{
  "text": "接下来我们来讲一下\nCodex Sub-Agents\n多智能体协同与复杂论物分发\n那么这个一般是用在什么场景呢\n比如说大家要做一个非常复杂的一个任务\n比如说我们要做一个大项目\n这个项目里面涉及到一些需求分析\n然后开发测试\n包括部署等等的\n非常多的一些细节问题的时候\n那这时候我们要对一个大项目\n做一个任务的一个拆分\n按需求按开发按测试按部署等等\n我们要把任务拆出来\n拆出来之后的话\n我们这个任务应该怎么来执行呢\n是吧\n那么在Codex里面的话\n就有一个叫做Subagents的这么一个组件\n那这个翻译过来叫做子智能体\n也就是说大家可以把Codex\n整个看作一个大的一个智能体的话\n那它去单独可以去开一些子的一个智能体\n去帮我们去完成一个任务\n就相当于我们现在是一个公司是吧\n那Codex相当于这个公司\n那现在有员工啊\n每个部门有负责人是吧\n然后他要带头去做不同的项目\n有这个具体的这个同事负责不同的这个工作\n你就可以把这些个同事看作这个子agent\n那么你可以把它看作成一个小团队\n他可以做不同的这个任务\n这个就是决策定义\n然后并且的话\n这里面有个非常关键的点\n就是他可以并行\n什么意思呢\n就是我这个任务啊\n我不是说要等是吧\n那我这个开发跟测试\n我这个测试的文档\n是不是可以先生成了\n是吧\n那你需求出来之后\n我这个这个代码\n是不是就可以开始写了\n然后测试的一些规范\n是不是就可以开始做了\n就有些工作\n它是可以并行的啊\n它不是说依赖于上面那个工作\n完成了才能做下一刻\n我们是可以做一些编排的啊\n就多个整体之间\n它是可以协作的\n那么Codex的话\n就可以通过这种并行的方式\n启动多个专用的这种智能体\n帮我们一起同时的去做各自的一些工作\n然后做完之后的话\n给它做一些合并\n是吧\n然后把这个结果做一下这个归纳\n比如说我整个一个项目是有需求\n有开发有测试\n是吧\n有部署等等的\n我希望它并行可以去完成一些事情\n就是我有一些工作完成之后\n我可以交由智能体自动的去切换\n然后去协作\n最终我的目标是这个项目要上线\n我只关注这个目标就可以了\n那么其他的步骤怎么来分的话\n我们可以让Codex里面\n这个叫Subagents的一个组件\n去做这个事情\n那么目前Codex的话\n最新版本\n它是默认启用了一个Subagents的话\n大家可以正常的去使用\n那么一般我们可以把它用在一个\n什么样的一个场景呢\n比如说啊\n我们可以去做一个非常大型的项目\n比如说我现在要针对这个PR是吧\n做审查\n我要审查的安全问题\n代码质量bug\n这种场景的话\n就特别适合用这个subagents\n因为它前后的这个任务\n没有关联项\n它都可以并行的去执行\n它不是说先要把安全问题查出来\n再把代码质量分析一下\n再去查bug\n这同时可以去\n同步的去跑\n跑出来之后给一个汇总的结果就可以了\n所以这种任务\n它特别适合\n于用这个Codex\n像我们刚刚讲的\n那个软件的\n这个开发工作流的话\n它还是会有一些依赖的\n文档可以同时去生成\n但是你得先把代码写出来\n才得去测试\n是吧\n所以它还是有一定的依赖的\n但是做代码审查\n就特别适合于这种场景\n那么这个Codex\n它就会做各种各样的编码\n比如说它会去生成\n新的一个子智能体\n然后给不同的智能体\n去录有我们后续的一个指令\n然后就等待一些结果\n最后每个智能体\n子智能体它的一个任务完成之后\n我们再把这个子线上给关闭掉\n所以说这个就是一步的方式\n那么Codex它也会等待\n所有的这个结果完成之后\n再做一个汇总答复\n所以说我们可以\n以这个提示式的方式\n让Codex来跑一下\n这个当前的一些个情况\n是吧\n然后再看一下\n这里面我们首先给大家来演示一下\n那我现在我这个低盘下面有一个Codex目录啊\n那这里我是把Codex的一个开源项目拉下来\n我们就以这个项目为例啊\n然后让他去分析一下这个PR是吧\n随便找一个PR吧\n嗯\n然后的话就是当前PR\n就随便\n下Codex\n我就找一个啊\n看一下他的一个PR\n我们最开始给大家提供了一个项目\n就是Codex的一个开源项目\n然后去找到这个整个的一个PR\n看一下\n就我就随便找一个PR了\n那我就用这个\n我把这个PR复制一下\n然后的话这里面\n我们进入Codex\n比如这个是一个PR是吧\n那我们就给它分析一下\n复制一下\n我们现在想分析一下\n别人现在开源是吧\n它提交了一个PR上来\n我现在想审查一下这个PR\n然后我再加进来\n我们就看一下\n让它去分析了\n那我们在这里就可以看到\n整个它会有一个\n这个subagents的一个概念\n看它这里有没有启动\n这个subagents\n你看他现在就开始在工作了\n是吧\n他会执行这个命令去查询这个PR\n是吧\n执行这个GH命令\n这个GH命令的话\n是Github提供的一个CLI工具啊\n这个首先大家要做一个登录啊\n如果说公关公关仓库的话\n默认应该是不需要授权的\n如果说弹出来要一个token的话\n这个最好大家去配一下啊\n因为你如果不配置token的话\n有些情况下可能会被限制\n所以执行一个JH login这个命令\n然后就把它去登录一下\n这个JH怎么安装\n大家可以去找一下这个教程\n很简单\n把这个JH CLI工具给它装一下\n然后我们就可以看一下\n看一下它的这个subagents\n看一下\n你看它这个斜钢命令里面有一个agents\n我们这里面可以看一下\n你看当前是有一个主线程\n是吧\n主线程\n然后这个里面我们可以去看一下啊\n看一下它的一个逻辑\n现在是只有一个主线程\n那现在这个里面还是在去拉代码啊\n这个里面我们可以切换啊\n就是当前如果他启动了一个子智能体的话\n我们可以看到一些这个细节啊\n比如说切换到当前活动的\n到目前为止他还只有一个啊\n目前为止还有一个\n那我们等一下看他有没有执行多个\n你看你是PR的审查子代理\n主要负责什么什么是吧\n然后他这里就是开始去分配这个subagents了\n是吧\n这里面我们先让他跑着\n我开另外一个窗口同步的来看啊\n因为这个消息太多了\n有时候看得有点晕啊\n就是有点混乱了\n我这里再切一个窗口啊\n然后codex\nsub-agents\n它在这个里面\n把它当前会晃\nsubo agents\nagents\n你看现在这里大家是不是就可以看到多个agents了\n是吧\n有做这种各种什么提问的呀\n是吧\n然后各种细节处理的呀\n是吧\n它会相当于给你单独去加几个这个出来啊\n那你可以把这个拿来分析一下\n让我推出去\n帮我分析下agents中\n因为开了多个\n我这里都有点卡了\n有具体的分工\n其实上面日志已经打出来\n但是比较多啊\n所以这个我们有点看不出来啊\n我们现在让这个分析一下\n因为这个正在执行啊\n所以他这个消息阻塞了\n不过没关系啊\n我们的这个效果已经\n我们可以切换到具体的agents里面去啊\n我们可以比如说切换到这个里面去\n然后你可以看这个子agent里面\n他在做不同的逻辑是吧\n他有的是在做安全问题\n有些是在做代码质量的\n大家可以自由的去切换啊\n比如说在这个里面\n我可以看出来\n主线程\n你可以自由的去切啊\n那我这个得关一下\n不然这个有点卡\n把它关一下\n这有点卡住了\n所以这个你开的越多的话\n整个可能就是对性能消耗也比较大\n所以我们这里面还是要给他先关掉\n不然这个太卡了\n就在这个里面啊\n在这个里面我们也是可以看得到的\n但这个他没有加载出来啊\n没关系\n刚刚那个我已经中断了\n这个会有点卡\n所以我们其实可以通过不同的这个子agent\n然后的话就是去执行各种各样的任务\n然后最终的话\n我们其实只关注这个结果有没有\n是吧\n所以大家可以通过这种方式的话\n你就可以去做各种各样的一些\n这个分析类的一些工作\n因为这种的话\n它是没有前后依赖的\n大家想怎么用就怎么用\n是吧\n他你不用考虑前后的依赖关系的话\n最终\n并行的去跑\n跟串行的去跑\n其实是\n效率不一样的\n你并行的去跑的话\n这个里面啊\n他的一个效率就会更高\n因为他可以同时去干活\n最终给你一个结果\n相当于同样是十秒钟\n一个任务\n如果是串行的去跑的话\n六个任务就是一分钟\n他才能跑完\n如果说是并行的话\n就是十秒钟\n把所有任务都跑完了\n这个效率是完全不一样的\n然后大家也可以通过这个\n斜杠agents命令\n然后去看一下\n当前正在运行的现成\n就是你也这个不能开太多了\n开太多的话\n这个会会\n电脑会很卡\n所以这个大家需要酌情去考虑\n基本上开个\n两三个就差不多了\n开太多的话\n反而就是这个执行会\n电脑会有一些影响\n但具体得看大家的实际情况\n有的你电脑配置高的话\n这也不所谓\n然后这个子制中体的话\n它的权限是怎么样的呢\n它会继承我们当前绘画的一个杀相策略啊\n也就是说你的主线程\n当前比如说用的是bypass模式啊\n给了所有的权限的话\n那它就是所有权限全开的\n如果说你给的是一个需要授权啊\n就需要用户确认的话\n它会也会继承你这个对话权限\n所以关键是看大家就是你想\n给一个什么样的权限\n比如说你想不要他在用户确认了\n你就把权限全放开就可以了\n这个就看大家的一个事情情况\n然后这个里面啊\n他主要就是子真正体的话\n他其实很多选项的话\n都是通过这个继承了\n这个主线程的这么一个真正体去处理的\n所以大家去设置这个权限的时候\n你也可以去关注一下\n就是你的主线程\n怎么来设定这个权限\n然后的话就是Codex里面\n它自带了三种类件的这个智能体\n就是我们可以去配置\n默认的话就是一个通用回退型的\n这么一个智能体\n然后Worker它是偏执行的\n适合去做一些实现和修复类的工作\nExplorer的话就是止读\n我们刚刚看到打印的这个日志的话\n有些就是Explorer的\n因为我们上面提到一个需求\n它都是查询嘛\n是吧\n只是做分析的\n它不需要执行一些\n这么修改类的一些任务\n所以这个就是Explorer\n这是Codex\n它会根据你当前的一些任务的一些情况\n分析出来\n它的一个结果应该是怎么样的\n是吧\n这个东西\n它是会根据实际情况去调整的\n如果说你拿去改代码的话\n它可能会选择这个Worker\n所以这个就是它具体的一个执行逻辑\n这个我们回头来验一下\n然后的话就是我们自定义这个整体的话\n它在这个.codex目入下面有一个.agents\n文件夹\n这个我们可以看一下\n就是你可以在当前这个项目下面\n你去建一个这个agents\n它的一个文件夹\n然后的话你可以去配这个agents\n然后的话就是你也可以什么呢\n在项目级别啊\n一个是在全局的\n一个是在项目的\n那我们等一下来先配一个项目级\n比如说\n我一个是这个分析\n我们就参考前面那几个嘛\n是吧\n我就让他分析代码问题跟质量\n我配两个这个agents\n让他去跑一下\n看一下能不能跑出效果出来\n是吧\n那其实就很简单\n那比如说我们现在就把这两个给复制一下\n怎么来弄呢\n首先我们打开这个里面\n然后我就直接在这个里面操作了\n你就直接在当前这个项目下面\n比如说这个project2下面\n然后找一个有代码的\n比如说这个里面\nmyproject\n我现在找一个项目\n这个下面有我之前写的一些小游戏的项目\n那我就在这个下面吧\n比如说我们现在打开这个目录是吧\n然后在这个目录里面\n我们切换到这个Codex\n来我们这个是\n我要用终端展开啊\n之前是不是开了一个\n好在这个里面\n我切换到这个map project里面去\nmap project\n那这个下面\n由我之前写的一些这个\n生成的一些小游戏的示例吗\n那现在我现在相当于我要做一个子智能体啊\n我要开两个智能体\n一个是去教验这个安全问题\n还有一个是教验这个代码质量问题\n我要写两个嘛\n所以应该怎么来弄呢\n我们进入codex\n比如说帮我配置两个子智能体\n或者你叫subagency也可以啊\n能体或者叫子代理\n他应该也能识别出来\n然后这个是\n这是我两个的一个需求是吧\n你就这么来写就可以了\n然后他默认就会在这个下面去\n新建这个agency.文件夹\n然后帮你把这个子智能体给他配进去\n你看啊\n他首先会看你这个里面有没有一个叫\nsubagency的这么一个配置是吧\n没有的话\n他就会帮你去创建\n这是差的一个规范\n所以大家\n你其实直接让Codex\n帮你去配置就完了\n你不需要去看这个文档\n是吧\n但如果说你要调一些细节参数的话\n你还是要知道\n这里面那些规范的\n比如说\n这个子制整体的名称是什么\n描述是什么\n然后包括一些\n一些参数是吧\n它的一个含义是什么\n大家需要知道\n就你只是简单的配一个\n子制容体的话\n你就直接让它去执行就完了\n所以整个过程会比较简单\n诶\n那个是到哪里了\n这里有一个\n确认啊\n他说允许\nfine manage\n这是一个\n这是一个mcp服务\n这是允许\n你看接下来他会用补丁的方式\n添加两个agency.md文件\n并且在agency.md里面去补充一段子\n智能体的配置\n所以这些个参数大家需要知道啊\n比如说允许打开的智能体的一个现成的上限啊\n然后就是这个参数啊\n这个什么嵌套的深度啊\n是吧\n但这个大家需要的时候再去看啊\n你可能会不太理解\n什么叫深层的嵌套深度啊\n就是一个对话\n那当你遇到这个问题的时候\n你再去查\n就其实你也不用太关心这几个参数\n只是说你要知道有这么些内容就可以\n包括它的一个文件结构描述\n是吧\n你看现在已经好了\n你看配置了\n这样Codex目录下面有一个这个agency\n然后下面有两个子制容体\n是吧\n一个是做安全问题审查的\n还有一个是做代码质量审查的\n我们看一下\n在myproject下面\n有个点codex目录\ncodex目录下面有个agents目录\nagents目录下面有个\n你看这个是做代码审查的子生体\n它的名称是什么\n你看对应到我们这个文档是吧\n名称描述\n实际我们用的最多的\n就是这两个参数\n其他的话\n没有特殊需求\n一般不用挑\n有需要的时候\n你让codex帮你生成就完了\n就你给它提需求就行了\n你不用单独去记这些个参数\n但是你需要知道有这么个概念在里面\n就是他支持这些个参数就可以了\n这个是做代码审查的\n你看审查子质整体\n论物是什么什么\n关注范围是什么\n审查原则是什么\n输出格式是什么\n另外一个是安全问题审查\n然后因为我们这个项目里面\n又有python又有html的项目\n所以他这里面输出了两种\nhtml单文件\n他的细节是什么\npython他的这个细节有什么\n审查原则是什么\n输出格是什么\n好\n然后完了之后\n我们可以通过这个\n看一下\nsubagents\n这个是查看的\nagents\n这个是我们现在还没跑\n还没跑\n接下来你就可以让它去运行一下\n比如说\n针对当前\n项目\n代码使用智智能体\n同时进行\n两个场景啊\n同时进行代码质量审查\n还有安全问题审查\n你会看一下我们写的这个subagents\n到底能不能生效是吧\n然后我们现在你看agents\n现在这个是没有的是吧\n现在就一个吧\n然后我们现在等到跑的时候\n我们再来看一下\n它会不会起多个啊\n现在就只有一个\n因为它没有启动那个子智能体呢\n这里大家是看不出来的啊\n然后你看啊\n你是本项目的安全审查\n子制成体然后工作目录是啥啥啥\n现在已经起了一个了\n再退出去看一下\nagents\n然后大家看这个是不是\n一个\n主线程是什么是吧\n然后目标是吧\n然后相当于它都是做一个tolo\n就是探索这个主要是做一些分析\n类的然后两个两个角色\n这个应该是它生成的一个角色名\n每次都不一样\n然后这个是相当于\n他给你生成两个虚拟的数字员工\n所以这个里面\n他干活的就这两个\n是吧\n干活的就这两个\n他都是Expolo\n如果大家你想让他去改单法的话\n他应该会生成这个\nWorker的这么一个执行的一个Subagents\n我们其实可以再给他加一下\n就bug修正是吧\n我先给他退出去\n我现在才想再加一下\n恢复到之前那个对话吧\nCodex resume\n然后恢复到之前那个对话\nagents\n现在那个已经中断了\n然后\n再帮我\n开发一个\n代码\n代码修正\n的\n智能体\n配置一个\n我们主要是要看到这个代码开发的话\n就是Walker啊\n比较看一下这个区别就可以了\n这个是做执行任务的啊\n主要是要区分一下两种agents\n就以后大家你加了各种各样的这个子agent\n是吧\n那你需要知道\n这个它的类型是用来干嘛的\n应该这个是fix\n你就随便跑一个\n比如说我现在\n想让他去做代码修复\n使用\n自\n针对当前项目代码进行修复\n你就直接这么跟他说啊\n他会去起这个整体去修复代码\n但虽然我这个需求没有写明确啊\n他还是会扫一遍\n先把问题扫出来\n然后再去做这个事情\n然后我们看一下这个\n到底用的Worker是什么\n就是\n现在还是Exploro的\n等一下到具体修代码的时候\n才会那个\n所以这里得等\n等他先把问题给他分析出来\n然后再去跑\n所以他没到改代码之前的话\n他不会变成那个\n这个Worker的\n你看现在是不是变了\n现在是不是单独起了一个Worker在干活了\n这个就是改代码的\n做Fix的修正代码\n前面那几个都还是分析的\n这个大家需要注意一下\n并且前两个都是关闭的\n你看这个绿色的就表示在运行的\n这个灰掉的白色的就是没有运行的\n这个需要注意一下\n所以这几个类型\n大家要搞清楚\n一个是偏执行的\n修复代码的\n还有一个是只读的\n如果说你都没有加的话\n它可能会变成一个default\n那个man的\n我看一下\n默认的agents的\n这个你看man就是default\n主线程\n他啥都干\n就是用来回退的\n主线程的默认就是default\n一般我们开子制容体要么\n就是去帮你干活\n做一些实现跟修复嘛\n要么就是做分析\n只读的啊\n就是这个是可读可写\n这个是只读的啊\n或者说这个就是\n就是用来专门就是用来盖活子啊\n好\n这个是项目级的\n那么大家其实你也可以在这个\n我们整个的一个全局的啊\nCodex的全局的这个配置里面\n去加这个子智能体啊\n配置里面\n打开这个配置\n然后打开这个路径\n这个路径下面\n打开这个路径\n这个路径下面有一个agents\n咱现在没有那个文件奖啊\n大家可以在全局的这个当前用户目的下面\n去创建一个这个agents\nagents文件奖\n就跟咱们这个项目这里是一样的\n项目这里\n创建了这么一个agents\n是吧\n在这个里面\n就是他有一个agents\n然后在这个下面\n我们建三个子agents\n对吧\n就帮你可以去同时干活\n就这么意思\n然后这些个文件结构\n大家知道就行了\n主要就是这两个\n其他的话暂时都是用不上\n有需要的话你让AI\n帮你去加\n就你有特殊需求提出来\n他会自动的去帮你加这些参数\n只要他能匹配到这些个需求\n然后包括一些描述啊\n是吧\n然后大家你也可以\n他就是用markdown的方式去写的\n你看我们就正常跟写提示词一样\n其实这个所谓的子整体的话\n都是以提示词去驱动的\n整个的一个整体干活\n他就是参考了这个提示词\n就是他的一个工作流程啊\n所以这个里面的话\n其实也很好理解啊\n就是用TS调整大模型\n然后做一个理解\n然后在agents去做一个执行的\n所以说这个里面啊\n这就是它的一个规范\n那么大家你也可以通过去改一些这个\n用户级别的一些agents的一些规范\n比如说我们可以做一个拆分是吧\n有TiExplorer的\n有Review的\n然后就是可以做各种各样的一些处理的\n就大家你可以自定义\n就你想要什么一个真体的话\n你自己去定义就可以了\n再把规范写好\n他就可以去干这个事情\n兴起的话我们还可以在\n这个用户\n就是项目级别或者用户级别\n去加一些什么呢\n比如说他的最大线程\n有可能他卡太卡\n你比如说开十个线程\n电脑太卡了\n那你就改造三个\n或者一个线程\n就这个就是这个线程\n线程越多的话\n指线效率越高\n但是的话性能也会下降\n因为你的CPU运行资源\n可能不够的时候\n反正电脑会很卡\n所以这个大家需要去考虑\n应该设置多少\n然后包括一些什么深度啊\n是吧\n各种各样的一些参数啊\n比如说\n你还可以针对不同的\n这个子制整体\n去配置模型啊\n比如说有一些是写代码的\n那你建议用5.3的这个Codex版本\n有些是做那个分析的是吧\n一些个项目嘛是吧\n阅读代码的\n那我建议你可以用这个5.5是吧\n它比较适合你做一些推理分析的一些工作\n写代码的话就用Codex版本会比较好一些啊\n所以说这个子制中体里面\n你其实可以加各种各样的一些配置啊\n他的一些这个\n描述啊\n是吧\n模型啊\n然后包括他的一个\n沙相模式\n大家就可以改\n我们刚刚给他说的是\n沙相模式\n你如果不写的话\n他会默认用我们\n子线程\n就主线程\n带过来的这个权限\n如果大家配的话\n就以你配的这个为准\n包括模型的这个\n推理的这个等级\n是吧\n大家也可以做一个search\n就是子这种体\n它是可以单独进行配置的\n但是你如果没有配置的话\n它会默认的用主线程的那个配置计程过来\n这个是需要注意的\n所以大家可以根据实际情况\n你做一个调整\n把这些个子制容体的一些参数调一调\n然后让它就是没有什么问题\n然后的话就是这套配置的话\n我们还可以去加一些这个\n不同的这个提示词是吧\n就是你比如说你也不知道应该配什么的时候\n你就提要求\n比如说你说要子智能体具备一些\n超级管理员\n这个所有的权限都要给他\n并且这个模型要清晃到5.3\n然后退理等级用高\n你就把这些个参数告诉他\n让他自己去生成就可以了\n你自己不需要改这东西\n你让他去生成就完了\n但是你要把需求描述清楚\n然后我们还可以用子智能体\n去处理一些这个\nCSV的一些批样任务\n那么这个\n目前啊\n还是一个实验性的一个能力\n但后面啊\n最新更新的版本\n可能会把它变成一个\n这个正式版本\n那比如说我们现在要做数据分析工作\n是吧\n那现在你可以加一些这个子智能体\n专门去用来去完成一些\nCSV的一些数据啊\n读取一些那个结果\n是吧\n然后我们可以去生成Worker\n比如说\n这个就比较适合一座审计类的一些工作\n人家有一些他要去按行去审查文件啊\n一些表格嘛\n对吧\n一些数据啊\n一些PDF解析啊\n或者是一些一组数据啊\n是吧\n或者PR啊等等的啊\n或者等等的\n一些个啊\n需要分批去处理的\n这个就比较适合于用这个子制整体啊\n因为它可以一直工作嘛\n可以开多个任务\n然后的话就是\n我们可以去指定CSV的一个路径\n对吧\n包括它的一个Worker啊\n就干活的一个逻辑\n它的一个细节是什么\n并且的话就是它的一个\n整个的一些逻辑啊\n就你都可以去自定义啊\n所以这个里面啊\n它可以去调用各种各样的一些\n这个Agent啊\n去读取\n你看像这里的话\n我们就告诉他们\n这个里面有一些CSV数据是吧\n那你可以去做一些这个读取\n但你也可以通过Codex的一个\n非交互式的这个命令的方式去运行\n这样的话就特别适合于\n把它整合到一些\n塞药脚本里面去\n因为我们以前\n这个比如说在服务器上跑\n都是跑塞药脚本的是吧\n塞药脚本里面就不太好用\n这种交互式的页面了\n就是说你要进入到一个\nTY的终端跟他对话\n他更多的是希望用\n这个非交互式的命令去运行\n所以你直接给他输入输出结果就可以了\n所以说\n看大家的一个应用场景\n如果说你想要把Codex\n变成一个这个\n后端的一个任务\n是吧\n就服务器端一个摄像脚本去运行的话\n那你就用非交互式的方式去运行\n如果说你只是自己\n用TY的对话方式去使用的话\n你就不需要加这个指令\n所以看大家大家的一个使用情况\n然后包括一些那个agents的一个最大线程数啊\n然后他的一个时间啊\n是不是\n然后比如说我们还要做一些什么前端集成调试是吧\n比如说一些前端兼容性的问题啊\n是吧\n然后回归测试啊\n那么大家就单独可以去开发一些子生体\n去什么呢\n比如说操作流暖器\n去做自动化测试\n去做验证\n然后生成一些色彩报告\n并且的话可以去什么呢\n去加一些这个配置\n是吧\n就是你可以做很多自动化的一些事情\n就是在前端\n你可以比如说针对浏览器做一些debug\n是吧\n然后去生成一些这个\n性能的一些报告\n截屏\n然后分析\n当前的这个UI上面有哪些问题\n包括它的一个设计\n设计我们可以通过截图来分析\n是吧\n那包括他整个的一些细节啊\n应该是怎么样的\n你都可以通过这个\n子整体去实现了\n所以说这个子整体能干的事情非常多啊\n就是做一些\n流水线工作的时候\n需要大量的这个分批次啊\n按照这个可以并行的去执行啊\n比如这个是做UI修复的\n上面是做浏览器bug的一个调试的是吧\n那你就可以去做各种各样的一个场景\n那这里面我给大家演示一下\n就首先是CSV批量数据是吧\n那这里面比如说我先建个文件夹\n我在这里面建一个文件夹\n叫做CSV\n那我让Codex帮我生成一些数据\nCSV\n然后我现在切换到这个目录里面去啊\ncssv\n然后帮我生成\n我们让他想做一个什么事情呢\n比如说我现在想去做一个\n先生成12个月的一个\n这个比如说产品的一个销售的一个情况\n是吧\n然后再把它会会总成一个年度的一个报告\n啊\n我们做这样一个情况\n这个实现啊\n帮我生成1到12月份\n你就生成1到12月份\n嗯\n销售数据的CSV\n视力\n电子产品吧\n电子产品销售数据的CSV\n文件\n总计12个文件\n要求\n数据\n尽量真实\n尽量真实一点\n这个就是我们的需求\n这是我们的需求\n然后我现在进入到Codex\n我先让他把CSV数据给他生产出来\n生产出来之后\n然后我让他并行的去处理12个月的数据\n最终我关注的是年度的这个销售数据的一个报告\n这个报告的话\n我想让它生成这个\n然后看一下\n生成一个PDF吧\n区分一下\n就生成PDF数据吧\n这样大家会看到更加清晰一些\n首先先生成\n先生成完之后的话\n然后再去处理\n这个就是我们想\n并行的去处理一个cell数据\n这只是一个案例\n就是大家你可以以后\n不管是CSV数据也好\n还是其他的各种各样的文件\n只要他需要分批处理的\n并且可以支持并且处理的\n然后需要做一个汇总的这种场景\n就特别适合用子智能体去做一个优化\n就提高它的一个效率\n所以这一块是大家可以去关注的一个点\n所以他生成完之后的话\n我们再来做一个汇总啊\n等下会让他开发一个SysV的一个\n这个Worker是吧\n然后再去分析数据啊\n其实我现在可以同步开发\n我再切换到一个这个里面去啊\n我现在一边生成数据\n一边去切换到这个\n让他去开发这个agency\n比如说agents\ncsv\n比如说\n我们进入到codex\n帮我\n你看12个月的数据基本上快生成完了\n是吧\n我首先让他开发一个这个subagents\n帮我配置一个\nCSV数据分析的子智能体\n然后啊\n能体和\nCSV\n想一下\n一个是做数据分析的\n就这个只是指分析给出这个结论是吧\n指正体和\n或者说怎么叫\nCSV\n数据\n数据汇总\nCSIVE年度销售数据贵总生成PDF报告的\n子智能体\n我们就分两类吧\n一类叫数据分析\n总结啊\n一个叫总结\n一个叫这个汇总啊\n总结这里\n总结我们就是输出txt啊\n报告\n和去生成PDF汇总报告\n就是两种场景\n我们都给它去加一下\n就最后要看到两个文件\n一个是用来去生成TXT的\n一个是用来去生成PDF的\n这个就是我们的需求\n然后数据来源\n就这些CSV数据\n所以我们等一下来看一下\n这两个Worker的一个工作逻辑\n好\n我们等它生成\n然后我们首先来看一下这个数据啊\n1月份\n2月份\n3月份\n4月份\n这个数据看上去没什么问题啊\n都是一些电子产品的销售数据是吧\n然后我们等一下看一下\n这个生成出来的报告是什么样的\n然后现在它在开发这个\nSubagency\n这里需要一点时间\n他帮我去写了一个agents.md文件\n因为我之前这个有一套规范\n我定义了一套全局的ddt规范\n所以他把这个领域的这个规范\n也应用到了C4V的这个分析里面去了\n其实是不需要这个规范的\n但是我因为我当时写了全局规范了\n所以他也把它考虑进去了\n这个也没关系\n我们只要看那个subagents能不能生成就完了\n你看TOM语法教验通过\n目录也预计生成\n然后\n他\n看一下\n这个子这张体\n在Codex目录下面\n有一个agents\nagents下面生成了这个\n首先是一个tom文件\n你看这次的是一个tom文件的方式\n它不是一个markdown了\n就这个\n我看一下应该也是可以的\ntom文件\n描述\n然后包括一些这个细节啊\n是吧\n都是可以的\n就他用markdown跟那个都是可以执行的\n这个tome文件也是ok的\n咱们都是配置文件\n工作方式\n然后年度汇总\n这个是pdf的是吧\n这是tst的\n你看它的报告就不太一样了\n是吧\n现在我们就让它干活了\n帮我生成\npdf报告\n你就这么说\n帮我分析当前所有\ncsv文件\n然后输出\n这里我们提一下\n然后调用子智能体\n生成TXT报告和PDF报告\n好就完事了\n然后这两个自动体\n我们等一下看一下它的一个工作逻辑\n现在还正在执行\n就看一下它两个可以并行处理\n同时生成这个TXT跟PDF\n它会首先去分析这个SysV\n里面的一些数据\n然后包括一些任务\n看一下这个agents有没有在工作了\nagents\n你看现在有一个在工作了\n但是还没定性是不是worker\n因为他没写文件了\n他在做分析\n所以这个是一个默认的\n你看这个agents县层里面\n他还在工作\n我现在已经切换到这个直升体里面了\n他现在还在执行\n所以还看不出来它的一个类型\n你看现在是不是就有了\n当前的\n你看下面两个再生成PDF跟Word了\n跟这个DXT了\n所以它是Walk了\n就是切换到这个里面去\n切换到这个子智能体里面\n它现在再读取一些工具了\n你看这个是读\n这个是生成PDF的\n我们再切换到另外一个\n这个是看一下\n这个就是txt了啊\n就一个txt一个是这个pdf啊\n然后还有一个这个是干嘛的\n这个是之前的\n这是之前去生成这个文件的\n直读完成\n没有\n这是之前去生成agents的那些个\n这个县城啊\n目前你看这里有一个绿色的啊\n绿色的就是正在工作的啊\n活动的\n然后这个白色的就是聪明已经关掉了啊\n所以我们主要关注这两个worker就行了\n一个生成pdf的一个生成这个txt的啊\n所以他主要关注这两个就行了\n啊在这个下面我们会看到他整个的一个报告\n是吧\n好\n那等他跑完\n跑完之后\n我们就能看到那个报告了\n编码入口修好了\n然后再验证这个PowerShell到Python\n可以保持UTF刚报\n就是它这个中间会帮你去考虑一些编码问题\n如果说你有一些编码问题的话\n这个时候它可能会有一些问题\n所以这个细节大家需要考虑一下\n这里面有些进程它可能报错了\n那你要去看一下\n如果他跑了很久的话\n你可以关注一下\n当然他都会帮你去处理\n只是这个时间可能会耗费比较久\n你看报告已经写出来了\n然后他会复合一下\n但是他没写文件啊\n他已经输出了\n看一下\nTXT的已经写完了啊\n你看这个TXT的给了一个报告\n总的一个情况\n是吧\n销售数据啊\n品类啊\n是吧\n品牌啊\n应该是不是都帮你分析的清清楚楚的\n渠道啊\n是吧\n整个的都帮你分析了\n然后还差一个PDF的\nPDF的慢一点啊\n因为他要去\n叫PDF的一些库\n然后我们看一下这个agency\n有一个是已经终结了\n但这里还在work\n看一下这个\n这个还在写啊\n这个生日PDF的会稍微慢一点\n因为他可能还要画一些图表啊\n所以就慢一点\n那这个数据还是挺完善的是吧\n帮我们把一些细节问题\n其实都考虑的非常清楚了\n所以大家看到这个报告的时候啊\n已经是他里面做了非常多的总结归纳了\n然后这个PDF会稍微慢一点\n所以我们回过头再来看一下\n在这个文档里面\n这里就可以提到\n就这些个点啊\n一些C4V的这些个数据的话\n大家可以用在各种各样的场景里面啊\n不要局限于这个C4V这个场景啊\n你可以把它用到各种啊\n包括我们前面给他讲的那个代码分析\n也是一个比较好的场景是吧\n就是这种可以并行的\n分批量的去跑的任务\n你都可以交给这个\nCodex的一个subagents\n让他专门去写一个字笼体\n去跑这个任务\n这样的话\n它可以并行的去处理\n它的效率会很高\n所以的话\n最终啊\n就生成这个报告的话\n哎\n这个效果\n效率就比较高啊\n然后这个前单调受的话\n也是一个比较好的场景啊\n就是大家可以把这个\n整合到不同的这个\n一些自动化测试啊\n是吧\n包括一些后端接口啊\n比如说我后端的接口\n代码写完了\n我现在想通过CURL\n单独我开一个\n这个直升体\n想用CURL\n把整个的一个测试\n都给它跑通\n跑通\n各种的案例测试\n没问题之后的话\n咱们再来去验证\n这个里面的逻辑\n有没有问题\n是吧\n就是代码一写完\n自动化测试\n就可以开始做了\n这个就是可以并行的\n包括一些\n文档是吧\n文档生成啊\n一些逻辑啊\n你就可以去生成\n甚至你有些现成\n他可以去协作啊\n就你可以一直让他等在那里\n比如说当大码开发完了\n马上就启动一个\n自动化测试的一个现成\n自动化测试完之后\n马上就生成一个\n测试报告的一个现成\n就让他给启动了\n所以大家可以在这个里面\n加各种各样的一个场景啊\n其实啊\n都可以做很多事情\n然后pdf看有没有生成啊\n还没有生成这个比较慢啊\n因为它要涉及到非常多的代码逻辑啊\n可能还会有一些编码报错\n因为他要保证不会出现乱码\n好大家看这个pdf已经生成了\n我看一下有没有问题\n已经生成成功指标也跑出来了啊\n看一下\n大家看\n这是他跑出来的这个数据\n这个效果还是不错的\n但是这个字体有点没设计好\n包括一些规范阅读\n你看这个图表都是给咱们画出来的\n还是比较完善的\n产品维度等等的\n还不错\n默认没有加任何节日时优化\n能够做到这种程度还是比较完善了\n所以它的效果也算OK\n所以这个里面就是大家可以做很多的这种优化\n一些智能体等等的\n是吧\n我们就可以做各种各样的调优\n包括一些bug的一些修复\n是吧\n然后我们都可以去做一些处理\n那这个的话\n回头大家可以去验证一下\n你可以把它用到不同的场景里面去\n一个是做CSV的这个数据分析是吧\n一个是做代码的一个审查\n包括前端的一个机身调试测试\n或者后端的一个自动化测试\n大家都可以基于这个子智能体去做一个实战\n回头我们可以去看一下",
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      "text": "接下来我们来讲一下",
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      "text": "多智能体协同与复杂论物分发",
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      "text": "那么这个一般是用在什么场景呢",
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      "text": "比如说大家要做一个非常复杂的一个任务",
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      "text": "这个项目里面涉及到一些需求分析",
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      "text": "我们这个任务应该怎么来执行呢",
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      "text": "是吧",
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      "text": "那么在Codex里面的话",
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      "text": "那这个翻译过来叫做子智能体",
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      "text": "也就是说大家可以把Codex",
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      "text": "整个看作一个大的一个智能体的话",
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      "text": "那它去单独可以去开一些子的一个智能体",
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      "text": "去帮我们去完成一个任务",
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      "text": "就相当于我们现在是一个公司是吧",
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      "text": "那现在有员工啊",
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      "text": "每个部门有负责人是吧",
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      "start": 67.84,
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      "text": "然后他要带头去做不同的项目",
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      "text": "有这个具体的这个同事负责不同的这个工作",
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      "text": "你就可以把这些个同事看作这个子agent",
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      "start": 76.82,
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      "text": "那么你可以把它看作成一个小团队",
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      "start": 79.8,
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      "text": "他可以做不同的这个任务",
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      "start": 81.76,
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      "text": "这个就是决策定义",
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      "start": 83.74,
      "end": 84.86,
      "text": "然后并且的话",
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    {
      "start": 84.86,
      "end": 86.44,
      "text": "这里面有个非常关键的点",
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      "start": 88.0,
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      "text": "就是我这个任务啊",
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      "start": 96.22,
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      "text": "是不是可以先生成了",
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      "text": "我这个这个代码",
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      "text": "是不是就可以开始写了",
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      "start": 101.44,
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      "text": "然后测试的一些规范",
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      "start": 103.28,
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      "start": 104.5,
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      "start": 108.9,
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      "text": "完成了才能做下一刻",
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      "text": "我们是可以做一些编排的啊",
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      "start": 118.68,
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      "text": "启动多个专用的这种智能体",
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      "start": 120.82,
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      "text": "帮我们一起同时的去做各自的一些工作",
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      "start": 126.28,
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      "text": "给它做一些合并",
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      "text": "是吧",
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      "start": 128.76,
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      "text": "然后把这个结果做一下这个归纳",
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      "text": "有部署等等的",
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      "text": "最终我的目标是这个项目要上线",
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      "text": "我只关注这个目标就可以了",
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      "start": 157.12,
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      "text": "去做这个事情",
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      "text": "它是默认启用了一个Subagents的话",
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      "text": "大家可以正常的去使用",
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      "text": "那么一般我们可以把它用在一个",
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      "text": "什么样的一个场景呢",
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      "text": "我们可以去做一个非常大型的项目",
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      "text": "做审查",
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      "text": "代码质量bug",
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      "text": "就特别适合用这个subagents",
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      "start": 194.24,
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      "start": 195.68,
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      "text": "再去查bug",
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      "start": 196.24,
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      "text": "这同时可以去",
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      "start": 198.38,
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      "text": "同步的去跑",
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      "start": 199.94,
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      "text": "跑出来之后给一个汇总的结果就可以了",
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      "text": "所以这种任务",
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      "start": 203.72,
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      "text": "它特别适合",
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      "text": "于用这个Codex",
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      "start": 205.78,
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      "text": "像我们刚刚讲的",
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      "start": 207.58,
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      "text": "那个软件的",
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      "start": 208.38,
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      "text": "这个开发工作流的话",
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      "start": 209.5,
