{
  "text": "OK 今天我们来讲一下\n为什么要部署本地大模型\n每次我做关于本地模型的视频\n都会看到评论区\n有一些朋友不理解\n就问你本地模型的意义是什么\nDeepSeek一个月用下来才多少钱\n现在买硬件\n你可能要好几年才能回本\n然后还要花时间折腾\n然后本地模型又没有云端模型\n速度快\n也没有云端模型的质量好\n那么今天我正好是在用本地的\nqwen 3.8 27b帮我把NAS改造成\n一个专门给我的云端和本地的AI\n用的共享记忆库\n所以就想趁机跟大家聊一下我的想法\n那么首先就是隐私\n隐私是当下用本地大模型最重要的理由\n那么我这个NAS里面是有很多的私人的照片\n我很多私人的文件\n同时为了把整个NAS从底层改造成一个安全的\n适合用来给我的云端Agent\n还有我的本地Agent\n共用的这样一个记忆库\n数据库 知识库\n我还是需要给我的Agent\n全权限的SSH进去做很多操作\n所以首先在对模型的选用上\n直接一棒子就把所有云端API给打死了\n那有的朋友可能就要说了\n在线的很多API都是明确写了的\n就是不会用你的数据去训练的\n你要是真的信\n我也只能就尊重你的想法\n我们就假设\n假设测试真的\n他不会选择你的数据进行训练\n你发过去的数据\n他是一点都不关心\n真的一点都不看\n良心爆棚 阅后即焚\n但是你的风险不仅仅是说你的隐私\n会被上传到云端\n因为在你自己的局域网里面\n连着这么多台电脑 手机等等设备\nagent 一个拥有root权限的agent\n它是会遍历你整个文件系统的\n所有文件系统\n不是说你让他读什么\n他就只读什么的\n他是自己会去搜索记录\n也可能会擅自去访问你的敏感信息\n虽然我也觉得我的数据可能就不止几块钱\n我又不是什么正在攻克最前沿的\n数学难题的数学家\n不用怕被剽窃点子\n但同时我也觉得大模型的云服务商\n他们最喜欢的就是用户的这种想法\n你觉得不值钱的东西\n在他们看来有可能是非常值钱\n所以在做这一类\n在局域网里面给他全线做工作的时候\n比起把数据送到一个嘴很甜\n但小动作可能不干净的云服务上\n我的做法是把AI直接放在我的数据旁边\n然后把他们照起来让他们出不去\n那么隐私是使用本地大模型最大的\n也是最一刀切的理由\n但它并不是所有理由\n接下来我还想从金钱速度还有质量的角度\n再扒开来跟大家聊聊我的想法\n先说金钱\n比如说DeepSeek是我用的最多的模型\n我很喜欢这个模型\n但是中间一段日子\n它要涨价就涨价\n可能是用的太多了\n真的很霸道就是说\n而且涨的不是一星半点\n那个涨价是直接可以让我的API费用\n从以前一个月300块人民币\n直接暴涨到一个月1000多人民币的那种涨价\n你怎么办\n它后来现在又更新了DeepSeek V4.1\nflash价格又降下来了\n但降价之后仍就是比涨价之前还要贵的\n也仍就是比本地部署AI的电费要贵\n贵得多\n按照我自己的用量一个月电费大概是200块钱\n但国内的朋友电价是我这边的三分之一\n也就是六七十块电费就够了\n那这时候也有的小伙伴要说了\n您这本地硬件也是要钱的\n更何况现在显卡这么贵\n内存也这么贵\n你想整一台AI主机\n那不得好几万块吗\n这句话对也不对\n就如果你现在在这个时间点\n像从零开始整一台用的相对舒服的AI主机\n比如说3090 4090甚至5090\n或者AMD AI PRO R9700或者7900XTX\n确实很贵\n假设你两万块钱配一套主机\n掐指一算\n也够你API用个两三年了\n而且这两三年你都一直可以用在线的\n最新的最好的比本地能力更强的大模型\n然而这笔账你还能反过来算\n就比如说我当时买我的4090的时候是1万块钱出头\n几年过去\n含泪血赚一倍\n还有比如说7900XTX这种AMD的显卡\n在它的生态起来之前\n它是只用5000来块钱\n而现在它被各路开源的大神优化好了\n价格也就涨上去了\n涨了好几千块钱\n这时候你再去买它\n划不划算呢\n我觉得非常见仁见智\n因为当时它只有5000块钱\n是因为它本来速度就慢\n一如它只有5000块钱的价值\n而现在它涨价了\n是因为它的价值变高了\n大家都意识到A卡被优化好了\n居然还这么好用\n所以显卡它的价格早就已经被它的算力提前定价了\n这时候你想买到便宜的算力\n只有两种可能\n一种就是像我运气好\n我本身当时就是有做3D方面的相关的工作的需求\n才买到4090\n我也没有想到有一天这张卡居然会能拿来跑本地AI\n还有一种就是你真的非常有远见\n你成天泡在社区\n非常懂技术\n第一时间能了解到某个框架的突然炸裂优化\n你看到了它无限的可能性\n而别人都还没看到\n然后你直接大手一挥低价抄底\n对于这两种人来说\n你买硬件不仅不亏钱\n还赚钱\n我当然不是说硬件接下来还会接着涨\n你们现在立马都要去充一张高端显卡\n绝对不是的\n因为我认为作为消费者我们能赚到的\n终究是少数\n大多数人都是等八手资料\n在社交网络上\n在飞个两三个月才能意识到趋势来了\n届时你看到的价格\n就是那张显卡当下的算力能够体现的价格\n要是回路再长一点\n你看到的时候已经是被黄牛炒到虚高的价格\n所以现在你们也要去买显卡\n买了显卡就可能还会再涨两年\n也可能第二天就开始跌\n我也不知道\n但是如果你买了显卡\n会因为涨了3000块或者跌了3000块\n就不买了\n说明你就不是刚需\n这个卡也没有为你产生什么价值\n所以你大概率就没必要买\n你就用API省心还划算\n因为如果是刚需\n十几万一张的Pro6000都会有人买的\n所以总结下来就是说\n价格这个事情\n没有一种视角是绝对正确的\n因为每个人的需求都不一样\n那么讲完价格\n我们再来说一下本地模型的能力\n很多不关注这方面的朋友\n可能是真的体会不到\n本地模型发展有多迅猛\n就在几个月前\n我这样一台4090的主机\n我用它来部署qwen 3.6 27B\n那个时候这个模型是给我带来了\n它确实给我带来了眼前一亮的感觉\n它相当于一个转折点\n就它越过了那条可用不可用的线\n第一次\n我是在一张消费级显卡上体会到\n一个本地仅有27B的模型\n居然能做那么多事情\n那时候我记得Hermes Agent\n也是刚出来没多久\n我就用本地的Hermes\n再搭配本地的qwen 3.6 27B这个模型\n代替Codex做了好多事情\n当然和Codex里面的GPT比起来\n差距也是实打实的很明显的\n你用它来做一些本地的小任务\n是没什么问题\n但是一旦干那种长链任务\n它干到一半还是会飘\n如果你不开MTP的话\n我记得一开始配好就有二三十token每秒\n后来我是研究优化配置\n然后又换框架\n然后开了MTP\n好的情况下\n也就五六十\n然后上下文是只能开到100K左右的\n然而仅仅过了不到半年\n才4个月\n现在qwen 3.8 27b出来\n然后新的推理框架\n比如说ninfer出来\nllama.cpp也是迎来了很大的更新\n现在基本是开箱即用\n然后同样的显卡\n我能优化到100多Token每秒\n上下文也是开到256K\n塞满也不会飘\n这边可以加一个资料\n最后就是我开头说的\n我要让qwen 3.8 27b 一把的NAS\n改造成一个用memorybear的记忆库的\n这样一个任务\n这个任务其实非常的复杂\n要涉及到NAS\n局域网云服务器\n然后还有自制的Gateway等等\n很多方面\n以及涉及到NAS的隐私\n还有安全性的问题\n在整个部署的过程中的遇到问题\n它还是要自主的去排查\n还有搜索网络\n像这样一个巨大的任务\n我是用云端的\nqwen 3.8 Max和GPT\n给它做了一个Plan\n然后一旦我把Plan给到位了\nqwen 3.8 27b\n它自己是能在后台工作好几个小时\n而且完美的完成每一个中间phase\n这样一个任务\n我从头到尾没有开新session\n就是截图里的这个\n比如说连续三小时的长连任务\n在之前好几个部署\n也都是一小时两小时起步的\n在那之后\n我也是又跑了好几个小时连续的\n我是直接把上下文开到256K\n就随它跑随它压\n几十轮上千步\n完全不会飘\n不会崩速度稳定\n在大概90到100tokens每秒\n就太离谱了\n太爽了\n题外话\n我现在是把它放在Codex里面用的\n我觉得目前我用下来\n是Codex是最好用的\nhermes agent做的还是好\n很稳很稳\n那么话说回来\n这种级别的任务\n如果你在四个月前\n就qwen 3.6 27B那个时代\n你跟我说\n我们做个本地小模型\n就3.6的下一代\n就已经可以做到\n自主推进好几个小时的任务\n并且成功\n那我会觉得你有幻觉了\n而且它任务完成的质量好\n也不是我随口说说的\n就是你把它交给云端顶级模型\n他们看了都说好\n那么下一点就是关于API的稳定性\n就为API万一炸了怎么办\n这种事情不常发生\n但是一旦发生了\n是真的要命的\n我自己也是经历过好几次了\n就是云端AI突然炸了\n连不上了\n就在我一边写这篇稿子\n一边在推另外一个自动剪辑的任务的时候\nOpenAI炸了\n它自己内部应该是在进行一个更新\n反正就在好久都用不了\n包括我之前用OpenCode的时候也炸过\n然后再用DeepSeek官方的API的时候也炸过\n对于我个人而言\n我现在大部分工作室没有AI\n就完全没有办法推进了\n当然当OpenAI炸了的时候\nDeepSeek不会说也同时炸了\n这种情况是很少发生的\n你完全可以切换到别的服务商去用\n但是如果是你自己的网络炸了\n谁来替你排查\n谁来替你干活\n所以现在在本地有一个4090级别\n再加上qwen 3.8 27b这个级别的算力\n对于我个人而言\n说是一个非常安心的保险\n我知道就即便出了任何事情\n只要不是整个世界都断电了\n我就还有一个算力可以用\n最后再简单提一下\n就很多朋友会关心的\n非常担心的部署的问题\n大家可能会觉得本地模型是不是超级复杂\n自己是不是要会编程才能玩\n这些说实话都没有担心的必要了\n四个月前qwen 3.6的那个时代\n我觉得确实是要一点动手能力的\n你自己要理解比较多的计算机基础的东西\n因为那时候的大模型还有Agent\n以及Harness都没有现在这么强的\n自主长链任务的能力\n那时候你要配置VLLM什么的是真的\n我自己又进终端手搓的\n当然是和AI一边聊天\n一边当Prompt的搬运工\n但整个流程就是非常繁琐\n要各种排错各种研究\n而现在不管是用comfy UI\n还是本地的语言大模型\n你随便找个云端API\n就比如说DeepSeek V4.1 Flash这种级别的\n再用hermes agent\n你就让它给你配\n两三句话的事情配好了\n配置好之后\n你就让它根据你的硬件去做测试\n它顺时就能自己自主跑一整天\n然后把你的硬件情况下\n你最好的参数全都给你试出来\n所以配置的门槛其实也是一直在下降的\nOK 最后\n其实我想说的是\n我并不认为每一个人\n都需要去部署自己的本地大模型\n我甚至不认为每个人都要去用AI\n我也不认为每个人都要去用电脑\n每个人都要去开车\n大家都有自己的生活方式\n你觉得怎么舒服怎么来\n对吧\n普通用户\n你偶尔问几个问题\n一天花个几万Token\n你有必要为这件事情去买个显卡吗\n不必吧\n或者你是做公司的工作\n你写代码虽然写的很多\n但是你公司会给你报销API费用\n或者给你买200美金一个月的Token plan\n那也很爽\n你也没有必要搞本地\n本地AI它是一个拥有权\n但同时也是一个取舍\n是一种妥协\n你要用一个更弱的模型\n你要自己去部署\n去维护麻烦的事情\n它还很吵\n噪音很大\n还有放热\n夏天的时候就是开着空调\n你都会觉得房间里面有种桑拿的感觉\n但是我个人\n我所有的创作\n包括我公司的管理\n包括各种乱七八糟的杂物\n全都是交给Agent去办的\n所以本地算力对于我来说\n是一个相当有必要的基础设施\n对于你自己的用途人员\n它也有可能是一个很合理的选择\n而最后的最后\n我想说的是\n所有事情都是图个开心而已\n本地部署一个AI大模型\n对于我个人来说\n是一个非常让我开心\n让我觉得非常好玩的事情\n就跟自己装电脑\n或者说自己修车一样\n我自己折腾的每分每秒都是在享受\n所以如果你喜欢类似的话题\n有空欢迎再来听我唠嗑\n我们下期再见",
  "language": "zh",
  "duration": 701.0,
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    {
      "id": 0,
      "start": 0.166,
