{
  "text": "大家好,我是Ked\n最近有个模型非常火\n它的名字叫Jeff\n它不是平常我们对话的那种大语言模型\n它是由Type-Safe AI公司开发的一款模型\n它的创始人曾经是在OpenAI工作\n然后是XGPT的共同作者\nJeff特别适合无人职守的自动化\n用它来打游戏也非常好\n我们可以通过这个视频了解一下\nJeff能帮我们做什么\n如果是正常的大语言模型\n它呢就会一个token一个token的\n蹦出字来\n花费时间8.5秒\n那如果是GENF呢\n他就会给出几个选项\n然后会给出知性度\n花费时间0.1秒\n如果是让他玩游戏\n他呢是\n就是由固定的几个操作\n往上往右往前\n还有Shop\nJeff呢他是能\n做一个选择分类\n评分路由\n不能去写诗写代码\n或者是一步步的推理\n这视频做的还是非常好的\n对于开发者来说主要有三种\n可以设置第一呢是\nChoice选择从选项里选一个\n第二是打分score\n然后第三是nore\n判断陈述是否成立\n它是0到1的一个真值的分数\n一个请求里呢\n可以混合多种问题\n模型还可以并行去回答\n官方的说法呢\n就是把它当成软件里的智能的if\n路由打分器\nGIF的速度呢\n是非常非常快的\n而且它的价格尤其的便宜\n我召用了200多次\n花费了200分\n而且TypeSafe呢\n现在还提供五刀的一个体验额度\n所以我得花很长时间\n才能把这个五刀的额度给使用出去\n我们可以在TyperSafe里面去加入它的wetlist\n如果你特别着急的话\n也可以通过OperRouter进行调用\n或者是AI Gateway进行调用\n它也登陆了Cloud Flare的AI\n所以是有多个路径可以调用它的\n而且它非常有意思的是\n它的输出Token是不收费的\n官方给出的理由是\n新的架构下输出便宜到不必击费\n这里就有一个例子呢\nVerso的CTO做了一个测试\n它呢对比调用\nGemini 2.5 Flashlight来做分类\nGemini 2.5 Flashlight呢\n它的API还是比较便宜的\n而将Jeff和Gemini做一个对比\n它的据确率更高\n而且速度也更快\n通过这张图\n我们可以看到Jeff\n他的质地程度是非常不错的\n非常接近于Terra了\n但是要比Terra便宜非常多\n我们可以在TypeCafe官网右上角\n点击它的加入wetlist来申请\n现在就来看一下X上面\n关于Jeff有哪些精彩的案例\nVersal的CEO认为\n把他们的FX安全审查\n换成Jeff\n对面GBT与Luna呢\nJeff的速度快到18倍\n而且还更准确\n把500封邮件发给Jeff\n他仍在几秒内就帮你分类好\n而且成本非常低\nBOSS CEO认为企业里那些分类路由安全判断们\n那现在有了Jeff对大量的企业任务就意义巨大\n有用户昨天刚打到权限\n他就将Jeff集成到他们的数据管道里\n实体识别 情绪分析\n把相关信号粘起来等等\n他认为都非常惊艳\nJeff有一大应用就是\n它在浏览器方面的改进\n这浏览器方面的例子呢\n比如说七秒查机票\n只花了0.0039刀\n又快质量又好\n知名开源产品CUA\n它也是紧跟潮流\n立即发了一个\n和JF相关的跨系统计算机使用\n叫JFUZ\n在玩2048的时候\nJF的速度快了五倍\n成本大约便宜1000倍\n比Astra更高效\n还有用户呢\n将Jeff和OpenCode结合起来测试应用\n测试的时候就发现呢\n点按钮快到像是在看加速片\nJeff呢\n他在浏览器工作上是非常非常便宜的\n比如说这样一位用户\n他就分享浏览器忘记关了\n那消耗了这么多Token\n才花费不到七刀\nS-Code的作者呢\n他用Jeff来控制iOS的模拟器\n去建一个日历事件\n我们会看到这边会写着\nTapper\n然后ScreenChanger\n等等\n还有用户喊话Sam\n让Codex负责规划\nJeff负责从页面选择点谁\n有用户\n他分享了一个点子\n让Jeff去做及时的压缩\n给每次突破打分\n然后丢掉无关的上下文\n我们可以看一下这样的一个例子\n绿色的就是留下的\n红色的就是删去\n也有用户呢\n还做了一个Jeff的review\n给编码agent呢\n接上打分反馈还的一个MCP\n不同的AI agent\n然后review之后进行打分\n给定他一个数值到了哪个程度\n那就让他再去优化\n有用户就直接做了一个crowd的插件\n一秒就把绘画从近100万\nToken上下无人长度压缩到8.6万\n这里展示压缩前后的一些情况\n有兴趣的话大家去看一下\nRosa的工程师说\n每个AgentHannis\n现在都能用上Jeff\n通过这样的工具\n也有用户给OpenCode写了一个插件\n自拦语言写规则\nJeff拦住每一条道路\n还有用户使用Jeff光速给提交\n打安全补丁的标签\n当然Jeff来做意向调研也是非常好的\n比如说这样的一位用户做的一个分享\n也有用户花了8个小时\n让Jeff做一个爆款铁分类器\n他认为Jeff的准确率和Fabla 5.1一样好\n但是快了100倍\n也有博主呢\n让Jeff去分析自己的三千多条帖子\n然后找出一些公式\n最后这是推荐的主题\n也有用户分享\n我们可以通过Jeff呢\n做一些规则匹配\n就可以傻瓜式的将一些文件进行分类了\n还有用户呢\n把Jeff接到自动驾驶的决策上\n他认为Jeff对自动驾驶的影响会非常大\n一个用户呢\n让Jeff像人一样来复原一个魔方\n他能在很快的时间内\n来对这个魔方进行转动\n视频里是放外了\n方便我们去看清楚\n还有用户呢\n分享\n他说他花了一周时间\n才把PPO策略\n训练到通关的超级马利奥世界里\n这里的PPO呢\n是尽端策略优化\n而Jeff呢\n他是花了30分钟就打通了\n非常非常恐怖的一个效率\n有用户呢就来畅想了\n一个Jeff在云电脑上玩Moneycraft\n那如果想象1000个11个呢\n每一个都在云端自己的电脑上协作\n发现新科学\n跑实验\n设计新药\n而且是全天候的\n也有用户让Jeff呢\n做一些实时的广告拦截\n比如说他做了一个插件\n然后进入了一个网站\n好\nJeff可以很快的就帮他去删掉广告\n也有一些开源的仿制\n比如说OpenJeff\n大家有兴趣的话\n可以拓展了解一下\nJeff呢还可以并行预测\n每一个像素来画画\nBaby AGI的作者呢\n还用Jeff来抽图\n我们可以看一下这里的demo\nFlux的作者呢\n对Jeff非常非常认可\n他认为以前很多场景\n用大语言模型\n是根本不成立的\n今天大家也可以看到\n我为什么梳理了那么多案例\n实在是Jeff太优秀了\n真的是有非常非常多\n可以和我们现在的agent\n结合在一起使用的玩法\n有用户认为呢\nHannis就会被改写\n无论是Codas CC\n内置这样的dev型的决策\n只是时间的问题\nVestal CEO认为\n有很多是AI炒的一些热点\n但是Jeff是真正站得住的那个产品\n他认为Jeff这种AI\n可能比今天的大语言模型\n更持久的改写我们的工作和产品\n因为Jeff输入是非常非常划算的\n所以大量的自动化\n就会突然变得买得起\n说了那么多\n已经有人做了一个非常好的仓库\n是Orzen Type Safe\n仓库里有官方的资源\n也有很多社区的项目\n比如客户端库和集成\nagent和开发者工具\n浏览器智能体\n机器人交互演示\n评测与独立研究等等\n非常非常多\n而Jeff发布也才两天左右的时间而已\n我们使用Jeff也非常简单\n进入他的控制台\n他有个QuickStar\n然后我们可以copy这里的给agent的提示词\n就可以在我们电脑上安装TypeSafe的skill\n比如这里呢\n我呢就调用它的skill\n然后让它帮我做一个打游戏的web页面\nJPT很快就帮我做出了这样一个游戏\n第一章呢\n我刚刚已经让Jeff已经游玩过了\n我们先看一下这里的游戏指南\n可以让Jeff来玩\n也可以手动接管\n总共有三个章节\nChoice它会显示后选动作的真实概率\n自信度衡量分布的集中程度\nNord它是单独判断是否急需休息\n第一关已经打完了\n那现在我来点一下看一下第二关\n我们可以观察右侧Jeff的每一步\n今天的这个视频我是没有做变速\n所以大家可以观察一下\n杰弗他的一个速度情况\n现在来点击一下\n让他开始\n它开始收集到原木了\n有了原木之后\n这里的桥就可以搭建好了\n学好之后\n它就可以去获取对岸的胡萝卜\n然后还有一个胡萝卜\n它还没收集好\n所以它这里收集一下\n再回到她的家\n我可以把这里的战报呢进行保存\n也就是说他会下载一个Jason文件\n右侧我们会看到他的当前章节的目标\n这里的概率呢他就写的比较大\n所以兔子呢最后就回到影地去了\n在探险片号里呢也可以去选择一下\n页面的下方还可以看到他的冒险记录\n还有他的休息的情况\n我呢之前将第一个章节玩的一个战报\n然后下载了下来\n让AI介绍一下\n他说呢\n回合\n九回合\n结局胜利\n体力还剩37\n葛萝卜的话有五根\n第一章节里面\n它是没有木头的\n下方呢\n是兔子走过的路线\n日志对应的是什么\n决策记录里\n我们会看到\n用的是Jav的模型\n然后第一步是比较慢\n这和我当前的网络\n当然也有很大关系\n后面的话\n快乐非常多\n大多数的致敬度呢\n在0.77到0.96\n其中有两步\n有欲\n因为一开始这个桥呢\n没有修复好\n所以\nJeff呢就来回\n在这三个洪框的点\n这里来回折腾\n后来我就让Astro来修复了一下\n这个游戏\n现在我们再来到\n它的第三章节\n那我这里呢\n点击一下手动接管\n音效呢也打开了\n那我点\n点一个\n比如说\n我这里先点了\n除菊小镜\n再点一个\n萤火炒坡\n然后我们会看到还有胡萝卜\n然后这里还有木头没有收集到\n那我再返回别的地方点一下\n这里收集到木头了\n再点一下\n他说等待修船\n那再来让他单独来玩一下\n看看他怎么玩\n修好潮了\n然后再去取胡萝卜\n又返回来\n他要去取胡萝卜\n因为这个设定里呢\n它还需要一个金种子\n开启石门\n所以它最后是在右侧游戏那里去结束的\n最后呢再来看一个案例\n我呢让Astra做了一个页面\n外星人要到地球\n那要把外星人的奇怪发言\n变成代码执行的判断\n左边呢就会有非常多的待检的旅客\n总共是有24个\n他们长的是有三种样式\n名字有各个不同\n比如说这里的白展博士\n他说旅客的原话是什么样子的\n那正常这种情况下\n他说他有简易放行证明\n点击一下开始扫描\n肯定是让它去通过的\nJeff这里呢\n他有三个判断\n第一是Choice\n第二呢是No\n那对这样外星人呢\n我们就不需要过度的去关注他\n然后下方就有一个欢迎雨\n欢迎来到地球\n决策档案里呢\n就会显示刚刚做了那些决策\n实测的实验室里呢\n这是之前跑过的一次例子\n这是24条人工编写的一个称式情境\n每条呢\n向真实的Jeff来发送\n同一state下的三个独立问题\n参考标签不会传给模型\n比如说\n这里的参考通道啊\n是哪个\n那就不会发给Jeff\n通过这个测试呢\n就可以比对人工写的参考信息\n和Jeff判断的结果之间的一些差别\n最后的对照里面呢\n会说明他们的状态\n那我这里呢\n再点击一下重新实测\n我是开了最多的10号病房\n那我们可以看到呢\n它是成功完成\n参考是有91%\n是一致的\n耗时当然是非常短的\n实际耗用了这些token\n那我再点一下\n来进行测试\n这个刚刚的测试结果也是一样的\n不过呢每次测试不一定是完全一样的\n所以有的时候可能像这里是百分百\n然后下方我们可以看一下有哪些地方是不一致\n比如说这对这个外星人的一个分析\n然后参考认为是可以常规路径的\n而Jeff认为需要深度调查\n对这两位外星人人工分析和Jeff判断有不一致的情况\n我们看一下他为什么对这里呢是要人工复合呢\n这位外星人他说\n他运送了一件武器外星的博物馆空壳\n内部完全猜出\n确认没有什么什么什么\n还有附有检查证明\n以上就是今天介绍Jeff的所有内容\n这个模型对于我们日常工作\n还是有非常大的帮助的\n非常推荐大家去了解它\n记得看社区里面\nAlson TypeSafe的仓库\n希望我的视频对你有帮助\n我们下期再见",
  "language": "multilingual",
  "duration": 987.266063,
  "segments": [
    {
      "start": 0.0,
      "end": 0.86,
      "text": "大家好,我是Ked",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 0.86,
      "end": 2.42,
      "text": "最近有个模型非常火",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 2.42,
      "end": 4.24,
      "text": "它的名字叫Jeff",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 4.24,
      "end": 8.12,
      "text": "它不是平常我们对话的那种大语言模型",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 8.12,
      "end": 11.38,
      "text": "它是由Type-Safe AI公司开发的一款模型",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 11.38,
      "end": 15.06,
      "text": "它的创始人曾经是在OpenAI工作",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 15.06,
      "end": 18.66,
      "text": "然后是XGPT的共同作者",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 18.66,
      "end": 21.88,
      "text": "Jeff特别适合无人职守的自动化",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 21.88,
      "end": 23.92,
      "text": "用它来打游戏也非常好",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 23.92,
      "end": 26.44,
      "text": "我们可以通过这个视频了解一下",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 26.44,
      "end": 27.78,
      "text": "Jeff能帮我们做什么",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 27.78,
      "end": 30.04,
      "text": "如果是正常的大语言模型",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 30.04,
      "end": 32.74,
      "text": "它呢就会一个token一个token的",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 32.74,
      "end": 33.54,
      "text": "蹦出字来",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 0,
      "language_run": 0
    },
    {
      "start": 34.981,
      "end": 36.391,
      "text": "花费时间8.5秒",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 1,
      "language_run": 0
    },
    {
      "start": 36.391,
      "end": 39.151,
      "text": "那如果是GENF呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 1,