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      "text": "它还是会有一些依赖的",
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      "start": 211.08,
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      "text": "文档可以同时去生成",
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      "start": 213.36,
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      "text": "但是你得先把代码写出来",
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      "start": 215.7,
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      "text": "才得去测试",
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      "start": 216.64,
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      "text": "是吧",
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      "start": 217.18,
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      "text": "但是做代码审查",
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      "start": 220.46,
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      "text": "就特别适合于这种场景",
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      "text": "那么这个Codex",
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      "start": 223.84,
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      "text": "它就会做各种各样的编码",
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      "text": "比如说它会去生成",
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      "start": 226.94,
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      "text": "新的一个子智能体",
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      "start": 228.6,
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      "text": "然后给不同的智能体",
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      "start": 230.88,
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      "text": "去录有我们后续的一个指令",
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      "start": 232.72,
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      "text": "然后就等待一些结果",
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      "start": 234.54,
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      "text": "最后每个智能体",
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      "start": 236.94,
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      "text": "子智能体它的一个任务完成之后",
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      "start": 239.36,
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      "text": "我们再把这个子线上给关闭掉",
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      "start": 241.46,
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      "text": "所以说这个就是一步的方式",
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      "text": "那么Codex它也会等待",
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      "start": 246.0,
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      "text": "所有的这个结果完成之后",
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      "start": 247.58,
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      "text": "再做一个汇总答复",
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      "text": "所以说我们可以",
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      "start": 251.3,
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      "text": "以这个提示式的方式",
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      "text": "让Codex来跑一下",
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    {
      "start": 254.36,
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      "text": "这个当前的一些个情况",
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      "text": "是吧",
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      "start": 257.2,
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      "text": "然后再看一下",
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      "start": 258.4,
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      "text": "这里面我们首先给大家来演示一下",
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      "text": "那我现在我这个低盘下面有一个Codex目录啊",
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      "text": "那这里我是把Codex的一个开源项目拉下来",
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      "text": "我们就以这个项目为例啊",
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      "start": 269.94,
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      "text": "然后让他去分析一下这个PR是吧",
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    {
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      "text": "随便找一个PR吧",
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      "start": 274.62,
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      "text": "嗯",
      "chunk": 0,
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    {
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      "text": "然后的话就是当前PR",
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    {
      "start": 280.26,
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      "text": "就随便",
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      "start": 281.92,
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      "text": "下Codex",
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    {
      "start": 284.08,
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      "text": "我就找一个啊",
      "chunk": 0,
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    {
      "start": 285.28,
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      "text": "看一下他的一个PR",
      "chunk": 0,
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      "no_speech_prob": 2.0252693619382534e-11,
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    {
      "start": 286.26,
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      "text": "我们最开始给大家提供了一个项目",
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    {
      "start": 294.66,
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      "text": "就是Codex的一个开源项目",
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    {
      "start": 296.4,
      "end": 300.22,
      "text": "然后去找到这个整个的一个PR",
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      "no_speech_prob": 1.2528316058191269e-11,
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    {
      "start": 300.22,
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      "text": "看一下",
      "chunk": 0,
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    {
      "start": 302.66,
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      "text": "就我就随便找一个PR了",
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    {
      "start": 306.7,
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      "text": "那我就用这个",
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    {
      "start": 307.66,
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      "text": "我把这个PR复制一下",
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    {
      "start": 309.92,
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      "text": "然后的话这里面",
      "chunk": 0,
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      "start": 312.88,
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      "text": "我们进入Codex",
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      "start": 315.86,
      "end": 318.46,
      "text": "比如这个是一个PR是吧",
      "chunk": 0,
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      "avg_logprob": -0.20085409033389492,
      "no_speech_prob": 1.700776672275417e-11,
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    },
    {
      "start": 318.46,
      "end": 320.88,
      "text": "那我们就给它分析一下",
      "chunk": 0,
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      "avg_logprob": -0.20085409033389492,
      "no_speech_prob": 1.700776672275417e-11,
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    },
    {
      "start": 320.88,
      "end": 322.38,
      "text": "复制一下",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20085409033389492,
      "no_speech_prob": 1.700776672275417e-11,
      "compression_ratio": 1.5062240663900415,
      "source": "whisper"
    },
    {
      "start": 322.38,
      "end": 325.34,
      "text": "我们现在想分析一下",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20085409033389492,
      "no_speech_prob": 1.700776672275417e-11,
      "compression_ratio": 1.5062240663900415,
      "source": "whisper"
    },
    {
      "start": 325.34,
      "end": 326.9,
      "text": "别人现在开源是吧",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20085409033389492,
      "no_speech_prob": 1.700776672275417e-11,
      "compression_ratio": 1.5062240663900415,
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    },
    {
      "start": 326.9,
      "end": 328.22,
      "text": "它提交了一个PR上来",
      "chunk": 0,
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      "avg_logprob": -0.20085409033389492,
      "no_speech_prob": 1.700776672275417e-11,
      "compression_ratio": 1.5062240663900415,
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    },
    {
      "start": 328.22,
      "end": 329.7,
      "text": "我现在想审查一下这个PR",
      "chunk": 0,
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      "no_speech_prob": 1.700776672275417e-11,
      "compression_ratio": 1.5062240663900415,
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    },
    {
      "start": 329.7,
      "end": 332.06,
      "text": "然后我再加进来",
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      "no_speech_prob": 1.700776672275417e-11,
      "compression_ratio": 1.5062240663900415,
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    },
    {
      "start": 332.06,
      "end": 333.38,
      "text": "我们就看一下",
      "chunk": 0,
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      "avg_logprob": -0.20085409033389492,
      "no_speech_prob": 1.700776672275417e-11,
      "compression_ratio": 1.5062240663900415,
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    },
    {
      "start": 333.38,
      "end": 334.46,
      "text": "让它去分析了",
      "chunk": 0,
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      "avg_logprob": -0.20085409033389492,
      "no_speech_prob": 1.700776672275417e-11,
      "compression_ratio": 1.5062240663900415,
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    },
    {
      "start": 334.46,
      "end": 337.6,
      "text": "那我们在这里就可以看到",
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      "no_speech_prob": 1.700776672275417e-11,
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    },
    {
      "start": 337.6,
      "end": 341.06,
      "text": "整个它会有一个",
      "chunk": 0,
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      "no_speech_prob": 1.700776672275417e-11,
      "compression_ratio": 1.5062240663900415,
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    },
    {
      "start": 341.06,
      "end": 343.08,
      "text": "这个subagents的一个概念",
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    },
    {
      "start": 343.08,
      "end": 344.36,
      "text": "看它这里有没有启动",
      "chunk": 0,
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      "compression_ratio": 1.5062240663900415,
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    },
    {
      "start": 344.36,
      "end": 345.18,
      "text": "这个subagents",
      "chunk": 0,
      "language": "zh",
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      "no_speech_prob": 1.700776672275417e-11,
      "compression_ratio": 1.5062240663900415,
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    },
    {
      "start": 345.18,
      "end": 355.12,
      "text": "你看他现在就开始在工作了",
      "chunk": 0,
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      "avg_logprob": -0.13743215662832478,
      "no_speech_prob": 1.2607279803455995e-11,
      "compression_ratio": 1.3478260869565217,
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    },
    {
      "start": 355.12,
      "end": 355.28,
      "text": "是吧",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13743215662832478,
      "no_speech_prob": 1.2607279803455995e-11,
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    },
    {
      "start": 355.28,
      "end": 358.58,
      "text": "他会执行这个命令去查询这个PR",
      "chunk": 0,
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      "no_speech_prob": 1.2607279803455995e-11,
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    },
    {
      "start": 358.58,
      "end": 359.02,
      "text": "是吧",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13743215662832478,
      "no_speech_prob": 1.2607279803455995e-11,
      "compression_ratio": 1.3478260869565217,
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    },
    {
      "start": 359.02,
      "end": 360.5,
      "text": "执行这个GH命令",
      "chunk": 0,
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      "avg_logprob": -0.13743215662832478,
      "no_speech_prob": 1.2607279803455995e-11,
      "compression_ratio": 1.3478260869565217,
      "source": "whisper"
    },
    {
      "start": 360.5,
      "end": 361.92,
      "text": "这个GH命令的话",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13743215662832478,
      "no_speech_prob": 1.2607279803455995e-11,
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    },
    {
      "start": 361.92,
      "end": 364.62,
      "text": "是Github提供的一个CLI工具啊",
      "chunk": 0,
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    },
    {
      "start": 364.62,
      "end": 366.42,
      "text": "这个首先大家要做一个登录啊",
      "chunk": 0,
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      "no_speech_prob": 1.2607279803455995e-11,
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    },
    {
      "start": 366.42,
      "end": 369.46,
      "text": "如果说公关公关仓库的话",
      "chunk": 0,
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    },
    {
      "start": 369.46,
      "end": 371.52,
      "text": "默认应该是不需要授权的",
      "chunk": 0,
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      "no_speech_prob": 1.2607279803455995e-11,
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    },
    {
      "start": 371.52,
      "end": 373.16,
      "text": "如果说弹出来要一个token的话",
      "chunk": 0,
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      "no_speech_prob": 1.2607279803455995e-11,
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    },
    {
      "start": 373.16,
      "end": 374.98,
      "text": "这个最好大家去配一下啊",
      "chunk": 0,
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      "no_speech_prob": 1.2607279803455995e-11,
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    },
    {
      "start": 374.98,
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      "text": "因为你如果不配置token的话",
      "chunk": 0,
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      "no_speech_prob": 1.8113944372233348e-11,
      "compression_ratio": 1.3062730627306274,
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    },
    {
      "start": 376.54,
      "end": 378.54,
      "text": "有些情况下可能会被限制",
      "chunk": 0,
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      "no_speech_prob": 1.8113944372233348e-11,
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    },
    {
      "start": 378.54,
      "end": 381.92,
      "text": "所以执行一个JH login这个命令",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1622237528651214,
      "no_speech_prob": 1.8113944372233348e-11,
      "compression_ratio": 1.3062730627306274,
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    },
    {
      "start": 381.92,
      "end": 385.0,
      "text": "然后就把它去登录一下",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1622237528651214,
      "no_speech_prob": 1.8113944372233348e-11,
      "compression_ratio": 1.3062730627306274,
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    },
    {
      "start": 385.0,
      "end": 386.46,
      "text": "这个JH怎么安装",
      "chunk": 0,
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      "no_speech_prob": 1.8113944372233348e-11,
      "compression_ratio": 1.3062730627306274,
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    },
    {
      "start": 386.46,
      "end": 388.02,
      "text": "大家可以去找一下这个教程",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1622237528651214,
      "no_speech_prob": 1.8113944372233348e-11,
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    },
    {
      "start": 388.02,
      "end": 388.54,
      "text": "很简单",
      "chunk": 0,
      "language": "zh",
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      "no_speech_prob": 1.8113944372233348e-11,
      "compression_ratio": 1.3062730627306274,
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    },
    {
      "start": 388.54,
      "end": 391.2,
      "text": "把这个JH CLI工具给它装一下",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1622237528651214,
      "no_speech_prob": 1.8113944372233348e-11,
      "compression_ratio": 1.3062730627306274,
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    },
    {
      "start": 391.2,
      "end": 395.08,
      "text": "然后我们就可以看一下",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1622237528651214,
      "no_speech_prob": 1.8113944372233348e-11,
      "compression_ratio": 1.3062730627306274,
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    },
    {
      "start": 395.08,
      "end": 398.52,
      "text": "看一下它的这个subagents",
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      "compression_ratio": 1.3062730627306274,
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    },
    {
      "start": 398.52,
      "end": 399.54,
      "text": "看一下",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1622237528651214,
      "no_speech_prob": 1.8113944372233348e-11,
      "compression_ratio": 1.3062730627306274,
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    },
    {
      "start": 399.54,
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      "text": "你看它这个斜钢命令里面有一个agents",
      "chunk": 0,
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    },
    {
      "start": 403.24,
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      "text": "我们这里面可以看一下",
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      "avg_logprob": -0.2242664030228538,
      "no_speech_prob": 9.656288789405831e-12,
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    },
    {
      "start": 404.8,
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      "text": "你看当前是有一个主线程",
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    {
      "start": 409.02,
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      "text": "是吧",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.2242664030228538,
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    },
    {
      "start": 409.46,
      "end": 410.36,
      "text": "主线程",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.2242664030228538,
      "no_speech_prob": 9.656288789405831e-12,
      "compression_ratio": 1.6226415094339623,
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    },
    {
      "start": 410.36,
      "end": 413.24,
      "text": "然后这个里面我们可以去看一下啊",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.2242664030228538,
      "no_speech_prob": 9.656288789405831e-12,
      "compression_ratio": 1.6226415094339623,
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    },
    {
      "start": 414.24,
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      "text": "看一下它的一个逻辑",
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      "avg_logprob": -0.2242664030228538,
      "no_speech_prob": 9.656288789405831e-12,
      "compression_ratio": 1.6226415094339623,
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    },
    {
      "start": 416.74,
      "end": 418.86,
      "text": "现在是只有一个主线程",
      "chunk": 0,
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      "avg_logprob": -0.2242664030228538,
      "no_speech_prob": 9.656288789405831e-12,
      "compression_ratio": 1.6226415094339623,
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    },
    {
      "start": 418.86,
      "end": 425.24,
      "text": "那现在这个里面还是在去拉代码啊",
      "chunk": 0,
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      "no_speech_prob": 9.656288789405831e-12,
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    },
    {
      "start": 425.24,
      "end": 432.16,
      "text": "这个里面我们可以切换啊",
      "chunk": 0,
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      "no_speech_prob": 9.656288789405831e-12,
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    },
    {
      "start": 432.16,
      "end": 436.76,
      "text": "就是当前如果他启动了一个子智能体的话",
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      "no_speech_prob": 1.3655773560550255e-11,
      "compression_ratio": 1.315,
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    },
    {
      "start": 436.76,
      "end": 441.08,
      "text": "我们可以看到一些这个细节啊",
      "chunk": 0,
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      "avg_logprob": -0.2695592966946689,
      "no_speech_prob": 1.3655773560550255e-11,
      "compression_ratio": 1.315,
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    },
    {
      "start": 441.08,
      "end": 443.1,
      "text": "比如说切换到当前活动的",
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      "compression_ratio": 1.315,
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    },
    {
      "start": 443.1,
      "end": 446.16,
      "text": "到目前为止他还只有一个啊",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.2695592966946689,
      "no_speech_prob": 1.3655773560550255e-11,
      "compression_ratio": 1.315,
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    },
    {
      "start": 447.16,
      "end": 451.44,
      "text": "目前为止还有一个",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.2695592966946689,
      "no_speech_prob": 1.3655773560550255e-11,