      "end": 1.468,
      "text": "OK 今天我们来讲一下",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 1,
      "start": 1.601,
      "end": 3.503,
      "text": "为什么要部署本地大模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 2,
      "start": 3.57,
      "end": 5.772,
      "text": "每次我做关于本地模型的视频",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 3,
      "start": 5.772,
      "end": 6.606,
      "text": "都会看到评论区",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 4,
      "start": 6.606,
      "end": 7.774,
      "text": "有一些朋友不理解",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 5,
      "start": 7.774,
      "end": 10.343,
      "text": "就问你本地模型的意义是什么",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 6,
      "start": 10.343,
      "end": 12.112,
      "text": "DeepSeek一个月用下来才多少钱",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 7,
      "start": 12.145,
      "end": 12.912,
      "text": "现在买硬件",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 8,
      "start": 12.912,
      "end": 14.547,
      "text": "你可能要好几年才能回本",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 9,
      "start": 14.547,
      "end": 16.049,
      "text": "然后还要花时间折腾",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 10,
      "start": 16.116,
      "end": 18.084,
      "text": "然后本地模型又没有云端模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 11,
      "start": 18.084,
      "end": 18.651,
      "text": "速度快",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 12,
      "start": 18.651,
      "end": 20.253,
      "text": "也没有云端模型的质量好",
      "source": "video_source_subtitle",
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    },
    {
      "id": 13,
      "start": 20.253,
      "end": 22.389,
      "text": "那么今天我正好是在用本地的",
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    },
    {
      "id": 14,
      "start": 22.389,
      "end": 25.291,
      "text": "qwen 3.8 27b帮我把NAS改造成",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 15,
      "start": 25.291,
      "end": 27.794,
      "text": "一个专门给我的云端和本地的AI",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 16,
      "start": 28.028,
      "end": 29.496,
      "text": "用的共享记忆库",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 17,
      "start": 29.696,
      "end": 31.931,
      "text": "所以就想趁机跟大家聊一下我的想法",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 18,
      "start": 31.931,
      "end": 33.533,
      "text": "那么首先就是隐私",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 19,
      "start": 33.666,
      "end": 36.369,
      "text": "隐私是当下用本地大模型最重要的理由",
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    },
    {
      "id": 20,
      "start": 36.369,
      "end": 39.105,
      "text": "那么我这个NAS里面是有很多的私人的照片",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 21,
      "start": 39.105,
      "end": 40.473,
      "text": "我很多私人的文件",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 22,
      "start": 40.573,
      "end": 44.644,
      "text": "同时为了把整个NAS从底层改造成一个安全的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 23,
      "start": 44.644,
      "end": 46.246,
      "text": "适合用来给我的云端Agent",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 24,
      "start": 46.246,
      "end": 47.547,
      "text": "还有我的本地Agent",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 25,
      "start": 47.68,
      "end": 49.482,
      "text": "共用的这样一个记忆库",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 26,
      "start": 49.516,
      "end": 50.617,
      "text": "数据库 知识库",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 27,
      "start": 50.683,
      "end": 52.018,
      "text": "我还是需要给我的Agent",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 28,
      "start": 52.018,
      "end": 55.088,
      "text": "全权限的SSH进去做很多操作",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 29,
      "start": 55.088,
      "end": 57.257,
      "text": "所以首先在对模型的选用上",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 30,
      "start": 57.323,
      "end": 59.726,
      "text": "直接一棒子就把所有云端API给打死了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 31,
      "start": 59.726,
      "end": 61.728,
      "text": "那有的朋友可能就要说了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 32,
      "start": 61.728,
      "end": 63.83,
      "text": "在线的很多API都是明确写了的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 33,
      "start": 63.83,
      "end": 66.433,
      "text": "就是不会用你的数据去训练的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 34,
      "start": 66.433,
      "end": 67.567,
      "text": "你要是真的信",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 35,
      "start": 67.6,
      "end": 69.836,
      "text": "我也只能就尊重你的想法",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 36,
      "start": 69.836,
      "end": 70.87,
      "text": "我们就假设",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 37,
      "start": 70.904,
      "end": 72.005,
      "text": "假设测试真的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 38,
      "start": 72.005,
      "end": 74.007,
      "text": "他不会选择你的数据进行训练",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 39,
      "start": 74.007,
      "end": 75.041,
      "text": "你发过去的数据",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 40,
      "start": 75.041,
      "end": 76.142,
      "text": "他是一点都不关心",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 41,