      "language_run": 0
    },
    {
      "start": 39.151,
      "end": 41.591,
      "text": "他就会给出几个选项",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 1,
      "language_run": 0
    },
    {
      "start": 41.591,
      "end": 44.731,
      "text": "然后会给出知性度",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 1,
      "language_run": 0
    },
    {
      "start": 44.731,
      "end": 47.291,
      "text": "花费时间0.1秒",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 1,
      "language_run": 0
    },
    {
      "start": 49.55,
      "end": 50.78,
      "text": "如果是让他玩游戏",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 50.78,
      "end": 52.2,
      "text": "他呢是",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 52.2,
      "end": 54.96,
      "text": "就是由固定的几个操作",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 54.96,
      "end": 57.06,
      "text": "往上往右往前",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 57.06,
      "end": 58.34,
      "text": "还有Shop",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 58.34,
      "end": 60.58,
      "text": "Jeff呢他是能",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 60.58,
      "end": 62.5,
      "text": "做一个选择分类",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 62.5,
      "end": 64.4,
      "text": "评分路由",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 64.4,
      "end": 66.7,
      "text": "不能去写诗写代码",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 66.7,
      "end": 69.18,
      "text": "或者是一步步的推理",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 69.18,
      "end": 70.88,
      "text": "这视频做的还是非常好的",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 70.88,
      "end": 72.96,
      "text": "对于开发者来说主要有三种",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 72.96,
      "end": 74.66,
      "text": "可以设置第一呢是",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 74.66,
      "end": 77.22,
      "text": "Choice选择从选项里选一个",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 77.22,
      "end": 79.76,
      "text": "第二是打分score",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 79.76,
      "end": 81.62,
      "text": "然后第三是nore",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 81.62,
      "end": 83.54,
      "text": "判断陈述是否成立",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 83.54,
      "end": 86.34,
      "text": "它是0到1的一个真值的分数",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 86.34,
      "end": 87.74,
      "text": "一个请求里呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 87.74,
      "end": 89.08,
      "text": "可以混合多种问题",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 89.08,
      "end": 92.04,
      "text": "模型还可以并行去回答",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 92.04,
      "end": 93.12,
      "text": "官方的说法呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 93.12,
      "end": 95.92,
      "text": "就是把它当成软件里的智能的if",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 95.92,
      "end": 97.54,
      "text": "路由打分器",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 97.54,
      "end": 98.6,
      "text": "GIF的速度呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 98.6,
      "end": 99.96,
      "text": "是非常非常快的",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 99.96,
      "end": 102.04,
      "text": "而且它的价格尤其的便宜",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 102.04,
      "end": 103.44,
      "text": "我召用了200多次",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 103.44,
      "end": 105.42,
      "text": "花费了200分",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 105.42,
      "end": 106.54,
      "text": "而且TypeSafe呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 106.54,
      "end": 109.68,
      "text": "现在还提供五刀的一个体验额度",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 109.68,
      "end": 111.78,
      "text": "所以我得花很长时间",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 111.78,
      "end": 115.02,
      "text": "才能把这个五刀的额度给使用出去",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 115.02,
      "end": 118.62,
      "text": "我们可以在TyperSafe里面去加入它的wetlist",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 118.62,
      "end": 120.62,
      "text": "如果你特别着急的话",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 120.62,
      "end": 123.16,
      "text": "也可以通过OperRouter进行调用",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 123.16,
      "end": 126.48,
      "text": "或者是AI Gateway进行调用",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 126.48,
      "end": 128.72,
      "text": "它也登陆了Cloud Flare的AI",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 128.72,
      "end": 130.96,
      "text": "所以是有多个路径可以调用它的",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 130.96,
      "end": 132.84,
      "text": "而且它非常有意思的是",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 132.84,
      "end": 135.48,
      "text": "它的输出Token是不收费的",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 135.48,
      "end": 136.62,
      "text": "官方给出的理由是",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 136.62,
      "end": 139.92,
      "text": "新的架构下输出便宜到不必击费",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 139.92,
      "end": 141.5,
      "text": "这里就有一个例子呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 141.5,
      "end": 143.24,
      "text": "Verso的CTO做了一个测试",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 143.24,
      "end": 145.06,
      "text": "它呢对比调用",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 145.06,
      "end": 148.42,
      "text": "Gemini 2.5 Flashlight来做分类",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 148.42,
      "end": 150.12,
      "text": "Gemini 2.5 Flashlight呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 150.12,
      "end": 151.9,
      "text": "它的API还是比较便宜的",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 151.9,
      "end": 154.64,
      "text": "而将Jeff和Gemini做一个对比",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 154.64,
      "end": 155.98,
      "text": "它的据确率更高",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 155.98,
      "end": 157.52,
      "text": "而且速度也更快",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 157.52,
      "end": 158.48,
      "text": "通过这张图",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 158.48,
      "end": 159.88,
      "text": "我们可以看到Jeff",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 159.88,
      "end": 162.9,
      "text": "他的质地程度是非常不错的",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 162.9,
      "end": 165.62,
      "text": "非常接近于Terra了",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 165.62,
      "end": 167.76,
      "text": "但是要比Terra便宜非常多",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 167.76,
      "end": 170.18,
      "text": "我们可以在TypeCafe官网右上角",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 170.18,
      "end": 174.28,
      "text": "点击它的加入wetlist来申请",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 174.28,
      "end": 176.12,
      "text": "现在就来看一下X上面",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 176.12,
      "end": 179.0,
      "text": "关于Jeff有哪些精彩的案例",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 179.0,