      "compression_ratio": 1.315,
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    },
    {
      "start": 451.44,
      "end": 455.94,
      "text": "那我们等一下看他有没有执行多个",
      "chunk": 0,
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      "avg_logprob": -0.2695592966946689,
      "no_speech_prob": 1.3655773560550255e-11,
      "compression_ratio": 1.315,
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    },
    {
      "start": 455.94,
      "end": 461.04,
      "text": "你看你是PR的审查子代理",
      "chunk": 0,
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      "avg_logprob": -0.2695592966946689,
      "no_speech_prob": 1.3655773560550255e-11,
      "compression_ratio": 1.315,
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    },
    {
      "start": 461.04,
      "end": 462.74,
      "text": "主要负责什么什么是吧",
      "chunk": 0,
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      "avg_logprob": -0.20051873590528352,
      "no_speech_prob": 1.4620592930780774e-11,
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    },
    {
      "start": 462.74,
      "end": 466.0,
      "text": "然后他这里就是开始去分配这个subagents了",
      "chunk": 0,
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    },
    {
      "start": 466.0,
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      "text": "是吧",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20051873590528352,
      "no_speech_prob": 1.4620592930780774e-11,
      "compression_ratio": 1.289855072463768,
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    },
    {
      "start": 466.48,
      "end": 470.3,
      "text": "这里面我们先让他跑着",
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      "no_speech_prob": 1.4620592930780774e-11,
      "compression_ratio": 1.289855072463768,
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    },
    {
      "start": 470.3,
      "end": 472.9,
      "text": "我开另外一个窗口同步的来看啊",
      "chunk": 0,
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    },
    {
      "start": 472.9,
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      "text": "因为这个消息太多了",
      "chunk": 0,
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    {
      "start": 474.68,
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      "text": "有时候看得有点晕啊",
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    {
      "start": 476.94,
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      "text": "就是有点混乱了",
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    {
      "start": 478.54,
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      "text": "我这里再切一个窗口啊",
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    {
      "start": 481.431,
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      "text": "然后codex",
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    {
      "start": 496.651,
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      "text": "sub-agents",
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      "start": 501.511,
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      "text": "它在这个里面",
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      "compression_ratio": 0.78,
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    {
      "start": 508.691,
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      "text": "把它当前会晃",
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    {
      "start": 510.051,
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      "text": "subo agents",
      "chunk": 1,
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      "start": 512.131,
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      "text": "agents",
      "chunk": 1,
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    {
      "start": 518.731,
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      "text": "你看现在这里大家是不是就可以看到多个agents了",
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      "start": 522.091,
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      "text": "是吧",
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    {
      "start": 523.051,
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      "text": "有做这种各种什么提问的呀",
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      "start": 525.971,
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      "text": "是吧",
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      "no_speech_prob": 1.1999643466376053e-11,
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    {
      "start": 526.291,
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      "text": "然后各种细节处理的呀",
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      "start": 527.931,
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      "text": "是吧",
      "chunk": 1,
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    },
    {
      "start": 528.731,
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      "text": "它会相当于给你单独去加几个这个出来啊",
      "chunk": 1,
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      "no_speech_prob": 1.1999643466376053e-11,
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    {
      "start": 533.011,
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      "text": "那你可以把这个拿来分析一下",
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    {
      "start": 536.291,
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      "text": "让我推出去",
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      "compression_ratio": 0.9,
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    {
      "start": 539.051,
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      "text": "帮我分析下agents中",
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      "start": 551.211,
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      "text": "因为开了多个",
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    {
      "start": 554.131,
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      "text": "我这里都有点卡了",
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    {
      "start": 555.371,
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      "text": "有具体的分工",
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    {
      "start": 564.631,
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      "text": "其实上面日志已经打出来",
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    {
      "start": 568.591,
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      "text": "但是比较多啊",
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      "start": 570.091,
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      "text": "所以这个我们有点看不出来啊",
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    {
      "start": 572.431,
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      "text": "我们现在让这个分析一下",
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    {
      "start": 574.931,
      "end": 580.451,
      "text": "因为这个正在执行啊",
      "chunk": 1,
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    {
      "start": 580.451,
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      "text": "所以他这个消息阻塞了",
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      "start": 582.151,
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      "text": "不过没关系啊",
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    {
      "start": 583.771,
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      "text": "我们的这个效果已经",
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    {
      "start": 584.791,
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      "text": "我们可以切换到具体的agents里面去啊",
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      "start": 588.391,
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      "text": "我们可以比如说切换到这个里面去",
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    {
      "start": 591.011,
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      "text": "然后你可以看这个子agent里面",
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    {
      "start": 593.391,
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      "text": "他在做不同的逻辑是吧",
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      "start": 595.271,
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      "text": "他有的是在做安全问题",
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      "start": 598.691,
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      "text": "有些是在做代码质量的",
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      "start": 600.531,
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      "text": "大家可以自由的去切换啊",
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    {
      "start": 603.111,
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      "text": "比如说在这个里面",
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      "start": 604.251,
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      "text": "我可以看出来",
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    {
      "start": 605.611,
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      "text": "主线程",
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      "start": 607.291,
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      "text": "你可以自由的去切啊",
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      "start": 610.831,
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      "text": "那我这个得关一下",
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      "start": 612.791,
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      "text": "不然这个有点卡",
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    {
      "start": 613.951,
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      "text": "把它关一下",
      "chunk": 1,
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      "start": 618.191,
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      "text": "这有点卡住了",
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    {
      "start": 620.771,
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      "text": "所以这个你开的越多的话",
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    {
      "start": 625.051,
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      "text": "整个可能就是对性能消耗也比较大",
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    {
      "start": 628.191,
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      "text": "所以我们这里面还是要给他先关掉",
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    {
      "start": 631.171,
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      "text": "不然这个太卡了",
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    {
      "start": 633.311,
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      "text": "就在这个里面啊",
      "chunk": 1,
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    {
      "start": 636.071,
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      "text": "在这个里面我们也是可以看得到的",
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    {
      "start": 638.031,
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      "text": "但这个他没有加载出来啊",
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    {
      "start": 642.211,
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      "text": "没关系",
      "chunk": 1,
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    {
      "start": 644.211,
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      "text": "刚刚那个我已经中断了",
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    {
      "start": 645.911,
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      "text": "这个会有点卡",
      "chunk": 1,
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    {
      "start": 647.751,
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      "text": "所以我们其实可以通过不同的这个子agent",
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    {
      "start": 655.631,
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      "text": "然后的话就是去执行各种各样的任务",
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    {
      "start": 659.011,
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      "text": "然后最终的话",
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    {
      "start": 659.711,
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      "text": "我们其实只关注这个结果有没有",
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      "text": "是吧",
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      "text": "他主要就是子真正体的话",
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      "text": "他其实很多选项的话",
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      "text": "这个主线程的这么一个真正体去处理的",
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      "text": "所以大家去设置这个权限的时候",
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      "text": "你也可以去关注一下",
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      "text": "就是你的主线程",
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      "text": "它自带了三种类件的这个智能体",
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      "text": "适合去做一些实现和修复类的工作",
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      "start": 814.791,
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      "text": "我们刚刚看到打印的这个日志的话",
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      "text": "有些就是Explorer的",
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      "text": "因为我们上面提到一个需求",
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      "text": "它都是查询嘛",
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      "text": "是吧",
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      "text": "只是做分析的",
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      "start": 824.391,
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      "text": "它不需要执行一些",
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      "start": 826.131,
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      "text": "这么修改类的一些任务",
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      "text": "所以这个就是Explorer",
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      "text": "这是Codex",
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      "text": "它会根据你当前的一些任务的一些情况",
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      "text": "分析出来",
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    {
      "start": 835.731,
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      "text": "它的一个结果应该是怎么样的",
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      "text": "是吧",
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    {
      "start": 839.251,
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      "text": "这个东西",
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    {
      "start": 840.191,
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      "text": "它是会根据实际情况去调整的",
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      "text": "如果说你拿去改代码的话",
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      "text": "它可能会选择这个Worker",
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    {
      "start": 848.071,
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      "text": "所以这个就是它具体的一个执行逻辑",
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      "start": 851.791,
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      "text": "这个我们回头来验一下",
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    {
      "start": 853.531,
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      "text": "然后的话就是我们自定义这个整体的话",
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    {
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      "text": "它在这个.codex目入下面有一个.agents",
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      "text": "文件夹",
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      "text": "就是你可以在当前这个项目下面",
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      "text": "你去建一个这个agents",
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      "start": 873.391,
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      "text": "它的一个文件夹",
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      "start": 876.971,
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      "text": "然后的话你可以去配这个agents",
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    {
      "start": 879.031,
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      "text": "然后的话就是你也可以什么呢",
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    {
      "start": 881.731,
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      "text": "在项目级别啊",
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    },
    {
      "start": 883.191,
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      "text": "一个是在全局的",
      "chunk": 1,
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    {
      "start": 884.331,
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      "text": "一个是在项目的",
      "chunk": 1,
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    {
      "start": 885.451,
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      "text": "那我们等一下来先配一个项目级",
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    {
      "start": 887.831,
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      "text": "比如说",
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    {
      "start": 888.931,
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      "text": "我一个是这个分析",
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    {
      "start": 893.691,
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      "text": "我们就参考前面那几个嘛",
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    {
      "start": 895.331,
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      "text": "是吧",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12120705681878167,
      "no_speech_prob": 1.6813236566881606e-11,
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    },
    {
      "start": 895.631,
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      "text": "我就让他分析代码问题跟质量",
      "chunk": 1,
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      "no_speech_prob": 1.6813236566881606e-11,
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    {
      "start": 898.611,
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      "text": "我配两个这个agents",
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    {
      "start": 900.471,
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      "text": "让他去跑一下",
      "chunk": 1,
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    },
    {
      "start": 901.631,
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      "text": "看一下能不能跑出效果出来",
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    {
      "start": 903.851,
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      "text": "是吧",
      "chunk": 1,
      "language": "zh",
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      "start": 904.231,
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      "text": "那其实就很简单",
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      "start": 906.351,
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      "text": "那比如说我们现在就把这两个给复制一下",
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      "start": 909.371,
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      "text": "怎么来弄呢",
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      "start": 911.411,
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      "text": "首先我们打开这个里面",
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    {
      "start": 913.651,
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      "text": "然后我就直接在这个里面操作了",
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      "start": 918.031,
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      "text": "你就直接在当前这个项目下面",
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      "start": 922.091,
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      "text": "比如说这个project2下面",
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    {
      "start": 924.071,
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      "text": "然后找一个有代码的",
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    {
      "start": 926.111,
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      "text": "比如说这个里面",
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      "start": 927.671,
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      "text": "myproject",
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      "text": "我现在找一个项目",
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      "text": "这个下面有我之前写的一些小游戏的项目",
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      "text": "那我就在这个下面吧",
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      "start": 941.391,
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      "text": "比如说我们现在打开这个目录是吧",
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    {
      "start": 944.651,
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      "text": "然后在这个目录里面",
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    {
      "start": 946.191,
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      "text": "我们切换到这个Codex",
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    {
      "start": 948.431,
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      "text": "来我们这个是",
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    {
      "start": 951.771,
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      "text": "我要用终端展开啊",
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    {
      "start": 960.535,
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      "text": "之前是不是开了一个",
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      "start": 962.135,
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      "text": "好在这个里面",
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    {