      "start": 76.142,
      "end": 77.21,
      "text": "真的一点都不看",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 42,
      "start": 77.31,
      "end": 79.045,
      "text": "良心爆棚 阅后即焚",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 43,
      "start": 79.145,
      "end": 81.948,
      "text": "但是你的风险不仅仅是说你的隐私",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 44,
      "start": 81.948,
      "end": 83.149,
      "text": "会被上传到云端",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 45,
      "start": 83.249,
      "end": 85.151,
      "text": "因为在你自己的局域网里面",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 46,
      "start": 85.218,
      "end": 87.587,
      "text": "连着这么多台电脑 手机等等设备",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 47,
      "start": 87.754,
      "end": 90.69,
      "text": "agent 一个拥有root权限的agent",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 48,
      "start": 90.69,
      "end": 93.359,
      "text": "它是会遍历你整个文件系统的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 49,
      "start": 93.359,
      "end": 94.394,
      "text": "所有文件系统",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 50,
      "start": 94.394,
      "end": 95.829,
      "text": "不是说你让他读什么",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 51,
      "start": 95.829,
      "end": 97.063,
      "text": "他就只读什么的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 52,
      "start": 97.063,
      "end": 98.631,
      "text": "他是自己会去搜索记录",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 53,
      "start": 98.765,
      "end": 100.934,
      "text": "也可能会擅自去访问你的敏感信息",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 54,
      "start": 101.034,
      "end": 103.937,
      "text": "虽然我也觉得我的数据可能就不止几块钱",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 55,
      "start": 103.937,
      "end": 106.473,
      "text": "我又不是什么正在攻克最前沿的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 56,
      "start": 106.473,
      "end": 107.707,
      "text": "数学难题的数学家",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 57,
      "start": 107.707,
      "end": 109.175,
      "text": "不用怕被剽窃点子",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 58,
      "start": 109.175,
      "end": 111.778,
      "text": "但同时我也觉得大模型的云服务商",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 59,
      "start": 111.778,
      "end": 114.247,
      "text": "他们最喜欢的就是用户的这种想法",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 60,
      "start": 114.38,
      "end": 115.748,
      "text": "你觉得不值钱的东西",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 61,
      "start": 115.748,
      "end": 118.451,
      "text": "在他们看来有可能是非常值钱",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 62,
      "start": 118.451,
      "end": 119.385,
      "text": "所以在做这一类",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 63,
      "start": 119.519,
      "end": 122.188,
      "text": "在局域网里面给他全线做工作的时候",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 64,
      "start": 122.388,
      "end": 124.657,
      "text": "比起把数据送到一个嘴很甜",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 65,
      "start": 124.657,
      "end": 126.793,
      "text": "但小动作可能不干净的云服务上",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 66,
      "start": 126.993,
      "end": 130.129,
      "text": "我的做法是把AI直接放在我的数据旁边",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 67,
      "start": 130.129,
      "end": 132.332,
      "text": "然后把他们照起来让他们出不去",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 68,
      "start": 132.332,
      "end": 134.767,
      "text": "那么隐私是使用本地大模型最大的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 69,
      "start": 134.767,
      "end": 136.369,
      "text": "也是最一刀切的理由",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 70,
      "start": 136.369,
      "end": 137.971,
      "text": "但它并不是所有理由",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 71,
      "start": 137.971,
      "end": 140.64,
      "text": "接下来我还想从金钱速度还有质量的角度",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 72,
      "start": 140.707,
      "end": 142.709,
      "text": "再扒开来跟大家聊聊我的想法",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 73,
      "start": 142.709,
      "end": 143.443,
      "text": "先说金钱",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 74,
      "start": 143.643,
      "end": 146.079,
      "text": "比如说DeepSeek是我用的最多的模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 75,
      "start": 146.112,
      "end": 147.213,
      "text": "我很喜欢这个模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 76,
      "start": 147.213,
      "end": 148.948,
      "text": "但是中间一段日子",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 77,
      "start": 148.948,
      "end": 150.316,
      "text": "它要涨价就涨价",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 78,
      "start": 150.45,
      "end": 151.584,
      "text": "可能是用的太多了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 79,
      "start": 151.584,
      "end": 153.152,
      "text": "真的很霸道就是说",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 80,
      "start": 153.152,
      "end": 154.954,
      "text": "而且涨的不是一星半点",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 81,
      "start": 154.988,
      "end": 157.39,
      "text": "那个涨价是直接可以让我的API费用",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 82,
      "start": 157.39,