      "end": 180.66,
      "text": "Versal的CEO认为",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 180.66,
      "end": 183.24,
      "text": "把他们的FX安全审查",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 183.24,
      "end": 184.22,
      "text": "换成Jeff",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 184.22,
      "end": 186.08,
      "text": "对面GBT与Luna呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 186.08,
      "end": 188.34,
      "text": "Jeff的速度快到18倍",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 188.34,
      "end": 189.58,
      "text": "而且还更准确",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 189.58,
      "end": 192.34,
      "text": "把500封邮件发给Jeff",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 192.34,
      "end": 195.32,
      "text": "他仍在几秒内就帮你分类好",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 195.32,
      "end": 197.14,
      "text": "而且成本非常低",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 197.14,
      "end": 202.02,
      "text": "BOSS CEO认为企业里那些分类路由安全判断们",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 202.02,
      "end": 205.8,
      "text": "那现在有了Jeff对大量的企业任务就意义巨大",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 205.8,
      "end": 208.02,
      "text": "有用户昨天刚打到权限",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 208.02,
      "end": 211.62,
      "text": "他就将Jeff集成到他们的数据管道里",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 211.62,
      "end": 213.98,
      "text": "实体识别 情绪分析",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 213.98,
      "end": 216.08,
      "text": "把相关信号粘起来等等",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 216.08,
      "end": 217.86,
      "text": "他认为都非常惊艳",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 217.86,
      "end": 219.88,
      "text": "Jeff有一大应用就是",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 219.88,
      "end": 222.62,
      "text": "它在浏览器方面的改进",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 222.62,
      "end": 225.12,
      "text": "这浏览器方面的例子呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 225.12,
      "end": 227.3,
      "text": "比如说七秒查机票",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 227.3,
      "end": 229.8,
      "text": "只花了0.0039刀",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 229.8,
      "end": 231.5,
      "text": "又快质量又好",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 231.5,
      "end": 233.22,
      "text": "知名开源产品CUA",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 233.22,
      "end": 234.68,
      "text": "它也是紧跟潮流",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 234.68,
      "end": 236.28,
      "text": "立即发了一个",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 236.28,
      "end": 240.18,
      "text": "和JF相关的跨系统计算机使用",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 240.18,
      "end": 241.64,
      "text": "叫JFUZ",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 241.64,
      "end": 243.3,
      "text": "在玩2048的时候",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 243.3,
      "end": 245.08,
      "text": "JF的速度快了五倍",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 245.08,
      "end": 247.08,
      "text": "成本大约便宜1000倍",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 247.08,
      "end": 248.72,
      "text": "比Astra更高效",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 248.72,
      "end": 249.8,
      "text": "还有用户呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 249.8,
      "end": 252.68,
      "text": "将Jeff和OpenCode结合起来测试应用",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 252.68,
      "end": 254.56,
      "text": "测试的时候就发现呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 254.56,
      "end": 257.3,
      "text": "点按钮快到像是在看加速片",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 257.3,
      "end": 258.04,
      "text": "Jeff呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 258.04,
      "end": 262.2,
      "text": "他在浏览器工作上是非常非常便宜的",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 262.2,
      "end": 264.02,
      "text": "比如说这样一位用户",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 264.02,
      "end": 267.1,
      "text": "他就分享浏览器忘记关了",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 267.1,
      "end": 268.7,
      "text": "那消耗了这么多Token",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 268.7,
      "end": 270.62,
      "text": "才花费不到七刀",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 270.62,
      "end": 272.26,
      "text": "S-Code的作者呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 272.26,
      "end": 276.36,
      "text": "他用Jeff来控制iOS的模拟器",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 276.36,
      "end": 278.68,
      "text": "去建一个日历事件",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 278.68,
      "end": 281.46,
      "text": "我们会看到这边会写着",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 281.46,
      "end": 281.9,
      "text": "Tapper",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 281.9,
      "end": 284.82,
      "text": "然后ScreenChanger",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 284.82,
      "end": 287.58,
      "text": "等等",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 287.58,
      "end": 289.64,
      "text": "还有用户喊话Sam",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 289.64,
      "end": 292.22,
      "text": "让Codex负责规划",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 292.22,
      "end": 294.94,
      "text": "Jeff负责从页面选择点谁",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 294.94,
      "end": 295.96,
      "text": "有用户",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 295.96,
      "end": 297.4,
      "text": "他分享了一个点子",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 297.4,
      "end": 300.74,
      "text": "让Jeff去做及时的压缩",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 300.74,
      "end": 302.98,
      "text": "给每次突破打分",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 302.98,
      "end": 305.02,
      "text": "然后丢掉无关的上下文",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 305.02,
      "end": 308.0,
      "text": "我们可以看一下这样的一个例子",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 308.0,
      "end": 309.8,
      "text": "绿色的就是留下的",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 309.8,
      "end": 311.2,
      "text": "红色的就是删去",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 311.2,
      "end": 312.72,
      "text": "也有用户呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 312.72,
      "end": 314.82,
      "text": "还做了一个Jeff的review",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 314.82,
      "end": 316.26,
      "text": "给编码agent呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 316.26,
      "end": 319.12,
      "text": "接上打分反馈还的一个MCP",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 319.12,
      "end": 321.24,
      "text": "不同的AI agent",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 321.24,
      "end": 324.6,
      "text": "然后review之后进行打分",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 2,
      "language_run": 1
    },
    {
      "start": 326.735,
      "end": 329.245,