      "start": 963.235,
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      "text": "我切换到这个map project里面去",
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      "start": 969.735,
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      "text": "map project",
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      "start": 970.735,
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      "text": "那这个下面",
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      "start": 971.595,
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      "text": "由我之前写的一些这个",
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      "start": 973.335,
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      "text": "生成的一些小游戏的示例吗",
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      "start": 975.935,
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      "text": "那现在我现在相当于我要做一个子智能体啊",
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      "start": 981.055,
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      "text": "我要开两个智能体",
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      "start": 982.195,
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      "text": "一个是去教验这个安全问题",
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    {
      "start": 986.035,
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      "text": "还有一个是教验这个代码质量问题",
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      "start": 987.995,
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      "text": "我要写两个嘛",
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      "text": "所以应该怎么来弄呢",
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      "text": "我们进入codex",
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    {
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      "text": "比如说帮我配置两个子智能体",
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      "start": 1001.595,
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      "text": "或者你叫subagency也可以啊",
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      "start": 1004.355,
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      "text": "能体或者叫子代理",
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    {
      "start": 1006.095,
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      "text": "他应该也能识别出来",
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    {
      "start": 1007.235,
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      "text": "然后这个是",
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    {
      "start": 1010.055,
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      "text": "这是我两个的一个需求是吧",
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    {
      "start": 1014.415,
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      "text": "你就这么来写就可以了",
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    {
      "start": 1016.655,
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      "text": "然后他默认就会在这个下面去",
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    {
      "start": 1018.555,
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      "text": "新建这个agency.文件夹",
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      "no_speech_prob": 2.2089873333297483e-11,
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    {
      "start": 1021.375,
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      "text": "然后帮你把这个子智能体给他配进去",
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    {
      "start": 1024.575,
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      "text": "你看啊",
      "chunk": 2,
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    {
      "start": 1025.515,
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      "text": "他首先会看你这个里面有没有一个叫",
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    {
      "start": 1027.995,
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      "text": "subagency的这么一个配置是吧",
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    {
      "start": 1030.155,
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      "text": "没有的话",
      "chunk": 2,
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    {
      "start": 1030.895,
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      "text": "他就会帮你去创建",
      "chunk": 2,
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      "no_speech_prob": 1.6111960723930174e-11,
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    {
      "start": 1032.015,
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      "text": "这是差的一个规范",
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    {
      "start": 1033.955,
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      "text": "所以大家",
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    {
      "start": 1035.375,
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      "text": "你其实直接让Codex",
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    {
      "start": 1036.875,
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      "text": "帮你去配置就完了",
      "chunk": 2,
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    {
      "start": 1039.335,
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      "text": "你不需要去看这个文档",
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    {
      "start": 1042.655,
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      "text": "是吧",
      "chunk": 2,
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    },
    {
      "start": 1043.015,
      "end": 1045.135,
      "text": "但如果说你要调一些细节参数的话",
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      "no_speech_prob": 1.6111960723930174e-11,
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    {
      "start": 1045.135,
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      "text": "你还是要知道",
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    {
      "start": 1046.275,
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      "text": "这里面那些规范的",
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    {
      "start": 1047.315,
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      "text": "比如说",
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    {
      "start": 1047.815,
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      "text": "这个子制整体的名称是什么",
      "chunk": 2,
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      "avg_logprob": -0.12631745087473015,
      "no_speech_prob": 1.6111960723930174e-11,
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    {
      "start": 1049.715,
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      "text": "描述是什么",
      "chunk": 2,
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      "avg_logprob": -0.12631745087473015,
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      "text": "然后包括一些",
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      "text": "一些参数是吧",
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    {
      "start": 1054.455,
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      "text": "它的一个含义是什么",
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    {
      "start": 1056.535,
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      "text": "大家需要知道",
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    {
      "start": 1057.315,
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      "text": "就你只是简单的配一个",
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    {
      "start": 1060.375,
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      "text": "子制容体的话",
      "chunk": 2,
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      "start": 1061.855,
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      "text": "你就直接让它去执行就完了",
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    {
      "start": 1064.055,
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      "text": "所以整个过程会比较简单",
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    {
      "start": 1067.675,
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      "text": "诶",
      "chunk": 2,
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    {
      "start": 1069.475,
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      "text": "那个是到哪里了",
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    {
      "start": 1071.015,
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      "text": "这里有一个",
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    {
      "start": 1072.675,
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      "text": "确认啊",
      "chunk": 2,
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    {
      "start": 1074.555,
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      "text": "他说允许",
      "chunk": 2,
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    {
      "start": 1077.315,
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      "text": "fine manage",
      "chunk": 2,
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    {
      "start": 1078.035,
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      "text": "这是一个",
      "chunk": 2,
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    {
      "start": 1080.755,
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      "text": "这是一个mcp服务",
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    {
      "start": 1082.395,
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      "text": "这是允许",
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    },
    {
      "start": 1087.315,
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      "text": "你看接下来他会用补丁的方式",
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    {
      "start": 1090.075,
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      "text": "添加两个agency.md文件",
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    {
      "start": 1092.195,
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      "text": "并且在agency.md里面去补充一段子",
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    {
      "start": 1095.575,
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      "text": "智能体的配置",
      "chunk": 2,
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    {
      "start": 1096.455,
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      "text": "所以这些个参数大家需要知道啊",
      "chunk": 2,
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    {
      "start": 1101.955,
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      "text": "比如说允许打开的智能体的一个现成的上限啊",
      "chunk": 2,
      "language": "zh",
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    },
    {
      "start": 1105.635,
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      "text": "然后就是这个参数啊",
      "chunk": 2,
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    },
    {
      "start": 1109.495,
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      "text": "这个什么嵌套的深度啊",
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    {
      "start": 1111.095,
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      "text": "是吧",
      "chunk": 2,
      "language": "zh",
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    {
      "start": 1111.655,
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      "text": "但这个大家需要的时候再去看啊",
      "chunk": 2,
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    {
      "start": 1113.595,
      "end": 1114.675,
      "text": "你可能会不太理解",
      "chunk": 2,
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    },
    {
      "start": 1114.675,
      "end": 1117.075,
      "text": "什么叫深层的嵌套深度啊",
      "chunk": 2,
      "language": "zh",
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      "no_speech_prob": 1.406532442599362e-11,
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    {
      "start": 1117.075,
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      "text": "就是一个对话",
      "chunk": 2,
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    },
    {
      "start": 1117.715,
      "end": 1119.835,
      "text": "那当你遇到这个问题的时候",
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    {
      "start": 1119.835,
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      "text": "你再去查",
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      "no_speech_prob": 2.0274752363103055e-11,
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    {
      "start": 1120.535,
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      "text": "就其实你也不用太关心这几个参数",
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    {
      "start": 1123.815,
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      "text": "只是说你要知道有这么些内容就可以",
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      "no_speech_prob": 2.0274752363103055e-11,
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    },
    {
      "start": 1127.235,
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      "text": "包括它的一个文件结构描述",
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    {
      "start": 1129.315,
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      "text": "是吧",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.19466642182448815,
      "no_speech_prob": 2.0274752363103055e-11,
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    {
      "start": 1129.715,
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      "text": "你看现在已经好了",
      "chunk": 2,
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      "no_speech_prob": 2.0274752363103055e-11,
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    {
      "start": 1132.575,
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      "text": "你看配置了",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.19466642182448815,
      "no_speech_prob": 2.0274752363103055e-11,
      "compression_ratio": 1.3442622950819672,
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    },
    {
      "start": 1133.515,
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      "text": "这样Codex目录下面有一个这个agency",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.19466642182448815,
      "no_speech_prob": 2.0274752363103055e-11,
      "compression_ratio": 1.3442622950819672,
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    },
    {
      "start": 1136.955,
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      "text": "然后下面有两个子制容体",
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    },
    {
      "start": 1139.835,
      "end": 1140.235,
      "text": "是吧",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.19466642182448815,
      "no_speech_prob": 2.0274752363103055e-11,
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    },
    {
      "start": 1140.235,
      "end": 1142.655,
      "text": "一个是做安全问题审查的",
      "chunk": 2,
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      "no_speech_prob": 2.0274752363103055e-11,
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    },
    {
      "start": 1142.655,
      "end": 1144.975,
      "text": "还有一个是做代码质量审查的",
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    {
      "start": 1144.975,
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      "text": "我们看一下",
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      "no_speech_prob": 2.0274752363103055e-11,
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    },
    {
      "start": 1146.455,
      "end": 1150.115,
      "text": "在myproject下面",
      "chunk": 2,
      "language": "zh",
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    {
      "start": 1150.115,
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      "text": "有个点codex目录",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1401153961358043,
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      "compression_ratio": 1.4285714285714286,
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    },
    {
      "start": 1152.055,
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      "text": "codex目录下面有个agents目录",
      "chunk": 2,
      "language": "zh",
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    },
    {
      "start": 1154.035,
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      "text": "agents目录下面有个",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1401153961358043,
      "no_speech_prob": 1.790187095784823e-11,
      "compression_ratio": 1.4285714285714286,
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    },
    {
      "start": 1155.615,
      "end": 1158.255,
      "text": "你看这个是做代码审查的子生体",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1401153961358043,
      "no_speech_prob": 1.790187095784823e-11,
      "compression_ratio": 1.4285714285714286,
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    },
    {
      "start": 1158.255,
      "end": 1160.315,
      "text": "它的名称是什么",
      "chunk": 2,
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      "avg_logprob": -0.1401153961358043,
      "no_speech_prob": 1.790187095784823e-11,
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    },
    {
      "start": 1160.315,
      "end": 1161.775,
      "text": "你看对应到我们这个文档是吧",
      "chunk": 2,
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    {
      "start": 1161.775,
      "end": 1162.655,
      "text": "名称描述",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1401153961358043,
      "no_speech_prob": 1.790187095784823e-11,
      "compression_ratio": 1.4285714285714286,
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    },
    {
      "start": 1162.655,
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      "text": "实际我们用的最多的",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1401153961358043,
      "no_speech_prob": 1.790187095784823e-11,
      "compression_ratio": 1.4285714285714286,
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    },
    {
      "start": 1164.875,
      "end": 1165.615,
      "text": "就是这两个参数",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1401153961358043,
      "no_speech_prob": 1.790187095784823e-11,
      "compression_ratio": 1.4285714285714286,
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    },
    {
      "start": 1165.615,
      "end": 1166.575,
      "text": "其他的话",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1401153961358043,
      "no_speech_prob": 1.790187095784823e-11,
      "compression_ratio": 1.4285714285714286,
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    },
    {
      "start": 1166.575,
      "end": 1167.875,
      "text": "没有特殊需求",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1401153961358043,
      "no_speech_prob": 1.790187095784823e-11,
      "compression_ratio": 1.4285714285714286,
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    },
    {
      "start": 1167.875,
      "end": 1168.715,
      "text": "一般不用挑",
      "chunk": 2,
      "language": "zh",
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      "compression_ratio": 1.4285714285714286,
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    },
    {
      "start": 1168.715,
      "end": 1170.315,
      "text": "有需要的时候",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1401153961358043,
      "no_speech_prob": 1.790187095784823e-11,
      "compression_ratio": 1.4285714285714286,
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    },
    {
      "start": 1170.315,
      "end": 1172.295,
      "text": "你让codex帮你生成就完了",
      "chunk": 2,
      "language": "zh",
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      "compression_ratio": 1.4285714285714286,
      "source": "whisper"
    },
    {
      "start": 1172.295,
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      "text": "你不用单独去记这些个参数",
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      "text": "但是你需要知道有这么个概念在里面",
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      "text": "就是他支持这些个参数就可以了",
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      "start": 1181.995,
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      "text": "这个是做代码审查的",
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      "text": "你看审查子质整体",
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      "text": "论物是什么什么",
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      "source": "whisper"
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      "text": "关注范围是什么",
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      "text": "审查原则是什么",
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      "text": "输出格式是什么",
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      "text": "另外一个是安全问题审查",
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      "text": "然后因为我们这个项目里面",
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      "text": "又有python又有html的项目",
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      "text": "所以他这里面输出了两种",
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      "start": 1201.055,
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      "text": "他的细节是什么",
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      "text": "审查原则是什么",
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      "text": "输出格是什么",
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      "text": "好",
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      "start": 1209.375,
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      "text": "然后完了之后",
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      "text": "我们可以通过这个",
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      "text": "看一下",
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      "text": "这个是查看的",
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      "text": "这个是我们现在还没跑",
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      "text": "还没跑",