      "end": 159.225,
      "text": "从以前一个月300块人民币",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 83,
      "start": 159.292,
      "end": 162.328,
      "text": "直接暴涨到一个月1000多人民币的那种涨价",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 84,
      "start": 162.428,
      "end": 163.029,
      "text": "你怎么办",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 85,
      "start": 163.163,
      "end": 165.532,
      "text": "它后来现在又更新了DeepSeek V4.1",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 86,
      "start": 165.532,
      "end": 167.033,
      "text": "flash价格又降下来了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 87,
      "start": 167.033,
      "end": 169.936,
      "text": "但降价之后仍就是比涨价之前还要贵的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 88,
      "start": 170.036,
      "end": 172.872,
      "text": "也仍就是比本地部署AI的电费要贵",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 89,
      "start": 172.972,
      "end": 173.673,
      "text": "贵得多",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 90,
      "start": 173.74,
      "end": 176.91,
      "text": "按照我自己的用量一个月电费大概是200块钱",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 91,
      "start": 176.91,
      "end": 179.379,
      "text": "但国内的朋友电价是我这边的三分之一",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 92,
      "start": 179.379,
      "end": 181.581,
      "text": "也就是六七十块电费就够了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 93,
      "start": 181.681,
      "end": 183.75,
      "text": "那这时候也有的小伙伴要说了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 94,
      "start": 183.75,
      "end": 185.852,
      "text": "您这本地硬件也是要钱的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 95,
      "start": 185.885,
      "end": 187.554,
      "text": "更何况现在显卡这么贵",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 96,
      "start": 187.554,
      "end": 188.688,
      "text": "内存也这么贵",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 97,
      "start": 188.788,
      "end": 190.189,
      "text": "你想整一台AI主机",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 98,
      "start": 190.189,
      "end": 191.257,
      "text": "那不得好几万块吗",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 99,
      "start": 191.558,
      "end": 193.326,
      "text": "这句话对也不对",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 100,
      "start": 193.693,
      "end": 195.662,
      "text": "就如果你现在在这个时间点",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 101,
      "start": 195.662,
      "end": 199.065,
      "text": "像从零开始整一台用的相对舒服的AI主机",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 102,
      "start": 199.165,
      "end": 201.601,
      "text": "比如说3090 4090甚至5090",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 103,
      "start": 201.601,
      "end": 204.971,
      "text": "或者AMD AI PRO R9700或者7900XTX",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 104,
      "start": 204.971,
      "end": 205.738,
      "text": "确实很贵",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 105,
      "start": 206.005,
      "end": 207.84,
      "text": "假设你两万块钱配一套主机",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 106,
      "start": 207.84,
      "end": 208.608,
      "text": "掐指一算",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 107,
      "start": 208.708,
      "end": 210.543,
      "text": "也够你API用个两三年了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 108,
      "start": 210.543,
      "end": 213.112,
      "text": "而且这两三年你都一直可以用在线的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 109,
      "start": 213.112,
      "end": 216.449,
      "text": "最新的最好的比本地能力更强的大模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 110,
      "start": 216.616,
      "end": 219.152,
      "text": "然而这笔账你还能反过来算",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 111,
      "start": 219.152,
      "end": 222.455,
      "text": "就比如说我当时买我的4090的时候是1万块钱出头",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 112,
      "start": 222.522,
      "end": 223.556,
      "text": "几年过去",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 113,
      "start": 223.556,
      "end": 225.024,
      "text": "含泪血赚一倍",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 114,
      "start": 225.024,
      "end": 227.56,
      "text": "还有比如说7900XTX这种AMD的显卡",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 115,
      "start": 227.794,
      "end": 229.128,
      "text": "在它的生态起来之前",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 116,
      "start": 229.229,
      "end": 230.73,
      "text": "它是只用5000来块钱",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 117,
      "start": 230.964,
      "end": 234.033,
      "text": "而现在它被各路开源的大神优化好了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 118,
      "start": 234.2,
      "end": 235.468,
      "text": "价格也就涨上去了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 119,
      "start": 235.535,
      "end": 236.703,
      "text": "涨了好几千块钱",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 120,
      "start": 236.703,
      "end": 238.137,
      "text": "这时候你再去买它",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 121,
      "start": 238.304,
      "end": 239.272,
      "text": "划不划算呢",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 122,
      "start": 239.405,
      "end": 240.907,
      "text": "我觉得非常见仁见智",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 123,