      "text": "给定他一个数值到了哪个程度",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 329.245,
      "end": 330.725,
      "text": "那就让他再去优化",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 330.725,
      "end": 333.925,
      "text": "有用户就直接做了一个crowd的插件",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 333.925,
      "end": 337.625,
      "text": "一秒就把绘画从近100万",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 337.625,
      "end": 341.025,
      "text": "Token上下无人长度压缩到8.6万",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 341.025,
      "end": 344.725,
      "text": "这里展示压缩前后的一些情况",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 344.725,
      "end": 346.545,
      "text": "有兴趣的话大家去看一下",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 346.545,
      "end": 348.165,
      "text": "Rosa的工程师说",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 348.165,
      "end": 350.285,
      "text": "每个AgentHannis",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 350.285,
      "end": 352.485,
      "text": "现在都能用上Jeff",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 352.485,
      "end": 354.965,
      "text": "通过这样的工具",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 354.965,
      "end": 357.305,
      "text": "也有用户给OpenCode写了一个插件",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 357.305,
      "end": 358.965,
      "text": "自拦语言写规则",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 358.965,
      "end": 361.285,
      "text": "Jeff拦住每一条道路",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 361.285,
      "end": 365.025,
      "text": "还有用户使用Jeff光速给提交",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 365.025,
      "end": 366.545,
      "text": "打安全补丁的标签",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 366.545,
      "end": 370.385,
      "text": "当然Jeff来做意向调研也是非常好的",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 370.385,
      "end": 373.185,
      "text": "比如说这样的一位用户做的一个分享",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 373.185,
      "end": 375.405,
      "text": "也有用户花了8个小时",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 375.405,
      "end": 378.485,
      "text": "让Jeff做一个爆款铁分类器",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 378.485,
      "end": 382.805,
      "text": "他认为Jeff的准确率和Fabla 5.1一样好",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 382.805,
      "end": 384.045,
      "text": "但是快了100倍",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 384.045,
      "end": 385.325,
      "text": "也有博主呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 385.325,
      "end": 388.845,
      "text": "让Jeff去分析自己的三千多条帖子",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 388.845,
      "end": 391.525,
      "text": "然后找出一些公式",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 391.525,
      "end": 393.925,
      "text": "最后这是推荐的主题",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 393.925,
      "end": 395.445,
      "text": "也有用户分享",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 395.445,
      "end": 398.045,
      "text": "我们可以通过Jeff呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 398.045,
      "end": 399.685,
      "text": "做一些规则匹配",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 399.685,
      "end": 404.665,
      "text": "就可以傻瓜式的将一些文件进行分类了",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 404.665,
      "end": 405.785,
      "text": "还有用户呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 405.785,
      "end": 408.385,
      "text": "把Jeff接到自动驾驶的决策上",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 408.385,
      "end": 412.785,
      "text": "他认为Jeff对自动驾驶的影响会非常大",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 412.785,
      "end": 413.965,
      "text": "一个用户呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 413.965,
      "end": 417.585,
      "text": "让Jeff像人一样来复原一个魔方",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 417.585,
      "end": 419.385,
      "text": "他能在很快的时间内",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 419.385,
      "end": 422.025,
      "text": "来对这个魔方进行转动",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 422.025,
      "end": 423.745,
      "text": "视频里是放外了",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 423.745,
      "end": 425.365,
      "text": "方便我们去看清楚",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 425.365,
      "end": 426.585,
      "text": "还有用户呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 426.585,
      "end": 426.965,
      "text": "分享",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 426.965,
      "end": 429.345,
      "text": "他说他花了一周时间",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 429.345,
      "end": 430.925,
      "text": "才把PPO策略",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 430.925,
      "end": 435.025,
      "text": "训练到通关的超级马利奥世界里",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 435.025,
      "end": 436.265,
      "text": "这里的PPO呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 436.265,
      "end": 438.165,
      "text": "是尽端策略优化",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 438.165,
      "end": 439.205,
      "text": "而Jeff呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 439.205,
      "end": 441.419,
      "text": "他是花了30分钟就打通了",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 3,
      "language_run": 2
    },
    {
      "start": 442.533,
      "end": 444.063,
      "text": "非常非常恐怖的一个效率",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 444.063,
      "end": 446.303,
      "text": "有用户呢就来畅想了",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 446.303,
      "end": 449.743,
      "text": "一个Jeff在云电脑上玩Moneycraft",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 449.743,
      "end": 452.703,
      "text": "那如果想象1000个11个呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 452.703,
      "end": 455.463,
      "text": "每一个都在云端自己的电脑上协作",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 455.463,
      "end": 456.923,
      "text": "发现新科学",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 456.923,
      "end": 457.923,
      "text": "跑实验",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 457.923,
      "end": 459.143,
      "text": "设计新药",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 459.143,
      "end": 460.583,
      "text": "而且是全天候的",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 460.583,
      "end": 462.003,
      "text": "也有用户让Jeff呢",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 462.003,
      "end": 464.043,
      "text": "做一些实时的广告拦截",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 464.043,
      "end": 467.603,
      "text": "比如说他做了一个插件",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 467.603,
      "end": 469.963,
      "text": "然后进入了一个网站",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 469.963,
      "end": 470.54,
      "text": "好",
      "language": "zh",
      "chunk": 0,
      "local_language_run": 4,
      "language_run": 2
    },
    {
      "start": 470.54,
      "end": 474.06,
      "text": "Jeff可以很快的就帮他去删掉广告",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 474.06,
      "end": 476.18,
      "text": "也有一些开源的仿制",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 476.18,
