": 161.7,
      "end": 166.866,
      "text": "幻觉率从92% 降到51% 准确率同时涨了4个点",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 55,
      "start": 166.866,
      "end": 169.833,
      "text": "长周期知识工作评测 AA Briefcase",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 56,
      "start": 169.833,
      "end": 171.566,
      "text": "涨了约80个Elo",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 57,
      "start": 171.566,
      "end": 172.7,
      "text": "前面都是跑分",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 58,
      "start": 172.7,
      "end": 175.3,
      "text": "这代模型真正的主角是computer use",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 59,
      "start": 175.3,
      "end": 181.166,
      "text": "OSWorld 2.0 Astra拿72.6% Sol是65.7%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 60,
      "start": 181.166,
      "end": 182.633,
      "text": "更关键的是时间",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 61,
      "start": 182.633,
      "end": 186.6,
      "text": "Astra平均40分钟做完一个任务 Sol要75分钟",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 62,
      "start": 186.6,
      "end": 188.633,
      "text": "配合新版Codex外壳",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 63,
      "start": 188.633,
      "end": 191.8,
      "text": "Mind2Web上任务完成速度是之前的1.9倍",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 64,
      "start": 191.8,
      "end": 194.866,
      "text": "官方演示里 它在KiCad里画PCB电路板",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 65,
      "start": 194.866,
      "end": 198.1,
      "text": "在Excel里打竞赛 填美国税表1040",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 66,
      "start": 198.1,
      "end": 200.4,
      "text": "做前端QA 操作Power BI",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 67,
      "start": 200.4,
      "end": 202.566,
      "text": "浏览器 Unity Blender Jupyter",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 68,
      "start": 202.566,
      "end": 205.533,
      "text": "这些有按钮有界面的软件 它现在都能直接上手",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 69,
      "start": 205.533,
      "end": 208.433,
      "text": "早期拿到权限的博主Claire做了几个实测",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 70,
      "start": 208.433,
      "end": 210.233,
      "text": "对程序员很有参考价值",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 71,
      "start": 210.233,
      "end": 213.433,
      "text": "她让Codex里的Astra直接操作Chrome",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 72,
      "start": 213.433,
      "end": 216.733,
      "text": "在自己公司的CRM里改一个节点式工作流",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 73,
      "start": 216.733,
      "end": 220.2,
      "text": "加节点 改提示词 重新连线 全程没动手",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 75,
      "start": 223.166,
      "end": 224.633,
      "text": "另一个例子更直接",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 77,
      "start": 228.166,
      "end": 230.533,
      "text": "刚修完的流式传输竞态条件",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 79,
      "start": 234.066,
      "end": 235.633,
      "text": "刷新复现",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 80,
      "start": 235.633,
      "end": 238.2,
      "text": "这一跑就是一小时四十五分钟",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 81,
      "start": 238.2,
      "end": 239.966,
      "text": "还顺手修了几个问题",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 83,
      "start": 243.333,
      "end": 244.2,
      "text": "赶紧试",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 84,
      "start": 244.2,
      "end": 249.666,
      "text": "现在说那个最出圈的数字 arc AGI 3的99.9%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 86,
      "start": 253.433,
      "end": 255.233,
      "text": "打穿了还得了 关键来了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 87,
      "start": 255.233,
      "end": 257.566,
      "text": "arc Prize自己的博客写得很清楚",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 88,
      "start": 257.633,
      "end": 260.333,
      "text": "99.9%是在OpenAI定制的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 89,
      "start": 260.333,
      "end": 262.5,
      "text": "Provider Adapter外壳下跑出来的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 90,
      "start": 262.5,
      "end": 264.266,
      "text": "花费约1.9万美元",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 91,
      "start": 264.266,
      "end": 267.833,
      "text": "这个外壳会在请求之间保留隐藏的推理状态",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 92,
      "start": 267.833,
      "end": 269.633,
      "text": "还会自动压缩长对话",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 93,
      "start": 269.633,
      "end": 273.7,
      "text": "换成标准外壳 同一个模型 成绩62.7%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 94,
      "start": 273.7,
      "end": 278.1,
      "text": "花2.6万美元 62.7% 依然是全场第一",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 95,
      "start": 278.1,
      "end": 281.466,
      "text": "但和99.9% 完全是两个故事",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 100,
      "start": 296.366,
      "end": 298.133,
      "text": "没有发布会 只有一篇博客",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 101,
      "start": 298.133,
      "end": 300.966,
      "text": "arc AGI的作者也出来说话",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 102,
      "start": 300.966,
      "end": 303.633,
      "text": "他原本预计一年左右才会被打穿",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 104,
      "start": 306.566,
      "end": 308.733,
      "text": "看到这里 你可能想反驳我",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 105,
      "start": 308.733,
      "end": 310.5,
      "text": "把你的想法打在公屏上",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 106,
      "start": 310.5,
      "end": 312.566,
      "text": "我的判断是 从这一代开始",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 107,
      "start": 312.566,
      "end": 315.233,
      "text": "单看跑分选模型已经不成立了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 108,
      "start": 315.233,
      "end": 317.933,
      "text": "外壳 工具 推理档位 全都是变量",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 110,
      "start": 320.7,
      "end": 323.4,
      "text": "Astra是第一个在OpenAI准备度框架",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 111,
      "start": 323.4,
      "end": 326.0,
      "text": "里达到网络安全Critical等级的模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 112,
      "start": 326.0,
      "end": 329.966,
      "text": "ExploitBench满分100% Sol是78.5%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 113,
      "start": 329.966,
      "end": 331.433,
      "text": "给它工具和权限",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 115,
      "start": 334.6,
      "end": 336.966,
      "text": "所以OpenAI给它上了全套监控",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 116,
      "start": 336.966,
      "end": 338.866,
      "text": "连思维链都在监控范围",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 117,
      "start": 338.866,
      "end": 340.833,
      "text": "系统卡里几个数字值得记住",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 118,
      "start": 340.833,
      "end": 343.733,
      "text": "Sol有5.3%的概率试图绕过",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 119,
      "start": 343.733,
      "end": 346.7,
      "text": "Codex的Auto- Review拦截 Astra是0",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 121,
      "start": 349.466,