      "start": 241.074,
      "end": 243.042,
      "text": "因为当时它只有5000块钱",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 124,
      "start": 243.042,
      "end": 244.51,
      "text": "是因为它本来速度就慢",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 125,
      "start": 244.677,
      "end": 246.446,
      "text": "一如它只有5000块钱的价值",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 126,
      "start": 246.446,
      "end": 247.58,
      "text": "而现在它涨价了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 127,
      "start": 247.58,
      "end": 249.015,
      "text": "是因为它的价值变高了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 128,
      "start": 249.015,
      "end": 250.917,
      "text": "大家都意识到A卡被优化好了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 129,
      "start": 250.917,
      "end": 252.051,
      "text": "居然还这么好用",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 130,
      "start": 252.051,
      "end": 256.422,
      "text": "所以显卡它的价格早就已经被它的算力提前定价了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 131,
      "start": 256.489,
      "end": 258.524,
      "text": "这时候你想买到便宜的算力",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 132,
      "start": 258.524,
      "end": 259.192,
      "text": "只有两种可能",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 133,
      "start": 259.225,
      "end": 260.393,
      "text": "一种就是像我运气好",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 134,
      "start": 260.393,
      "end": 263.496,
      "text": "我本身当时就是有做3D方面的相关的工作的需求",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 135,
      "start": 263.496,
      "end": 264.43,
      "text": "才买到4090",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 136,
      "start": 264.43,
      "end": 268.268,
      "text": "我也没有想到有一天这张卡居然会能拿来跑本地AI",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 137,
      "start": 268.534,
      "end": 270.97,
      "text": "还有一种就是你真的非常有远见",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 138,
      "start": 270.97,
      "end": 272.472,
      "text": "你成天泡在社区",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 139,
      "start": 272.505,
      "end": 273.339,
      "text": "非常懂技术",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 140,
      "start": 273.339,
      "end": 276.876,
      "text": "第一时间能了解到某个框架的突然炸裂优化",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 141,
      "start": 276.976,
      "end": 278.511,
      "text": "你看到了它无限的可能性",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 142,
      "start": 278.511,
      "end": 279.545,
      "text": "而别人都还没看到",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 143,
      "start": 279.746,
      "end": 282.015,
      "text": "然后你直接大手一挥低价抄底",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 144,
      "start": 282.148,
      "end": 283.516,
      "text": "对于这两种人来说",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 145,
      "start": 283.516,
      "end": 285.018,
      "text": "你买硬件不仅不亏钱",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 146,
      "start": 285.018,
      "end": 285.685,
      "text": "还赚钱",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 147,
      "start": 285.885,
      "end": 288.688,
      "text": "我当然不是说硬件接下来还会接着涨",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 148,
      "start": 288.688,
      "end": 290.957,
      "text": "你们现在立马都要去充一张高端显卡",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 149,
      "start": 290.99,
      "end": 291.824,
      "text": "绝对不是的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 150,
      "start": 291.824,
      "end": 294.26,
      "text": "因为我认为作为消费者我们能赚到的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 151,
      "start": 294.293,
      "end": 295.328,
      "text": "终究是少数",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 152,
      "start": 295.561,
      "end": 297.43,
      "text": "大多数人都是等八手资料",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 153,
      "start": 297.43,
      "end": 298.264,
      "text": "在社交网络上",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 154,
      "start": 298.264,
      "end": 300.967,
      "text": "在飞个两三个月才能意识到趋势来了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 155,
      "start": 301.2,
      "end": 302.869,
      "text": "届时你看到的价格",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 156,
      "start": 302.869,
      "end": 306.272,
      "text": "就是那张显卡当下的算力能够体现的价格",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 157,
      "start": 306.272,
      "end": 307.44,
      "text": "要是回路再长一点",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 158,
      "start": 307.573,
      "end": 310.677,
      "text": "你看到的时候已经是被黄牛炒到虚高的价格",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 159,
      "start": 310.677,
      "end": 312.679,
      "text": "所以现在你们也要去买显卡",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 160,
      "start": 312.679,
      "end": 314.914,
      "text": "买了显卡就可能还会再涨两年",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 161,
      "start": 314.981,
      "end": 316.549,
      "text": "也可能第二天就开始跌",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 162,
      "start": 316.549,
      "end": 317.05,
      "text": "我也不知道",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 163,
      "start": 317.283,
      "end": 318.951,