      "end": 477.56,
      "text": "比如说OpenJeff",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 477.56,
      "end": 478.88,
      "text": "大家有兴趣的话",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 478.88,
      "end": 480.26,
      "text": "可以拓展了解一下",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 480.26,
      "end": 482.42,
      "text": "Jeff呢还可以并行预测",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 482.42,
      "end": 484.0,
      "text": "每一个像素来画画",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 484.0,
      "end": 485.5,
      "text": "Baby AGI的作者呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 485.5,
      "end": 486.92,
      "text": "还用Jeff来抽图",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 486.92,
      "end": 489.0,
      "text": "我们可以看一下这里的demo",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 489.0,
      "end": 490.02,
      "text": "Flux的作者呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 490.02,
      "end": 492.84,
      "text": "对Jeff非常非常认可",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 492.84,
      "end": 494.24,
      "text": "他认为以前很多场景",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 494.24,
      "end": 495.28,
      "text": "用大语言模型",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 495.28,
      "end": 496.64,
      "text": "是根本不成立的",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 496.64,
      "end": 497.92,
      "text": "今天大家也可以看到",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 497.92,
      "end": 499.98,
      "text": "我为什么梳理了那么多案例",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 499.98,
      "end": 501.66,
      "text": "实在是Jeff太优秀了",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 501.66,
      "end": 503.64,
      "text": "真的是有非常非常多",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 503.64,
      "end": 506.26,
      "text": "可以和我们现在的agent",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 506.26,
      "end": 508.2,
      "text": "结合在一起使用的玩法",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 508.2,
      "end": 509.42,
      "text": "有用户认为呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 509.42,
      "end": 511.0,
      "text": "Hannis就会被改写",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 511.0,
      "end": 512.8,
      "text": "无论是Codas CC",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 512.8,
      "end": 514.94,
      "text": "内置这样的dev型的决策",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 514.94,
      "end": 516.4,
      "text": "只是时间的问题",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 516.4,
      "end": 518.3,
      "text": "Vestal CEO认为",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 518.3,
      "end": 521.68,
      "text": "有很多是AI炒的一些热点",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 521.68,
      "end": 525.32,
      "text": "但是Jeff是真正站得住的那个产品",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 525.32,
      "end": 528.58,
      "text": "他认为Jeff这种AI",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 528.58,
      "end": 530.96,
      "text": "可能比今天的大语言模型",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 530.96,
      "end": 534.06,
      "text": "更持久的改写我们的工作和产品",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 534.06,
      "end": 537.6,
      "text": "因为Jeff输入是非常非常划算的",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 537.6,
      "end": 539.64,
      "text": "所以大量的自动化",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 539.64,
      "end": 541.76,
      "text": "就会突然变得买得起",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 541.76,
      "end": 543.1,
      "text": "说了那么多",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 543.1,
      "end": 546.04,
      "text": "已经有人做了一个非常好的仓库",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 546.04,
      "end": 547.52,
      "text": "是Orzen Type Safe",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 547.52,
      "end": 549.88,
      "text": "仓库里有官方的资源",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 549.88,
      "end": 551.82,
      "text": "也有很多社区的项目",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 551.82,
      "end": 554.28,
      "text": "比如客户端库和集成",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 554.28,
      "end": 556.08,
      "text": "agent和开发者工具",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 556.08,
      "end": 557.56,
      "text": "浏览器智能体",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 557.56,
      "end": 559.38,
      "text": "机器人交互演示",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 559.38,
      "end": 562.12,
      "text": "评测与独立研究等等",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 562.12,
      "end": 563.52,
      "text": "非常非常多",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 563.52,
      "end": 567.4,
      "text": "而Jeff发布也才两天左右的时间而已",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 567.4,
      "end": 569.38,
      "text": "我们使用Jeff也非常简单",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 569.38,
      "end": 571.64,
      "text": "进入他的控制台",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 571.64,
      "end": 572.9,
      "text": "他有个QuickStar",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 572.9,
      "end": 577.32,
      "text": "然后我们可以copy这里的给agent的提示词",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 577.32,
      "end": 581.36,
      "text": "就可以在我们电脑上安装TypeSafe的skill",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 581.36,
      "end": 582.5,
      "text": "比如这里呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 582.5,
      "end": 584.62,
      "text": "我呢就调用它的skill",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 584.62,
      "end": 589.02,
      "text": "然后让它帮我做一个打游戏的web页面",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 589.02,
      "end": 591.52,
      "text": "JPT很快就帮我做出了这样一个游戏",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 591.52,
      "end": 592.96,
      "text": "第一章呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 592.96,
      "end": 595.3,
      "text": "我刚刚已经让Jeff已经游玩过了",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 595.3,
      "end": 597.84,
      "text": "我们先看一下这里的游戏指南",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 597.84,
      "end": 599.9,
      "text": "可以让Jeff来玩",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 599.9,
      "end": 601.6,
      "text": "也可以手动接管",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 601.6,
      "end": 603.78,
      "text": "总共有三个章节",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 603.78,
      "end": 607.64,
      "text": "Choice它会显示后选动作的真实概率",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 607.64,
      "end": 610.54,
      "text": "自信度衡量分布的集中程度",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 610.54,
      "end": 615.36,
      "text": "Nord它是单独判断是否急需休息",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 615.36,
      "end": 617.0,
      "text": "第一关已经打完了",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 617.0,
      "end": 620.68,
      "text": "那现在我来点一下看一下第二关",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 620.68,
      "end": 625.14,