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      "text": "接下来你就可以让它去运行一下",
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      "text": "比如说",
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      "text": "针对当前",
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      "text": "项目",
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      "text": "代码使用智智能体",
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    {
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      "text": "同时进行",
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      "start": 1249.355,
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      "text": "两个场景啊",
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    {
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      "text": "同时进行代码质量审查",
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      "text": "你会看一下我们写的这个subagents",
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      "start": 1264.935,
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      "text": "到底能不能生效是吧",
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      "text": "然后我们现在你看agents",
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      "text": "现在这个是没有的是吧",
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      "text": "现在就一个吧",
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      "start": 1271.635,
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      "text": "然后我们现在等到跑的时候",
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      "text": "我们再来看一下",
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      "text": "它会不会起多个啊",
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      "text": "现在就只有一个",
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    {
      "start": 1278.595,
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      "text": "因为它没有启动那个子智能体呢",
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      "start": 1280.995,
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      "text": "这里大家是看不出来的啊",
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      "text": "然后你看啊",
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      "text": "你是本项目的安全审查",
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    {
      "start": 1288.795,
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      "text": "子制成体然后工作目录是啥啥啥",
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    {
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      "text": "现在已经起了一个了",
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    {
      "start": 1293.155,
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      "text": "再退出去看一下",
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    {
      "start": 1295.995,
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      "text": "然后大家看这个是不是",
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      "start": 1298.895,
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      "text": "一个",
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    {
      "start": 1299.395,
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      "text": "主线程是什么是吧",
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      "start": 1302.395,
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      "text": "然后目标是吧",
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    {
      "start": 1303.735,
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      "text": "然后相当于它都是做一个tolo",
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    {
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      "text": "就是探索这个主要是做一些分析",
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      "text": "我们其实可以再给他加一下",
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      "text": "恢复到之前那个对话吧",
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      "text": "这个它的类型是用来干嘛的",
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      "text": "你就随便跑一个",
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      "text": "比如说我现在",
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      "text": "想让他去做代码修复",
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      "text": "针对当前项目代码进行修复",
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      "text": "你就直接这么跟他说啊",
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      "start": 1468.802,
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      "text": "但虽然我这个需求没有写明确啊",
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      "start": 1474.602,
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      "text": "他还是会扫一遍",
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      "text": "先把问题扫出来",
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      "start": 1476.622,
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      "text": "然后再去做这个事情",
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      "text": "然后我们看一下这个",
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      "text": "现在还是Exploro的",
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      "text": "等一下到具体修代码的时候",
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      "text": "所以这里得等",
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      "text": "等他先把问题给他分析出来",
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      "start": 1497.822,
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      "text": "然后再去跑",
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    {
      "start": 1499.822,
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      "text": "所以他没到改代码之前的话",
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    {
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      "text": "他不会变成那个",
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    {
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      "text": "这个Worker的",
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    {
      "start": 1507.502,
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      "text": "你看现在是不是变了",
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    {
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      "text": "现在是不是单独起了一个Worker在干活了",
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    {
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      "text": "这个就是改代码的",
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    {
      "start": 1516.022,
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      "text": "做Fix的修正代码",
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    {
      "start": 1517.842,
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      "text": "前面那几个都还是分析的",
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      "text": "这个大家需要注意一下",
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      "text": "并且前两个都是关闭的",
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      "start": 1523.942,
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      "text": "你看这个绿色的就表示在运行的",
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    {
      "start": 1527.142,
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      "text": "这个灰掉的白色的就是没有运行的",
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    {
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      "text": "这个需要注意一下",
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    {
      "start": 1532.442,
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      "text": "所以这几个类型",
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    {
      "start": 1535.022,
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      "text": "大家要搞清楚",
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    {
      "start": 1535.882,
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      "text": "一个是偏执行的",
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    {
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      "text": "修复代码的",
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      "text": "还有一个是只读的",
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      "start": 1540.702,
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      "text": "如果说你都没有加的话",
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      "text": "它可能会变成一个default",
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      "text": "那个man的",
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      "text": "默认的agents的",
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      "text": "这个你看man就是default",
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    {
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      "text": "主线程",
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      "text": "他啥都干",
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      "text": "就是用来回退的",
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      "text": "主线程的默认就是default",
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      "text": "一般我们开子制容体要么",
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      "text": "就是去帮你干活",
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    {
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      "text": "做一些实现跟修复嘛",
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      "text": "要么就是做分析",
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      "text": "这个是只读的啊",
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      "text": "或者说这个就是",
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      "text": "就是用来专门就是用来盖活子啊",
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      "text": "好",
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      "text": "这个是项目级的",
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      "start": 1578.482,
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      "text": "那么大家其实你也可以在这个",
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      "text": "我们整个的一个全局的啊",
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    {
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      "text": "Codex的全局的这个配置里面",
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    {
      "start": 1587.562,
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      "text": "去加这个子智能体啊",
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      "text": "打开这个配置",
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      "text": "然后打开这个路径",
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      "text": "打开这个路径",
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      "text": "这个路径下面有一个agents",
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      "start": 1611.102,
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      "text": "咱现在没有那个文件奖啊",
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      "text": "大家可以在全局的这个当前用户目的下面",
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      "text": "agents文件奖",
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      "text": "就跟咱们这个项目这里是一样的",
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      "text": "创建了这么一个agents",
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      "text": "是吧",
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      "text": "就是他有一个agents",
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      "text": "然后在这个下面",
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      "text": "我们建三个子agents",
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      "text": "对吧",
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    {
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      "text": "就帮你可以去同时干活",
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      "text": "就这么意思",
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    {
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      "text": "然后这些个文件结构",
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    {
      "start": 1646.282,
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      "text": "大家知道就行了",
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      "text": "主要就是这两个",
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    {
      "start": 1648.542,
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      "text": "其他的话暂时都是用不上",
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      "text": "有需要的话你让AI",
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      "text": "帮你去加",
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    {
      "start": 1654.842,
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      "text": "就你有特殊需求提出来",
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    {
      "start": 1656.442,
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      "text": "他会自动的去帮你加这些参数",
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      "text": "只要他能匹配到这些个需求",
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      "start": 1661.262,
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      "text": "然后包括一些描述啊",
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      "text": "是吧",
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      "start": 1664.982,
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      "text": "然后大家你也可以",
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    {
      "start": 1666.262,
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      "text": "他就是用markdown的方式去写的",
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      "start": 1668.042,
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      "text": "你看我们就正常跟写提示词一样",
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      "text": "其实这个所谓的子整体的话",
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      "text": "都是以提示词去驱动的",
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      "start": 1674.702,
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      "text": "整个的一个整体干活",
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      "text": "他就是参考了这个提示词",
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      "text": "就是他的一个工作流程啊",
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    {
      "start": 1679.482,
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      "text": "所以这个里面的话",
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      "start": 1681.302,
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      "text": "其实也很好理解啊",
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      "text": "就是用TS调整大模型",
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      "start": 1685.462,
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      "text": "然后做一个理解",
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      "start": 1686.522,
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      "text": "然后在agents去做一个执行的",
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      "start": 1688.922,
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      "text": "所以说这个里面啊",
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      "text": "这就是它的一个规范",
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      "text": "那么大家你也可以通过去改一些这个",
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      "text": "用户级别的一些agents的一些规范",
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      "text": "比如说我们可以做一个拆分是吧",
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      "start": 1709.462,
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      "text": "有TiExplorer的",
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      "text": "有Review的",
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    {
      "start": 1713.402,
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      "text": "然后就是可以做各种各样的一些处理的",
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      "text": "就大家你可以自定义",
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    {
      "start": 1718.462,
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      "text": "就你想要什么一个真体的话",
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    {
      "start": 1720.802,
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      "text": "你自己去定义就可以了",
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    {
      "start": 1722.122,
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      "text": "再把规范写好",
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    {
      "start": 1723.162,
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      "text": "他就可以去干这个事情",
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    {
      "start": 1725.562,
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      "text": "兴起的话我们还可以在",
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    {
      "start": 1727.162,
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      "text": "这个用户",
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    {
      "start": 1730.162,
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      "text": "就是项目级别或者用户级别",
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    {
      "start": 1732.162,
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      "text": "去加一些什么呢",
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    {
      "start": 1733.402,
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      "text": "比如说他的最大线程",
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    {
      "start": 1735.182,
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      "text": "有可能他卡太卡",
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      "text": "你比如说开十个线程",
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    {
      "start": 1738.962,
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      "text": "电脑太卡了",
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    {
      "start": 1739.762,
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      "text": "那你就改造三个",
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    {
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      "text": "或者一个线程",
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    {
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      "text": "就这个就是这个线程",
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    {
      "start": 1746.122,
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      "text": "线程越多的话",
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    },
    {
      "start": 1747.202,
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      "text": "指线效率越高",
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    {
      "start": 1748.722,
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      "text": "但是的话性能也会下降",
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    },
    {
      "start": 1751.022,
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      "text": "因为你的CPU运行资源",
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    {
      "start": 1753.302,
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      "text": "可能不够的时候",
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    {
      "start": 1754.182,
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      "text": "反正电脑会很卡",
      "chunk": 3,
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    {
      "start": 1755.762,
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      "text": "所以这个大家需要去考虑",
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    {
      "start": 1758.222,
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      "text": "应该设置多少",
      "chunk": 3,
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    },
    {
      "start": 1759.322,
      "end": 1762.322,
      "text": "然后包括一些什么深度啊",
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    {
      "start": 1762.322,
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      "text": "是吧",
      "chunk": 3,
      "language": "zh",
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    },
    {
      "start": 1762.662,
      "end": 1764.542,
      "text": "各种各样的一些参数啊",
      "chunk": 3,
      "language": "zh",
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      "no_speech_prob": 1.790950721058948e-11,
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      "start": 1764.542,
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      "text": "比如说",
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    },
    {
      "start": 1765.362,
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      "text": "你还可以针对不同的",
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    },
    {
      "start": 1767.242,
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      "text": "这个子制整体",
      "chunk": 3,
      "language": "zh",
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      "compression_ratio": 1.3265306122448979,
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    {
      "start": 1768.762,
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      "text": "去配置模型啊",
      "chunk": 3,
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      "avg_logprob": -0.1414800301576272,
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      "start": 1769.722,
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      "text": "比如说有一些是写代码的",
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      "start": 1771.742,
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      "text": "那你建议用5.3的这个Codex版本",
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      "start": 1774.682,
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      "text": "有些是做那个分析的是吧",
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      "start": 1777.362,
      "end": 1780.202,
      "text": "一些个项目嘛是吧",
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      "start": 1780.202,
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      "text": "阅读代码的",
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      "start": 1781.242,
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      "text": "那我建议你可以用这个5.5是吧",
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      "start": 1784.762,