      "text": "但是如果你买了显卡",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 164,
      "start": 318.951,
      "end": 321.054,
      "text": "会因为涨了3000块或者跌了3000块",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 165,
      "start": 321.154,
      "end": 322.155,
      "text": "就不买了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 166,
      "start": 322.288,
      "end": 323.723,
      "text": "说明你就不是刚需",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 167,
      "start": 323.823,
      "end": 325.758,
      "text": "这个卡也没有为你产生什么价值",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 168,
      "start": 325.758,
      "end": 327.16,
      "text": "所以你大概率就没必要买",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 169,
      "start": 327.16,
      "end": 328.828,
      "text": "你就用API省心还划算",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 170,
      "start": 328.895,
      "end": 330.163,
      "text": "因为如果是刚需",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 171,
      "start": 330.196,
      "end": 332.465,
      "text": "十几万一张的Pro6000都会有人买的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 172,
      "start": 332.498,
      "end": 333.966,
      "text": "所以总结下来就是说",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 173,
      "start": 334.067,
      "end": 334.901,
      "text": "价格这个事情",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 174,
      "start": 335.101,
      "end": 337.103,
      "text": "没有一种视角是绝对正确的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 175,
      "start": 337.103,
      "end": 338.604,
      "text": "因为每个人的需求都不一样",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 176,
      "start": 338.771,
      "end": 339.772,
      "text": "那么讲完价格",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 177,
      "start": 339.772,
      "end": 342.275,
      "text": "我们再来说一下本地模型的能力",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 178,
      "start": 342.275,
      "end": 343.409,
      "text": "很多不关注这方面的朋友",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 179,
      "start": 343.509,
      "end": 344.744,
      "text": "可能是真的体会不到",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 180,
      "start": 344.811,
      "end": 347.046,
      "text": "本地模型发展有多迅猛",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 181,
      "start": 347.146,
      "end": 348.081,
      "text": "就在几个月前",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 182,
      "start": 348.081,
      "end": 349.549,
      "text": "我这样一台4090的主机",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 183,
      "start": 349.549,
      "end": 351.684,
      "text": "我用它来部署qwen 3.6 27B",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 184,
      "start": 351.984,
      "end": 354.087,
      "text": "那个时候这个模型是给我带来了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 185,
      "start": 354.087,
      "end": 356.189,
      "text": "它确实给我带来了眼前一亮的感觉",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 186,
      "start": 356.189,
      "end": 357.657,
      "text": "它相当于一个转折点",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 187,
      "start": 357.724,
      "end": 360.159,
      "text": "就它越过了那条可用不可用的线",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 188,
      "start": 360.326,
      "end": 360.76,
      "text": "第一次",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 189,
      "start": 360.76,
      "end": 363.229,
      "text": "我是在一张消费级显卡上体会到",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 190,
      "start": 363.229,
      "end": 365.465,
      "text": "一个本地仅有27B的模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 191,
      "start": 365.465,
      "end": 366.799,
      "text": "居然能做那么多事情",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 192,
      "start": 366.999,
      "end": 368.501,
      "text": "那时候我记得Hermes Agent",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 193,
      "start": 368.601,
      "end": 369.635,
      "text": "也是刚出来没多久",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 194,
      "start": 369.669,
      "end": 370.737,
      "text": "我就用本地的Hermes",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 195,
      "start": 370.737,
      "end": 373.206,
      "text": "再搭配本地的qwen 3.6 27B这个模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 196,
      "start": 373.506,
      "end": 375.174,
      "text": "代替Codex做了好多事情",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 197,
      "start": 375.308,
      "end": 377.577,
      "text": "当然和Codex里面的GPT比起来",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 198,
      "start": 377.577,
      "end": 379.645,
      "text": "差距也是实打实的很明显的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 199,
      "start": 379.645,
      "end": 381.147,
      "text": "你用它来做一些本地的小任务",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 200,
      "start": 381.147,
      "end": 381.681,
      "text": "是没什么问题",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 201,
      "start": 381.781,
      "end": 383.85,
      "text": "但是一旦干那种长链任务",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 202,
      "start": 383.85,
      "end": 385.218,
      "text": "它干到一半还是会飘",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 203,
      "start": 385.318,
      "end": 386.652,
      "text": "如果你不开MTP的话",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 204,
      "start": 386.652,