      "end": 352.566,
      "text": "从64.3% 降到19%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 123,
      "start": 358.333,
      "end": 361.5,
      "text": "第三方Gray Swan的1810个注入攻击里",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 124,
      "start": 361.5,
      "end": 365.9,
      "text": "Astra被攻破率8.5% Sol是27%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 126,
      "start": 368.466,
      "end": 371.133,
      "text": "Astra对自己思维链的控制力变强了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 132,
      "start": 387.4,
      "end": 388.533,
      "text": "关系很直接",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 133,
      "start": 388.533,
      "end": 390.433,
      "text": "你用Astra跑Agent的时候",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 135,
      "start": 393.8,
      "end": 395.366,
      "text": "任务随时可能被暂停",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 137,
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      "text": "那到底怎么选",
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      "text": "我的建议是 忘掉跑分 问自己三个问题",
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      "text": "第一 任务瓶颈在哪",
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    {
      "id": 140,
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      "end": 406.266,
      "text": "纯推理和数学 Fable 5.1仍然领先",
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      "text": "智能指数高5分",
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      "text": "长程任务 多步骤操作 要在真实软件里点按钮的",
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      "text": "Astra的token效率和computer use是断代优势",
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      "text": "第二 看单任务成本 别看价签",
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      "text": "Astra单价贵2.5倍 但token省掉三分之二",
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      "text": "编程任务反而便宜一半 第三 你的外壳配套吗",
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      "text": "对最终效果和账单的影响已经超过模型本身",
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      "text": "拿你自己的20到50个真实任务建个评测集",
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      "text": "两个模型各跑一遍 数据会给你答案",
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    {
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      "end": 438.633,
      "text": "几个落地细节顺带说清",
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      "text": "单次请求输入超过27.2万token",
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      "text": "输入和缓存价格翻倍 输出涨1.5倍",
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      "text": "长上下文任务要把这笔账算进去",
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      "start": 448.0,
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      "text": "Batch和Flex模式打五折",
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      "id": 156,
      "start": 450.0,
      "end": 452.966,
      "text": "不着急的批处理走这条线能省不少",
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      "text": "企业版里Astra默认关闭 需要管理员手动开启",
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      "text": "Pro及以上订阅还有专门的Astra Pro档位",
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      "id": 159,
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      "end": 463.3,
      "text": "API支持零数据保留 合规敏感的团队可以用",
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      "text": "知识截止在2026年4月30日 比Sol新一些",
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      "id": 161,
      "start": 467.0,
      "end": 469.533,
      "text": "但查最新文档时记得开联网搜索",
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      "id": 162,
      "start": 469.533,
      "end": 472.2,
      "text": "还有个小坑 Artificial Analysis",
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      "text": "提到Sol端点最近内容安全过滤变频繁了",
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      "text": "迁移前建议两边都跑一遍真实流量 再往后看一步",
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      "text": "过去两年 行业的共识是no UI is the next UI",
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      "id": 166,
      "start": 482.7,
      "end": 485.466,
      "text": "大家都在给Agent造MCP和CLI",
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      "end": 488.033,
      "text": "Astra这一代把方向掰回来了一半",
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    {
      "id": 168,
      "start": 488.033,
      "end": 490.266,
      "text": "既然模型能可靠的点按钮",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 169,
      "start": 490.266,
      "end": 493.033,
      "text": "SaaS的图形界面就有了新用户 Agent",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 170,
      "start": 493.033,
      "end": 495.9,
      "text": "做产品的人注意 UI投入不会消失",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 171,
      "start": 495.9,
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      "text": "反而要同时服务人和模型两类用户",
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    },
    {
      "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",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 173,
      "start": 502.033,
      "end": 504.3,
      "text": "逆向一个蓝牙像素屏的协议",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 174,
      "start": 504.3,
      "end": 507.366,
      "text": "给Codex套一个90年代AIM聊天界面",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 175,
      "start": 507.366,
      "end": 509.766,
      "text": "用Blender生成3D换装游戏",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 176,
      "start": 509.766,
      "end": 511.566,
      "text": "这些原来要磨几周的东西",
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      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 178,
      "start": 514.933,
      "end": 517.533,
      "text": "Astra的智能指数没涨 价格涨了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 179,
      "start": 517.533,
      "end": 520.3,
      "text": "但token效率 computer use 幻觉率 安全性",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 180,
      "start": 520.3,
      "end": 522.033,
      "text": "全都往前走了一大步",
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      "authority": "video_source_subtitle"
    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 182,
      "start": 524.9,
      "end": 526.766,
      "text": "Fable还是那个更会考试的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 183,
      "start": 526.766,
      "end": 528.833,
      "text": "Astra是那个更会干活的",
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      "authority": "video_source_subtitle"
    },
    {
      "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",
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      "authority": "video_source_subtitle"
    },
    {
      "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",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 186,
      "start": 535.166,
      "end": 537.066,
      "text": "你现在在用什么模型写代码",
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    },
    {
      "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": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 188,
      "start": 539.733,
      "end": 541.433,
      "text": "觉得有用就一键三连",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 189,
      "start": 541.433,
      "end": 543.0,
      "text": "我是为什么叫QQ",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 190,
      "start": 543.0,
      "end": 543.966,
      "text": "我们下期见",
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