      "text": "我们可以观察右侧Jeff的每一步",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 625.14,
      "end": 628.46,
      "text": "今天的这个视频我是没有做变速",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 628.46,
      "end": 630.24,
      "text": "所以大家可以观察一下",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 630.24,
      "end": 632.86,
      "text": "杰弗他的一个速度情况",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 632.86,
      "end": 634.44,
      "text": "现在来点击一下",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 634.44,
      "end": 635.0,
      "text": "让他开始",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 0,
      "language_run": 2
    },
    {
      "start": 638.429,
      "end": 640.079,
      "text": "它开始收集到原木了",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 1,
      "language_run": 3
    },
    {
      "start": 640.079,
      "end": 641.459,
      "text": "有了原木之后",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 1,
      "language_run": 3
    },
    {
      "start": 641.459,
      "end": 643.079,
      "text": "这里的桥就可以搭建好了",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 1,
      "language_run": 3
    },
    {
      "start": 643.079,
      "end": 644.819,
      "text": "学好之后",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 1,
      "language_run": 3
    },
    {
      "start": 644.819,
      "end": 647.439,
      "text": "它就可以去获取对岸的胡萝卜",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 1,
      "language_run": 3
    },
    {
      "start": 647.439,
      "end": 650.559,
      "text": "然后还有一个胡萝卜",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 1,
      "language_run": 3
    },
    {
      "start": 650.559,
      "end": 651.559,
      "text": "它还没收集好",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 1,
      "language_run": 3
    },
    {
      "start": 651.559,
      "end": 652.759,
      "text": "所以它这里收集一下",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 1,
      "language_run": 3
    },
    {
      "start": 654.109,
      "end": 655.493,
      "text": "再回到她的家",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 2,
      "language_run": 3
    },
    {
      "start": 656.619,
      "end": 658.949,
      "text": "我可以把这里的战报呢进行保存",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 658.949,
      "end": 662.049,
      "text": "也就是说他会下载一个Jason文件",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 662.049,
      "end": 665.629,
      "text": "右侧我们会看到他的当前章节的目标",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 665.629,
      "end": 668.509,
      "text": "这里的概率呢他就写的比较大",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 668.509,
      "end": 671.009,
      "text": "所以兔子呢最后就回到影地去了",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 671.009,
      "end": 674.729,
      "text": "在探险片号里呢也可以去选择一下",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 674.729,
      "end": 677.929,
      "text": "页面的下方还可以看到他的冒险记录",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 677.929,
      "end": 679.749,
      "text": "还有他的休息的情况",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 679.749,
      "end": 683.549,
      "text": "我呢之前将第一个章节玩的一个战报",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 684.049,
      "end": 685.569,
      "text": "然后下载了下来",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 685.569,
      "end": 687.469,
      "text": "让AI介绍一下",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 687.469,
      "end": 689.369,
      "text": "他说呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 689.369,
      "end": 690.449,
      "text": "回合",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 690.449,
      "end": 691.349,
      "text": "九回合",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 691.349,
      "end": 692.689,
      "text": "结局胜利",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 692.689,
      "end": 695.169,
      "text": "体力还剩37",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 695.169,
      "end": 697.129,
      "text": "葛萝卜的话有五根",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 697.129,
      "end": 699.129,
      "text": "第一章节里面",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 699.129,
      "end": 700.869,
      "text": "它是没有木头的",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 700.869,
      "end": 701.549,
      "text": "下方呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 701.549,
      "end": 703.329,
      "text": "是兔子走过的路线",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 703.329,
      "end": 705.469,
      "text": "日志对应的是什么",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 705.469,
      "end": 706.549,
      "text": "决策记录里",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 706.549,
      "end": 707.429,
      "text": "我们会看到",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 707.429,
      "end": 709.629,
      "text": "用的是Jav的模型",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 709.629,
      "end": 711.669,
      "text": "然后第一步是比较慢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 711.669,
      "end": 713.289,
      "text": "这和我当前的网络",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 713.289,
      "end": 714.689,
      "text": "当然也有很大关系",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 714.689,
      "end": 715.469,
      "text": "后面的话",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 715.469,
      "end": 716.449,
      "text": "快乐非常多",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 716.449,
      "end": 718.669,
      "text": "大多数的致敬度呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 718.669,
      "end": 720.749,
      "text": "在0.77到0.96",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 720.749,
      "end": 722.809,
      "text": "其中有两步",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 722.809,
      "end": 723.509,
      "text": "有欲",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 723.509,
      "end": 725.189,
      "text": "因为一开始这个桥呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 725.189,
      "end": 726.309,
      "text": "没有修复好",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 726.309,
      "end": 727.409,
      "text": "所以",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 727.409,
      "end": 729.369,
      "text": "Jeff呢就来回",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 729.369,
      "end": 731.049,
      "text": "在这三个洪框的点",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 731.049,
      "end": 732.309,
      "text": "这里来回折腾",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 732.309,
      "end": 735.469,
      "text": "后来我就让Astro来修复了一下",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 735.469,
      "end": 735.949,
      "text": "这个游戏",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 735.949,
      "end": 737.129,
      "text": "现在我们再来到",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 737.129,
      "end": 738.549,
      "text": "它的第三章节",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 738.549,
      "end": 739.749,
      "text": "那我这里呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 739.749,
      "end": 741.729,
      "text": "点击一下手动接管",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 741.729,
      "end": 743.149,