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      "text": "它比较适合你做一些推理分析的一些工作",
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      "start": 1787.282,
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      "text": "写代码的话就用Codex版本会比较好一些啊",
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      "start": 1790.602,
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      "text": "所以说这个子制中体里面",
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      "start": 1794.622,
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      "text": "你其实可以加各种各样的一些配置啊",
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      "start": 1797.422,
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      "text": "他的一些这个",
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    {
      "start": 1798.402,
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      "text": "描述啊",
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      "text": "是吧",
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      "text": "模型啊",
      "chunk": 3,
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    {
      "start": 1802.602,
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      "text": "然后包括他的一个",
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    },
    {
      "start": 1804.462,
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      "text": "沙相模式",
      "chunk": 3,
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    {
      "start": 1805.182,
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      "text": "大家就可以改",
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      "start": 1805.802,
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      "text": "我们刚刚给他说的是",
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    {
      "start": 1807.382,
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      "text": "沙相模式",
      "chunk": 3,
      "language": "zh",
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      "no_speech_prob": 1.716208251900664e-11,
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      "start": 1808.002,
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      "text": "你如果不写的话",
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      "start": 1809.242,
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      "text": "他会默认用我们",
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    {
      "start": 1811.842,
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      "text": "子线程",
      "chunk": 3,
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    {
      "start": 1812.862,
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      "text": "就主线程",
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    },
    {
      "start": 1813.802,
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      "text": "带过来的这个权限",
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      "start": 1816.102,
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      "text": "如果大家配的话",
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    {
      "start": 1817.282,
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      "text": "就以你配的这个为准",
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    {
      "start": 1819.202,
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      "text": "包括模型的这个",
      "chunk": 3,
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      "no_speech_prob": 1.716208251900664e-11,
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    },
    {
      "start": 1820.762,
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      "text": "推理的这个等级",
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    {
      "start": 1822.282,
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      "text": "是吧",
      "chunk": 3,
      "language": "zh",
      "avg_logprob": -0.1918701904498978,
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    {
      "start": 1822.602,
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      "text": "大家也可以做一个search",
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      "no_speech_prob": 1.716208251900664e-11,
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    {
      "start": 1824.302,
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      "text": "就是子这种体",
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    {
      "start": 1826.122,
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      "text": "它是可以单独进行配置的",
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      "start": 1828.042,
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      "text": "但是你如果没有配置的话",
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    {
      "start": 1829.782,
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      "text": "它会默认的用主线程的那个配置计程过来",
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      "start": 1834.322,
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      "text": "这个是需要注意的",
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    {
      "start": 1835.382,
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      "text": "所以大家可以根据实际情况",
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    {
      "start": 1837.442,
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      "text": "你做一个调整",
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    {
      "start": 1838.322,
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      "text": "把这些个子制容体的一些参数调一调",
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    {
      "start": 1840.682,
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      "text": "然后让它就是没有什么问题",
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    {
      "start": 1843.282,
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      "text": "然后的话就是这套配置的话",
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    {
      "start": 1847.262,
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      "text": "我们还可以去加一些这个",
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    {
      "start": 1849.022,
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      "text": "不同的这个提示词是吧",
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      "text": "就是你比如说你也不知道应该配什么的时候",
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    {
      "start": 1853.682,
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      "text": "你就提要求",
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    },
    {
      "start": 1854.342,
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      "text": "比如说你说要子智能体具备一些",
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      "start": 1857.302,
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      "text": "超级管理员",
      "chunk": 3,
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      "avg_logprob": -0.15595808896151456,
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      "start": 1858.742,
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      "text": "这个所有的权限都要给他",
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    {
      "start": 1860.982,
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      "text": "并且这个模型要清晃到5.3",
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    {
      "start": 1863.062,
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      "text": "然后退理等级用高",
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      "start": 1864.922,
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      "text": "你就把这些个参数告诉他",
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      "start": 1869.542,
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      "start": 1872.022,
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      "start": 1877.142,
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      "start": 1888.302,
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      "text": "整个的一些逻辑啊",
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      "text": "就你都可以去自定义啊",
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      "text": "它可以去调用各种各样的一些",
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      "text": "这个里面有一些CSV数据是吧",
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      "text": "那你可以去做一些这个读取",
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      "text": "但你也可以通过Codex的一个",
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      "start": 1973.297,
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      "text": "非交互式的这个命令的方式去运行",
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      "text": "这样的话就特别适合于",
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      "text": "把它整合到一些",
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      "text": "塞药脚本里面去",
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      "text": "这个比如说在服务器上跑",
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      "start": 1985.877,
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      "text": "都是跑塞药脚本的是吧",
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      "start": 1987.457,
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      "text": "塞药脚本里面就不太好用",
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      "start": 1989.377,
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      "text": "这种交互式的页面了",
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      "text": "就是说你要进入到一个",
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      "text": "TY的终端跟他对话",
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      "start": 1993.577,
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      "text": "他更多的是希望用",
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      "start": 1995.857,
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      "text": "这个非交互式的命令去运行",
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      "start": 1998.077,
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      "text": "所以你直接给他输入输出结果就可以了",
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      "start": 2002.617,
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      "text": "看大家的一个应用场景",
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      "start": 2005.177,
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      "text": "如果说你想要把Codex",
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      "start": 2007.197,
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      "text": "变成一个这个",
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      "text": "是吧",
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      "text": "就服务器端一个摄像脚本去运行的话",
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      "text": "那你就用非交互式的方式去运行",
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      "text": "用TY的对话方式去使用的话",
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      "text": "你就不需要加这个指令",
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      "text": "所以看大家大家的一个使用情况",
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      "text": "然后包括一些那个agents的一个最大线程数啊",
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      "text": "比如说一些前端兼容性的问题啊",
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      "text": "然后生成一些色彩报告",
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      "text": "去加一些这个配置",
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      "text": "然后去生成一些这个",
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      "start": 2066.897,
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      "text": "性能的一些报告",
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      "text": "截屏",
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      "text": "然后分析",
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      "start": 2071.257,
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      "text": "当前的这个UI上面有哪些问题",
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      "text": "包括它的一个设计",
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      "text": "是吧",
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      "text": "那包括他整个的一些细节啊",
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      "text": "应该是怎么样的",
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      "text": "你都可以通过这个",
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      "text": "子整体去实现了",
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      "start": 2086.317,
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      "text": "所以说这个子整体能干的事情非常多啊",
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      "start": 2090.297,
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      "text": "就是做一些",
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      "text": "流水线工作的时候",
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      "start": 2094.017,
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      "text": "需要大量的这个分批次啊",
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      "start": 2097.517,
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      "text": "按照这个可以并行的去执行啊",
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      "start": 2100.057,
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      "text": "比如这个是做UI修复的",
      "chunk": 4,
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      "no_speech_prob": 1.457234506674343e-11,
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      "start": 2102.177,
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      "text": "上面是做浏览器bug的一个调试的是吧",
      "chunk": 4,
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      "start": 2106.017,
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      "text": "那你就可以去做各种各样的一个场景",
      "chunk": 4,
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      "start": 2108.957,
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      "text": "那这里面我给大家演示一下",
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      "text": "就首先是CSV批量数据是吧",
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      "start": 2116.597,
      "end": 2119.697,
      "text": "那这里面比如说我先建个文件夹",
      "chunk": 4,
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      "no_speech_prob": 1.308950170475498e-11,
      "compression_ratio": 1.2474226804123711,
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      "start": 2119.697,
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      "text": "我在这里面建一个文件夹",
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      "compression_ratio": 1.2474226804123711,
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      "text": "叫做CSV",
      "chunk": 4,
      "language": "zh",
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      "start": 2125.857,
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      "text": "那我让Codex帮我生成一些数据",
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      "text": "CSV",
      "chunk": 4,
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      "no_speech_prob": 1.308950170475498e-11,
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      "start": 2134.857,
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      "text": "然后我现在切换到这个目录里面去啊",
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      "start": 2139.857,
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      "text": "cssv",
      "chunk": 4,
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      "start": 2149.737,
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      "text": "然后帮我生成",
      "chunk": 4,
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      "avg_logprob": -0.47635442157124364,
      "no_speech_prob": 9.737569257872725e-12,
      "compression_ratio": 0.9396551724137931,
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      "start": 2156.597,
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      "text": "我们让他想做一个什么事情呢",
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      "no_speech_prob": 9.737569257872725e-12,
      "compression_ratio": 0.9396551724137931,
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      "start": 2160.757,
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      "text": "比如说我现在想去做一个",
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      "compression_ratio": 1.4615384615384615,
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    {
      "start": 2165.997,
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      "text": "先生成12个月的一个",
      "chunk": 4,
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      "no_speech_prob": 1.2657050754705246e-11,
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    {
      "start": 2169.757,
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      "text": "这个比如说产品的一个销售的一个情况",
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      "start": 2173.137,
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      "text": "是吧",
      "chunk": 4,
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    {
      "start": 2173.517,
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      "text": "然后再把它会会总成一个年度的一个报告",
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      "start": 2176.457,
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      "text": "啊",
      "chunk": 4,
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      "text": "我们做这样一个情况",
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      "start": 2178.537,
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      "text": "这个实现啊",
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      "text": "帮我生成1到12月份",
      "chunk": 4,
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      "no_speech_prob": 1.2657050754705246e-11,
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      "start": 2183.577,
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      "text": "你就生成1到12月份",
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      "start": 2188.237,
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      "text": "嗯",
      "chunk": 4,
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      "text": "销售数据的CSV",
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      "text": "视力",
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      "text": "电子产品吧",
      "chunk": 4,
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      "text": "电子产品销售数据的CSV",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 1.1208274759699766e-11,
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      "text": "文件",
      "chunk": 4,
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      "no_speech_prob": 1.1208274759699766e-11,
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    {
      "start": 2207.957,
      "end": 2212.257,
      "text": "总计12个文件",
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      "start": 2212.257,
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      "text": "要求",
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      "text": "数据",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.24273885580209587,
      "no_speech_prob": 1.1208274759699766e-11,
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    {
      "start": 2218.297,
      "end": 2220.897,
      "text": "尽量真实",
      "chunk": 4,
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      "no_speech_prob": 1.2804150968659389e-11,
      "compression_ratio": 1.3270142180094786,
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      "start": 2220.897,
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      "text": "尽量真实一点",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 1.2804150968659389e-11,
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      "start": 2222.837,
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      "text": "这个就是我们的需求",
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      "text": "这是我们的需求",
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      "start": 2227.957,
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      "text": "然后我现在进入到Codex",
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      "no_speech_prob": 1.2804150968659389e-11,
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      "start": 2230.297,
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      "text": "我先让他把CSV数据给他生产出来",
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      "start": 2238.557,
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      "text": "生产出来之后",
      "chunk": 4,
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      "avg_logprob": -0.10691835169206586,
      "no_speech_prob": 1.2804150968659389e-11,
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      "start": 2239.477,
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      "text": "然后我让他并行的去处理12个月的数据",
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      "no_speech_prob": 1.2804150968659389e-11,
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    {
      "start": 2243.337,
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      "text": "最终我关注的是年度的这个销售数据的一个报告",
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      "no_speech_prob": 1.2804150968659389e-11,
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      "start": 2248.257,
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      "text": "这个报告的话",
      "chunk": 4,
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      "no_speech_prob": 1.2597506371392342e-11,
      "compression_ratio": 1.3526570048309179,
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      "start": 2250.017,
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      "text": "我想让它生成这个",
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      "start": 2252.777,
      "end": 2254.717,
      "text": "然后看一下",
      "chunk": 4,
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      "start": 2254.717,
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      "text": "生成一个PDF吧",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 1.2597506371392342e-11,