      "end": 390.056,
      "text": "我记得一开始配好就有二三十token每秒",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 205,
      "start": 390.056,
      "end": 391.758,
      "text": "后来我是研究优化配置",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 206,
      "start": 391.758,
      "end": 392.792,
      "text": "然后又换框架",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 207,
      "start": 392.792,
      "end": 393.593,
      "text": "然后开了MTP",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 208,
      "start": 393.826,
      "end": 394.727,
      "text": "好的情况下",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 209,
      "start": 394.894,
      "end": 395.928,
      "text": "也就五六十",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 210,
      "start": 396.162,
      "end": 399.232,
      "text": "然后上下文是只能开到100K左右的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 211,
      "start": 399.298,
      "end": 401.2,
      "text": "然而仅仅过了不到半年",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 212,
      "start": 401.2,
      "end": 402.168,
      "text": "才4个月",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 213,
      "start": 402.368,
      "end": 404.203,
      "text": "现在qwen 3.8 27b出来",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 214,
      "start": 404.203,
      "end": 405.238,
      "text": "然后新的推理框架",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 215,
      "start": 405.238,
      "end": 406.239,
      "text": "比如说ninfer出来",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 216,
      "start": 406.439,
      "end": 409.041,
      "text": "llama.cpp也是迎来了很大的更新",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 217,
      "start": 409.308,
      "end": 410.877,
      "text": "现在基本是开箱即用",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 218,
      "start": 410.877,
      "end": 412.311,
      "text": "然后同样的显卡",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 219,
      "start": 412.345,
      "end": 414.48,
      "text": "我能优化到100多Token每秒",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 220,
      "start": 414.48,
      "end": 416.549,
      "text": "上下文也是开到256K",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 221,
      "start": 416.549,
      "end": 417.683,
      "text": "塞满也不会飘",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 222,
      "start": 417.784,
      "end": 419.051,
      "text": "这边可以加一个资料",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 223,
      "start": 419.085,
      "end": 420.486,
      "text": "最后就是我开头说的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 224,
      "start": 420.486,
      "end": 422.321,
      "text": "我要让qwen 3.8 27b 一把的NAS",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 225,
      "start": 422.388,
      "end": 424.757,
      "text": "改造成一个用memorybear的记忆库的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 226,
      "start": 424.757,
      "end": 425.491,
      "text": "这样一个任务",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 227,
      "start": 425.491,
      "end": 426.926,
      "text": "这个任务其实非常的复杂",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 228,
      "start": 426.926,
      "end": 427.927,
      "text": "要涉及到NAS",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 229,
      "start": 427.927,
      "end": 429.128,
      "text": "局域网云服务器",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 230,
      "start": 429.362,
      "end": 430.83,
      "text": "然后还有自制的Gateway等等",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 231,
      "start": 430.963,
      "end": 431.564,
      "text": "很多方面",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 232,
      "start": 431.697,
      "end": 433.232,
      "text": "以及涉及到NAS的隐私",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 233,
      "start": 433.232,
      "end": 434.233,
      "text": "还有安全性的问题",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 234,
      "start": 434.4,
      "end": 436.202,
      "text": "在整个部署的过程中的遇到问题",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 235,
      "start": 436.202,
      "end": 437.737,
      "text": "它还是要自主的去排查",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 236,
      "start": 437.737,
      "end": 438.604,
      "text": "还有搜索网络",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 237,
      "start": 438.771,
      "end": 440.106,
      "text": "像这样一个巨大的任务",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 238,
      "start": 440.106,
      "end": 441.04,
      "text": "我是用云端的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 239,
      "start": 441.04,
      "end": 443.176,
      "text": "qwen 3.8 Max和GPT",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 240,
      "start": 443.376,
      "end": 444.377,
      "text": "给它做了一个Plan",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 241,
      "start": 444.644,
      "end": 446.446,
      "text": "然后一旦我把Plan给到位了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 242,
      "start": 446.546,
      "end": 447.647,
      "text": "qwen 3.8 27b",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 243,
      "start": 447.647,
      "end": 450.416,
      "text": "它自己是能在后台工作好几个小时",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 244,
      "start": 450.416,
      "end": 452.919,
      "text": "而且完美的完成每一个中间phase",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 245,