      "text": "音效呢也打开了",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 743.149,
      "end": 744.469,
      "text": "那我点",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 744.469,
      "end": 745.449,
      "text": "点一个",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 745.449,
      "end": 746.209,
      "text": "比如说",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 746.209,
      "end": 747.549,
      "text": "我这里先点了",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 747.549,
      "end": 748.289,
      "text": "除菊小镜",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 748.289,
      "end": 749.449,
      "text": "再点一个",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 749.449,
      "end": 750.409,
      "text": "萤火炒坡",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 3,
      "language_run": 3
    },
    {
      "start": 751.838,
      "end": 754.288,
      "text": "然后我们会看到还有胡萝卜",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 4,
      "language_run": 3
    },
    {
      "start": 754.288,
      "end": 756.739,
      "text": "然后这里还有木头没有收集到",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 4,
      "language_run": 3
    },
    {
      "start": 757.956,
      "end": 761.506,
      "text": "那我再返回别的地方点一下",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 5,
      "language_run": 3
    },
    {
      "start": 762.78,
      "end": 764.406,
      "text": "这里收集到木头了",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 6,
      "language_run": 3
    },
    {
      "start": 766.335,
      "end": 766.885,
      "text": "再点一下",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 7,
      "language_run": 3
    },
    {
      "start": 766.885,
      "end": 769.125,
      "text": "他说等待修船",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 7,
      "language_run": 3
    },
    {
      "start": 771.328,
      "end": 774.268,
      "text": "那再来让他单独来玩一下",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 8,
      "language_run": 4
    },
    {
      "start": 774.268,
      "end": 775.248,
      "text": "看看他怎么玩",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 8,
      "language_run": 4
    },
    {
      "start": 781.387,
      "end": 782.197,
      "text": "修好潮了",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 9,
      "language_run": 5
    },
    {
      "start": 782.197,
      "end": 783.537,
      "text": "然后再去取胡萝卜",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 9,
      "language_run": 5
    },
    {
      "start": 783.537,
      "end": 784.697,
      "text": "又返回来",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 9,
      "language_run": 5
    },
    {
      "start": 784.697,
      "end": 786.877,
      "text": "他要去取胡萝卜",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 9,
      "language_run": 5
    },
    {
      "start": 791.288,
      "end": 792.258,
      "text": "因为这个设定里呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 792.258,
      "end": 794.298,
      "text": "它还需要一个金种子",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 794.298,
      "end": 795.938,
      "text": "开启石门",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 795.938,
      "end": 800.538,
      "text": "所以它最后是在右侧游戏那里去结束的",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 800.538,
      "end": 802.718,
      "text": "最后呢再来看一个案例",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 802.718,
      "end": 805.098,
      "text": "我呢让Astra做了一个页面",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 805.098,
      "end": 806.658,
      "text": "外星人要到地球",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 806.658,
      "end": 809.678,
      "text": "那要把外星人的奇怪发言",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 809.678,
      "end": 811.878,
      "text": "变成代码执行的判断",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 811.878,
      "end": 817.058,
      "text": "左边呢就会有非常多的待检的旅客",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 817.058,
      "end": 819.198,
      "text": "总共是有24个",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 819.198,
      "end": 822.518,
      "text": "他们长的是有三种样式",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 822.518,
      "end": 824.578,
      "text": "名字有各个不同",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 824.578,
      "end": 827.178,
      "text": "比如说这里的白展博士",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 827.178,
      "end": 830.978,
      "text": "他说旅客的原话是什么样子的",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 830.978,
      "end": 832.878,
      "text": "那正常这种情况下",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 832.878,
      "end": 836.358,
      "text": "他说他有简易放行证明",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 10,
      "language_run": 6
    },
    {
      "start": 837.872,
      "end": 839.402,
      "text": "点击一下开始扫描",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 11,
      "language_run": 6
    },
    {
      "start": 839.402,
      "end": 842.262,
      "text": "肯定是让它去通过的",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 11,
      "language_run": 6
    },
    {
      "start": 842.262,
      "end": 843.122,
      "text": "Jeff这里呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 11,
      "language_run": 6
    },
    {
      "start": 843.122,
      "end": 844.562,
      "text": "他有三个判断",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 11,
      "language_run": 6
    },
    {
      "start": 844.562,
      "end": 845.722,
      "text": "第一是Choice",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 11,
      "language_run": 6
    },
    {
      "start": 845.722,
      "end": 848.002,
      "text": "第二呢是No",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 11,
      "language_run": 6
    },
    {
      "start": 848.002,
      "end": 849.562,
      "text": "那对这样外星人呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 11,
      "language_run": 6
    },
    {
      "start": 849.562,
      "end": 851.742,
      "text": "我们就不需要过度的去关注他",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 11,
      "language_run": 6
    },
    {
      "start": 852.933,
      "end": 855.063,
      "text": "然后下方就有一个欢迎雨",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 855.063,
      "end": 856.363,
      "text": "欢迎来到地球",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 856.363,
      "end": 857.563,
      "text": "决策档案里呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 857.563,
      "end": 860.103,
      "text": "就会显示刚刚做了那些决策",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 860.103,
      "end": 862.843,
      "text": "实测的实验室里呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 862.843,
      "end": 866.903,
      "text": "这是之前跑过的一次例子",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 866.903,
      "end": 870.763,
      "text": "这是24条人工编写的一个称式情境",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 870.763,
      "end": 871.723,
      "text": "每条呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 871.723,
      "end": 873.943,
      "text": "向真实的Jeff来发送",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 873.943,
      "end": 876.283,
      "text": "同一state下的三个独立问题",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 876.283,