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      "start": 2256.297,
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      "text": "区分一下",
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    {
      "start": 2257.197,
      "end": 2258.557,
      "text": "就生成PDF数据吧",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 1.2597506371392342e-11,
      "compression_ratio": 1.3526570048309179,
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    {
      "start": 2258.557,
      "end": 2260.797,
      "text": "这样大家会看到更加清晰一些",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.18102329748648185,
      "no_speech_prob": 1.2597506371392342e-11,
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    {
      "start": 2260.797,
      "end": 2265.377,
      "text": "首先先生成",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 1.2597506371392342e-11,
      "compression_ratio": 1.3526570048309179,
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    {
      "start": 2265.377,
      "end": 2266.837,
      "text": "先生成完之后的话",
      "chunk": 4,
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      "no_speech_prob": 1.2597506371392342e-11,
      "compression_ratio": 1.3526570048309179,
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    {
      "start": 2266.837,
      "end": 2268.217,
      "text": "然后再去处理",
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      "start": 2268.217,
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      "text": "这个就是我们想",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 1.2597506371392342e-11,
      "compression_ratio": 1.3526570048309179,
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    {
      "start": 2272.817,
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      "text": "并行的去处理一个cell数据",
      "chunk": 4,
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      "no_speech_prob": 1.2597506371392342e-11,
      "compression_ratio": 1.3526570048309179,
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    {
      "start": 2274.917,
      "end": 2277.517,
      "text": "这只是一个案例",
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      "start": 2277.517,
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      "text": "就是大家你可以以后",
      "chunk": 4,
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      "text": "不管是CSV数据也好",
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      "text": "还是其他的各种各样的文件",
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      "start": 2282.477,
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      "text": "只要他需要分批处理的",
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      "start": 2286.877,
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      "text": "然后需要做一个汇总的这种场景",
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      "start": 2289.597,
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      "text": "就特别适合用子智能体去做一个优化",
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      "start": 2293.897,
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      "text": "就提高它的一个效率",
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      "start": 2295.577,
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      "text": "所以这一块是大家可以去关注的一个点",
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      "start": 2307.517,
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      "text": "所以他生成完之后的话",
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      "text": "我们再来做一个汇总啊",
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      "start": 2312.177,
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      "text": "等下会让他开发一个SysV的一个",
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      "text": "这个Worker是吧",
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      "text": "然后再去分析数据啊",
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      "text": "其实我现在可以同步开发",
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      "text": "我再切换到一个这个里面去啊",
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      "text": "我现在一边生成数据",
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      "text": "一边去切换到这个",
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      "start": 2332.457,
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      "text": "让他去开发这个agency",
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      "text": "比如说agents",
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      "text": "比如说",
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      "start": 2345.377,
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      "text": "我们进入到codex",
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      "text": "帮我",
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      "text": "你看12个月的数据基本上快生成完了",
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      "text": "是吧",
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      "text": "我首先让他开发一个这个subagents",
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      "text": "帮我配置一个",
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      "text": "CSV数据分析的子智能体",
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      "text": "然后啊",
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      "start": 2376.837,
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      "text": "能体和",
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      "text": "CSV",
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      "start": 2384.757,
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      "text": "想一下",
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      "start": 2389.997,
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      "text": "一个是做数据分析的",
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      "text": "就这个只是指分析给出这个结论是吧",
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      "start": 2397.097,
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      "text": "指正体和",
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      "start": 2400.413,
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      "text": "或者说怎么叫",
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      "text": "数据",
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      "start": 2407.593,
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      "text": "数据汇总",
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      "start": 2415.413,
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      "text": "CSIVE年度销售数据贵总生成PDF报告的",
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      "chunk": 5,
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      "start": 2448.893,
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      "text": "我们就分两类吧",
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      "text": "一类叫数据分析",
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      "start": 2459.153,
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      "text": "总结啊",
      "chunk": 5,
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      "text": "一个叫总结",
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      "text": "一个叫这个汇总啊",
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      "start": 2465.933,
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      "text": "总结这里",
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      "start": 2466.613,
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      "text": "总结我们就是输出txt啊",
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      "text": "报告",
      "chunk": 5,
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      "start": 2472.253,
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      "text": "和去生成PDF汇总报告",
      "chunk": 5,
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      "no_speech_prob": 9.896406610865327e-12,
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      "start": 2476.293,
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      "text": "就是两种场景",
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      "start": 2478.113,
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      "text": "我们都给它去加一下",
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    {
      "start": 2480.613,
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      "text": "就最后要看到两个文件",
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      "start": 2487.413,
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      "text": "一个是用来去生成TXT的",
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      "start": 2489.393,
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      "text": "一个是用来去生成PDF的",
      "chunk": 5,
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    {
      "start": 2491.233,
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      "text": "这个就是我们的需求",
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      "start": 2493.933,
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      "text": "然后数据来源",
      "chunk": 5,
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      "no_speech_prob": 9.896406610865327e-12,
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    {
      "start": 2495.273,
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      "text": "就这些CSV数据",
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    {
      "start": 2496.513,
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      "text": "所以我们等一下来看一下",
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    {
      "start": 2499.933,
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      "text": "这两个Worker的一个工作逻辑",
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      "compression_ratio": 0.8,
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    {
      "start": 2529.933,
      "end": 2538.013,
      "text": "好",
      "chunk": 5,
      "language": "zh",
      "avg_logprob": -0.25755142071925174,
      "no_speech_prob": 1.1643180343468007e-11,
      "compression_ratio": 1.3827751196172249,
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      "start": 2538.013,
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      "text": "我们等它生成",
      "chunk": 5,
      "language": "zh",
      "avg_logprob": -0.25755142071925174,
      "no_speech_prob": 1.1643180343468007e-11,
      "compression_ratio": 1.3827751196172249,
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    },
    {
      "start": 2538.813,
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      "text": "然后我们首先来看一下这个数据啊",
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    {
      "start": 2541.893,
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      "text": "1月份",
      "chunk": 5,
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    },
    {
      "start": 2543.213,
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      "text": "2月份",
      "chunk": 5,
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    },
    {
      "start": 2544.693,
      "end": 2545.273,
      "text": "3月份",
      "chunk": 5,
      "language": "zh",
      "avg_logprob": -0.25755142071925174,
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    },
    {
      "start": 2545.273,
      "end": 2546.133,
      "text": "4月份",
      "chunk": 5,
      "language": "zh",
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      "no_speech_prob": 1.1643180343468007e-11,
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    },
    {
      "start": 2546.133,
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      "text": "这个数据看上去没什么问题啊",
      "chunk": 5,
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    },
    {
      "start": 2548.273,
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      "text": "都是一些电子产品的销售数据是吧",
      "chunk": 5,
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    {
      "start": 2550.253,
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      "text": "然后我们等一下看一下",
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    {
      "start": 2552.473,
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      "text": "这个生成出来的报告是什么样的",
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      "start": 2554.813,
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      "text": "然后现在它在开发这个",
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    },
    {
      "start": 2557.753,
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      "text": "Subagency",
      "chunk": 5,
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    {
      "start": 2559.233,
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      "text": "这里需要一点时间",
      "chunk": 5,
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      "start": 2563.113,
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      "text": "他帮我去写了一个agents.md文件",
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      "start": 2575.993,
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      "text": "因为我之前这个有一套规范",
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      "start": 2579.313,
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      "text": "我定义了一套全局的ddt规范",
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      "start": 2581.673,
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      "text": "所以他把这个领域的这个规范",
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      "start": 2585.193,
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      "text": "也应用到了C4V的这个分析里面去了",
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      "text": "其实是不需要这个规范的",
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      "text": "但是我因为我当时写了全局规范了",
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      "start": 2592.433,
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      "text": "所以他也把它考虑进去了",
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      "start": 2593.793,
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      "text": "这个也没关系",
      "chunk": 5,
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      "start": 2595.833,
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      "text": "我们只要看那个subagents能不能生成就完了",
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      "start": 2599.873,
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      "text": "你看TOM语法教验通过",
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      "start": 2605.153,
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      "text": "目录也预计生成",
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      "text": "然后",
      "chunk": 5,
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    {
      "start": 2607.213,
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      "text": "他",
      "chunk": 5,
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      "start": 2609.653,
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      "text": "看一下",
      "chunk": 5,
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    {
      "start": 2611.133,
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      "text": "这个子这张体",
      "chunk": 5,
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    {
      "start": 2617.433,
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      "text": "在Codex目录下面",
      "chunk": 5,
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      "start": 2620.273,
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      "text": "有一个agents",
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      "start": 2621.593,
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      "text": "agents下面生成了这个",
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      "start": 2623.313,
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      "text": "首先是一个tom文件",
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      "start": 2625.153,
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      "text": "你看这次的是一个tom文件的方式",
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      "text": "它不是一个markdown了",
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      "text": "就这个",
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      "text": "我看一下应该也是可以的",
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      "text": "tom文件",
      "chunk": 5,
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      "start": 2635.273,
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      "text": "描述",
      "chunk": 5,
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    {
      "start": 2638.453,
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      "text": "然后包括一些这个细节啊",
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    {
      "start": 2641.713,
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      "text": "是吧",
      "chunk": 5,
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    {
      "start": 2642.013,
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      "text": "都是可以的",
      "chunk": 5,
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    {
      "start": 2643.773,
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      "text": "就他用markdown跟那个都是可以执行的",
      "chunk": 5,
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    {
      "start": 2646.613,
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      "text": "这个tome文件也是ok的",
      "chunk": 5,
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    {
      "start": 2649.533,
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      "text": "咱们都是配置文件",
      "chunk": 5,
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      "no_speech_prob": 1.0985830301013522e-11,
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    {
      "start": 2650.613,
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      "text": "工作方式",
      "chunk": 5,
      "language": "zh",
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      "no_speech_prob": 1.0985830301013522e-11,
      "compression_ratio": 1.1379310344827587,
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    },
    {
      "start": 2652.293,
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      "text": "然后年度汇总",
      "chunk": 5,
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    {
      "start": 2653.453,
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      "text": "这个是pdf的是吧",
      "chunk": 5,
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    {
      "start": 2655.093,
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      "text": "这是tst的",
      "chunk": 5,
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    {
      "start": 2656.913,
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      "text": "你看它的报告就不太一样了",
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      "start": 2659.053,
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      "text": "是吧",
      "chunk": 5,
      "language": "zh",
      "avg_logprob": -0.28301252969881385,
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    {
      "start": 2659.313,
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      "text": "现在我们就让它干活了",
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    {
      "start": 2661.253,
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      "text": "帮我生成",
      "chunk": 5,
      "language": "zh",
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      "no_speech_prob": 1.0985830301013522e-11,
      "compression_ratio": 1.1379310344827587,
      "source": "whisper"
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    {
      "start": 2668.373,
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      "text": "pdf报告",
      "chunk": 5,
      "language": "zh",
      "avg_logprob": -0.20013857787510134,
      "no_speech_prob": 7.70716216541567e-12,
      "compression_ratio": 0.9344262295081968,
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      "start": 2678.853,
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      "text": "你就这么说",
      "chunk": 5,
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      "no_speech_prob": 7.70716216541567e-12,
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    {
      "start": 2680.833,
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      "text": "帮我分析当前所有",
      "chunk": 5,
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      "no_speech_prob": 7.70716216541567e-12,
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      "text": "csv文件",
      "chunk": 5,
      "language": "zh",
      "avg_logprob": -0.20013857787510134,
      "no_speech_prob": 7.70716216541567e-12,
      "compression_ratio": 0.9344262295081968,
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    {
      "start": 2688.953,
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      "text": "然后输出",
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      "start": 2691.133,
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      "text": "这里我们提一下",
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    {
      "start": 2694.593,
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      "text": "然后调用子智能体",
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    },
    {
      "start": 2697.973,
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      "text": "生成TXT报告和PDF报告",
      "chunk": 5,
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      "avg_logprob": -0.21445574079241073,
      "no_speech_prob": 8.221737526903361e-12,
      "compression_ratio": 1.1823529411764706,
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    {
      "start": 2706.933,
      "end": 2709.273,
      "text": "好就完事了",
      "chunk": 5,
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      "no_speech_prob": 8.221737526903361e-12,
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    {