      "end": 879.163,
      "text": "参考标签不会传给模型",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 879.163,
      "end": 880.463,
      "text": "比如说",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 880.463,
      "end": 882.943,
      "text": "这里的参考通道啊",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 882.943,
      "end": 884.443,
      "text": "是哪个",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 884.443,
      "end": 886.923,
      "text": "那就不会发给Jeff",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 886.923,
      "end": 888.363,
      "text": "通过这个测试呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 888.363,
      "end": 891.283,
      "text": "就可以比对人工写的参考信息",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 891.283,
      "end": 895.163,
      "text": "和Jeff判断的结果之间的一些差别",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 895.163,
      "end": 896.663,
      "text": "最后的对照里面呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 896.663,
      "end": 897.883,
      "text": "会说明他们的状态",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 897.883,
      "end": 899.323,
      "text": "那我这里呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 899.323,
      "end": 901.003,
      "text": "再点击一下重新实测",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 12,
      "language_run": 6
    },
    {
      "start": 903.218,
      "end": 905.188,
      "text": "我是开了最多的10号病房",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 13,
      "language_run": 7
    },
    {
      "start": 905.188,
      "end": 906.788,
      "text": "那我们可以看到呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 13,
      "language_run": 7
    },
    {
      "start": 906.788,
      "end": 908.588,
      "text": "它是成功完成",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 13,
      "language_run": 7
    },
    {
      "start": 908.588,
      "end": 911.228,
      "text": "参考是有91%",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 13,
      "language_run": 7
    },
    {
      "start": 911.228,
      "end": 912.759,
      "text": "是一致的",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 13,
      "language_run": 7
    },
    {
      "start": 914.003,
      "end": 915.893,
      "text": "耗时当然是非常短的",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 14,
      "language_run": 7
    },
    {
      "start": 915.893,
      "end": 917.473,
      "text": "实际耗用了这些token",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 14,
      "language_run": 7
    },
    {
      "start": 917.473,
      "end": 919.913,
      "text": "那我再点一下",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 14,
      "language_run": 7
    },
    {
      "start": 919.913,
      "end": 921.353,
      "text": "来进行测试",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 14,
      "language_run": 7
    },
    {
      "start": 924.424,
      "end": 926.514,
      "text": "这个刚刚的测试结果也是一样的",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 15,
      "language_run": 8
    },
    {
      "start": 926.514,
      "end": 929.834,
      "text": "不过呢每次测试不一定是完全一样的",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 15,
      "language_run": 8
    },
    {
      "start": 929.834,
      "end": 932.854,
      "text": "所以有的时候可能像这里是百分百",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 15,
      "language_run": 8
    },
    {
      "start": 934.49,
      "end": 938.3,
      "text": "然后下方我们可以看一下有哪些地方是不一致",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 938.3,
      "end": 942.84,
      "text": "比如说这对这个外星人的一个分析",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 942.84,
      "end": 947.36,
      "text": "然后参考认为是可以常规路径的",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 947.36,
      "end": 949.64,
      "text": "而Jeff认为需要深度调查",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 949.64,
      "end": 956.22,
      "text": "对这两位外星人人工分析和Jeff判断有不一致的情况",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 956.22,
      "end": 960.52,
      "text": "我们看一下他为什么对这里呢是要人工复合呢",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 960.52,
      "end": 961.78,
      "text": "这位外星人他说",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 961.78,
      "end": 966.06,
      "text": "他运送了一件武器外星的博物馆空壳",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 966.06,
      "end": 968.04,
      "text": "内部完全猜出",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 968.04,
      "end": 970.12,
      "text": "确认没有什么什么什么",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 970.12,
      "end": 971.9,
      "text": "还有附有检查证明",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 971.9,
      "end": 975.22,
      "text": "以上就是今天介绍Jeff的所有内容",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 975.22,
      "end": 976.82,
      "text": "这个模型对于我们日常工作",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 976.82,
      "end": 978.52,
      "text": "还是有非常大的帮助的",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 978.52,
      "end": 980.46,
      "text": "非常推荐大家去了解它",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 980.46,
      "end": 982.02,
      "text": "记得看社区里面",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 982.02,
      "end": 984.36,
      "text": "Alson TypeSafe的仓库",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 984.36,
      "end": 985.88,
      "text": "希望我的视频对你有帮助",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    },
    {
      "start": 985.88,
      "end": 986.92,
      "text": "我们下期再见",
      "language": "zh",
      "chunk": 1,
      "local_language_run": 16,
      "language_run": 8
    }
  ],
  "segmented_multilingual_transcription": {
    "status": "STABLE_SEGMENTED_MULTILINGUAL_OK",
    "created_at": "2026-09-18T17:07:41",
    "manifest": "/Users/sagawa/AI_WORK/video_notes/url/20260918_165242__爆火的_TypeSafe_AI_Jev_模型到底怎么玩_海量社区案例带你入门_附两个实战_Demo/segmented_work/chunk_manifest.json",
    "audio": "/Users/sagawa/AI_WORK/video_notes/url/20260918_165242__爆火的_TypeSafe_AI_Jev_模型到底怎么玩_海量社区案例带你入门_附两个实战_Demo/audio_16k_mono.wav",
    "audio_sha256": "e6fe377bd165057a04c74ce056f99d5b6053c2c3ebc3fd70ef11dcc6c24d62cf",
    "audio_duration": 987.266063,
    "model": "/Users/sagawa/AI_WORK/cache/huggingface/hub/models--mlx-community--whisper-large-v3-turbo/snapshots/a4aaeec0636e6fef84abdcbe3544cb2bf7e9f6fb",
    "language_profile": "/Users/sagawa/AI_WORK/video_notes/url/20260918_165242__爆火的_TypeSafe_AI_Jev_模型到底怎么玩_海量社区案例带你入门_附两个实战_Demo/multilingual_work/multilingual_language_profile.json",
    "dominant_languages": [
      "zh"
    ],
    "suppressed_languages": [
      "en"
    ],
    "chunk_count": 2,
    "completed_chunks": 2,
    "resumed_chunks": 0,
    "merged_segment_count": 433,
    "detected_languages": [
      "zh"
    ],
    "transcript_languages": [
      "zh"
    ],
    "missing_languages": [],
    "unexpected_languages": [],
    "language_sequence": [
      "zh"
    ],
    "speech_region_seconds": 947.6519999999998,
    "speech_covered_seconds": 944.0929999999996,
    "speech_coverage_ratio": 0.9962444019534595,
    "tail_repeat_run": 1,
    "tail_repeat_text": "大家好,我是Ked",
    "chunk_needs_review": [],
    "qc_ok": true,
    "qc_errors": [],
    "complete_review_artifact": true
  }
}