      "start": 2709.273,
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      "text": "然后这两个自动体",
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      "no_speech_prob": 8.221737526903361e-12,
      "compression_ratio": 1.1823529411764706,
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    {
      "start": 2712.193,
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      "text": "我们等一下看一下它的一个工作逻辑",
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      "no_speech_prob": 8.221737526903361e-12,
      "compression_ratio": 1.1823529411764706,
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    {
      "start": 2714.113,
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      "text": "现在还正在执行",
      "chunk": 5,
      "language": "zh",
      "avg_logprob": -0.21445574079241073,
      "no_speech_prob": 8.221737526903361e-12,
      "compression_ratio": 1.1823529411764706,
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    {
      "start": 2715.973,
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      "text": "就看一下它两个可以并行处理",
      "chunk": 5,
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      "no_speech_prob": 8.221737526903361e-12,
      "compression_ratio": 1.1823529411764706,
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    },
    {
      "start": 2718.773,
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      "text": "同时生成这个TXT跟PDF",
      "chunk": 5,
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      "no_speech_prob": 8.221737526903361e-12,
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    {
      "start": 2727.973,
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      "text": "它会首先去分析这个SysV",
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    {
      "start": 2757.173,
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      "text": "里面的一些数据",
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      "compression_ratio": 1.401639344262295,
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    {
      "start": 2758.633,
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      "text": "然后包括一些任务",
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    {
      "start": 2761.333,
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      "text": "看一下这个agents有没有在工作了",
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    {
      "start": 2764.533,
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      "text": "agents",
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    {
      "start": 2766.293,
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      "text": "你看现在有一个在工作了",
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    {
      "start": 2769.273,
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      "text": "但是还没定性是不是worker",
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    {
      "start": 2771.993,
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      "text": "因为他没写文件了",
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    {
      "start": 2773.533,
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      "text": "他在做分析",
      "chunk": 5,
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    {
      "start": 2774.353,
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      "text": "所以这个是一个默认的",
      "chunk": 5,
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      "compression_ratio": 1.401639344262295,
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    },
    {
      "start": 2777.173,
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      "text": "你看这个agents县层里面",
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      "compression_ratio": 1.401639344262295,
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    },
    {
      "start": 2778.893,
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      "text": "他还在工作",
      "chunk": 5,
      "language": "zh",
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      "no_speech_prob": 1.722532359804685e-11,
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    },
    {
      "start": 2779.733,
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      "text": "我现在已经切换到这个直升体里面了",
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      "compression_ratio": 1.401639344262295,
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    {
      "start": 2783.493,
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      "text": "他现在还在执行",
      "chunk": 5,
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    {
      "start": 2785.373,
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      "text": "所以还看不出来它的一个类型",
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      "start": 2788.033,
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      "text": "你看现在是不是就有了",
      "chunk": 5,
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    {
      "start": 2789.953,
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      "text": "当前的",
      "chunk": 5,
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    {
      "start": 2791.213,
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      "text": "你看下面两个再生成PDF跟Word了",
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      "text": "跟这个DXT了",
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    {
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      "text": "所以它是Walk了",
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    {
      "start": 2797.373,
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      "text": "就是切换到这个里面去",
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      "compression_ratio": 1.4135021097046414,
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    {
      "start": 2799.613,
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      "text": "切换到这个子智能体里面",
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    {
      "start": 2801.633,
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      "text": "它现在再读取一些工具了",
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    {
      "start": 2804.373,
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      "text": "你看这个是读",
      "chunk": 5,
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    {
      "start": 2807.193,
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      "text": "这个是生成PDF的",
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    {
      "start": 2809.393,
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      "text": "我们再切换到另外一个",
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    {
      "start": 2811.533,
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      "text": "这个是看一下",
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    {
      "start": 2814.233,
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      "text": "这个就是txt了啊",
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    {
      "start": 2817.433,
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      "text": "就一个txt一个是这个pdf啊",
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    {
      "start": 2823.233,
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      "text": "然后还有一个这个是干嘛的",
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    {
      "start": 2829.433,
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      "text": "这个是之前的",
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    {
      "start": 2831.133,
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      "text": "这是之前去生成这个文件的",
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    {
      "start": 2838.593,
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      "text": "直读完成",
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      "start": 2839.573,
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      "text": "没有",
      "chunk": 5,
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    {
      "start": 2839.893,
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      "text": "这是之前去生成agents的那些个",
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    {
      "start": 2843.973,
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      "text": "这个县城啊",
      "chunk": 5,
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      "start": 2848.373,
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      "text": "目前你看这里有一个绿色的啊",
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      "start": 2850.913,
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      "text": "绿色的就是正在工作的啊",
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    {
      "start": 2854.013,
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      "text": "活动的",
      "chunk": 5,
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    {
      "start": 2855.313,
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      "text": "然后这个白色的就是聪明已经关掉了啊",
      "chunk": 5,
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    {
      "start": 2858.633,
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      "text": "所以我们主要关注这两个worker就行了",
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    {
      "start": 2861.673,
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      "text": "一个生成pdf的一个生成这个txt的啊",
      "chunk": 5,
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      "start": 2866.773,
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      "text": "所以他主要关注这两个就行了",
      "chunk": 5,
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    {
      "start": 2869.613,
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      "text": "啊在这个下面我们会看到他整个的一个报告",
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    {
      "start": 2872.633,
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      "text": "是吧",
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    {
      "start": 2873.973,
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      "text": "好",
      "chunk": 5,
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    {
      "start": 2876.314,
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      "text": "那等他跑完",
      "chunk": 6,
      "language": "zh",
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    {
      "start": 2877.154,
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      "text": "跑完之后",
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    {
      "start": 2877.614,
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      "text": "我们就能看到那个报告了",
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    {
      "start": 2889.614,
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      "text": "编码入口修好了",
      "chunk": 6,
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    {
      "start": 2897.754,
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      "text": "然后再验证这个PowerShell到Python",
      "chunk": 6,
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    {
      "start": 2900.394,
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      "text": "可以保持UTF刚报",
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    {
      "start": 2901.854,
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      "text": "就是它这个中间会帮你去考虑一些编码问题",
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    {
      "start": 2905.034,
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      "text": "如果说你有一些编码问题的话",
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      "start": 2907.574,
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      "text": "这个时候它可能会有一些问题",
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      "start": 2910.074,
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      "text": "所以这个细节大家需要考虑一下",
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      "no_speech_prob": 1.610934129148145e-11,
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    {
      "start": 2912.994,
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      "text": "这里面有些进程它可能报错了",
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      "start": 2918.194,
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      "text": "那你要去看一下",
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      "no_speech_prob": 1.610934129148145e-11,
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      "start": 2919.434,
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      "text": "如果他跑了很久的话",
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      "start": 2921.674,
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      "text": "你可以关注一下",
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      "start": 2922.634,
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      "text": "当然他都会帮你去处理",
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    },
    {
      "start": 2924.474,
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      "text": "只是这个时间可能会耗费比较久",
      "chunk": 6,
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      "start": 2927.474,
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      "text": "你看报告已经写出来了",
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    {
      "start": 2936.234,
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      "text": "然后他会复合一下",
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    },
    {
      "start": 2937.614,
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      "text": "但是他没写文件啊",
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    {
      "start": 2941.134,
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      "text": "他已经输出了",
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    {
      "start": 2942.754,
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      "text": "看一下",
      "chunk": 6,
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    },
    {
      "start": 2943.894,
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      "text": "TXT的已经写完了啊",
      "chunk": 6,
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      "start": 2945.574,
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      "text": "你看这个TXT的给了一个报告",
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    {
      "start": 2947.314,
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      "text": "总的一个情况",
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    {
      "start": 2950.374,
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      "text": "是吧",
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      "start": 2950.694,
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      "text": "销售数据啊",
      "chunk": 6,
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      "start": 2951.774,
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      "text": "品类啊",
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      "start": 2952.794,
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      "text": "是吧",
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      "text": "品牌啊",
      "chunk": 6,
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    {
      "start": 2953.894,
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      "text": "应该是不是都帮你分析的清清楚楚的",
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    {
      "start": 2956.114,
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      "text": "渠道啊",
      "chunk": 6,
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      "text": "是吧",
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    {
      "start": 2957.114,
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      "text": "整个的都帮你分析了",
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    },
    {
      "start": 2959.314,
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      "text": "然后还差一个PDF的",
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      "text": "PDF的慢一点啊",
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      "start": 2963.174,
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      "text": "因为他要去",
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      "start": 2964.834,
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      "text": "叫PDF的一些库",
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      "start": 2966.074,
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      "text": "然后我们看一下这个agency",
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    },
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      "start": 2968.854,
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      "text": "有一个是已经终结了",
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      "start": 2971.054,
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      "text": "但这里还在work",
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      "start": 2972.934,
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      "text": "看一下这个",
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    },
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      "start": 2975.454,
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      "text": "这个还在写啊",
      "chunk": 6,
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    {
      "start": 2977.314,
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      "text": "这个生日PDF的会稍微慢一点",
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      "text": "因为他可能还要画一些图表啊",
      "chunk": 6,
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      "start": 2982.674,
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      "text": "所以就慢一点",
      "chunk": 6,
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      "start": 2984.534,
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      "text": "那这个数据还是挺完善的是吧",
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      "start": 2988.834,
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      "text": "帮我们把一些细节问题",
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      "start": 2990.114,
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      "text": "其实都考虑的非常清楚了",
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      "text": "所以大家看到这个报告的时候啊",
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    {
      "start": 2994.894,
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      "text": "已经是他里面做了非常多的总结归纳了",
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      "text": "然后这个PDF会稍微慢一点",
      "chunk": 6,
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      "start": 3001.054,
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      "text": "所以我们回过头再来看一下",
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      "start": 3007.174,
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      "text": "在这个文档里面",
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      "text": "这里就可以提到",
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      "text": "就这些个点啊",
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      "text": "一些C4V的这些个数据的话",
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      "start": 3013.654,
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      "text": "大家可以用在各种各样的场景里面啊",
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      "start": 3016.554,
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      "text": "不要局限于这个C4V这个场景啊",
      "chunk": 6,
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      "start": 3019.014,
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      "text": "你可以把它用到各种啊",
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      "start": 3021.314,
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      "text": "包括我们前面给他讲的那个代码分析",
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      "text": "也是一个比较好的场景是吧",
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      "text": "就是这种可以并行的",
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      "text": "分批量的去跑的任务",
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      "text": "你都可以交给这个",
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      "text": "Codex的一个subagents",
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      "text": "让他专门去写一个字笼体",
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      "text": "这样的话",
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      "text": "它可以并行的去处理",
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      "text": "它的效率会很高",
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      "start": 3044.014,
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      "text": "就生成这个报告的话",
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      "text": "哎",
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      "text": "效率就比较高啊",
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      "text": "一些自动化测试啊",
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      "text": "是吧",
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      "text": "包括一些后端接口啊",
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      "text": "代码写完了",
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      "text": "我现在想通过CURL",
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      "text": "咱们再来去验证",
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      "text": "所以大家可以在这个里面",
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      "text": "加各种各样的一个场景啊",
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      "text": "都可以做很多事情",
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      "text": "然后pdf看有没有生成啊",
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      "text": "还没有生成这个比较慢啊",
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      "text": "因为它要涉及到非常多的代码逻辑啊",
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      "text": "因为他要保证不会出现乱码",
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      "text": "你看这个图表都是给咱们画出来的",
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      "text": "所以它的效果也算OK",
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