      "start": 453.052,
      "end": 453.686,
      "text": "这样一个任务",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 246,
      "start": 453.686,
      "end": 455.388,
      "text": "我从头到尾没有开新session",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 247,
      "start": 455.388,
      "end": 456.622,
      "text": "就是截图里的这个",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 248,
      "start": 456.756,
      "end": 458.424,
      "text": "比如说连续三小时的长连任务",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 249,
      "start": 458.424,
      "end": 459.826,
      "text": "在之前好几个部署",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 250,
      "start": 459.892,
      "end": 461.661,
      "text": "也都是一小时两小时起步的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 251,
      "start": 461.661,
      "end": 462.228,
      "text": "在那之后",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 252,
      "start": 462.228,
      "end": 464.23,
      "text": "我也是又跑了好几个小时连续的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 253,
      "start": 464.33,
      "end": 466.232,
      "text": "我是直接把上下文开到256K",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 254,
      "start": 466.232,
      "end": 467.567,
      "text": "就随它跑随它压",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 255,
      "start": 467.567,
      "end": 469.001,
      "text": "几十轮上千步",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 256,
      "start": 469.068,
      "end": 470.002,
      "text": "完全不会飘",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 257,
      "start": 470.002,
      "end": 471.137,
      "text": "不会崩速度稳定",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 258,
      "start": 471.137,
      "end": 473.039,
      "text": "在大概90到100tokens每秒",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 259,
      "start": 473.172,
      "end": 474.607,
      "text": "就太离谱了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 260,
      "start": 474.607,
      "end": 475.675,
      "text": "太爽了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 261,
      "start": 475.741,
      "end": 476.209,
      "text": "题外话",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 262,
      "start": 476.209,
      "end": 478.077,
      "text": "我现在是把它放在Codex里面用的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 263,
      "start": 478.077,
      "end": 479.579,
      "text": "我觉得目前我用下来",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 264,
      "start": 479.579,
      "end": 481.18,
      "text": "是Codex是最好用的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 265,
      "start": 481.214,
      "end": 483.082,
      "text": "hermes agent做的还是好",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 266,
      "start": 483.082,
      "end": 483.783,
      "text": "很稳很稳",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 267,
      "start": 483.783,
      "end": 484.517,
      "text": "那么话说回来",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 268,
      "start": 484.517,
      "end": 485.384,
      "text": "这种级别的任务",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 269,
      "start": 485.384,
      "end": 486.786,
      "text": "如果你在四个月前",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 270,
      "start": 486.786,
      "end": 489.021,
      "text": "就qwen 3.6 27B那个时代",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 271,
      "start": 489.021,
      "end": 489.589,
      "text": "你跟我说",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 272,
      "start": 489.655,
      "end": 490.923,
      "text": "我们做个本地小模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 273,
      "start": 490.923,
      "end": 492.825,
      "text": "就3.6的下一代",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 274,
      "start": 492.825,
      "end": 493.86,
      "text": "就已经可以做到",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 275,
      "start": 493.86,
      "end": 496.095,
      "text": "自主推进好几个小时的任务",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 276,
      "start": 496.095,
      "end": 496.963,
      "text": "并且成功",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 277,
      "start": 496.963,
      "end": 499.098,
      "text": "那我会觉得你有幻觉了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 278,
      "start": 499.098,
      "end": 500.867,
      "text": "而且它任务完成的质量好",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 279,
      "start": 500.867,
      "end": 502.001,
      "text": "也不是我随口说说的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 280,
      "start": 502.001,
      "end": 503.803,
      "text": "就是你把它交给云端顶级模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 281,
      "start": 503.903,
      "end": 505.204,
      "text": "他们看了都说好",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 282,
      "start": 505.204,
      "end": 507.74,
      "text": "那么下一点就是关于API的稳定性",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 283,
      "start": 507.74,
      "end": 509.308,
      "text": "就为API万一炸了怎么办",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 284,
      "start": 509.308,
      "end": 510.71,
      "text": "这种事情不常发生",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 285,
      "start": 510.71,
      "end": 511.878,
      "text": "但是一旦发生了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 286,
      "start": 511.878,
      "end": 513.045,
      "text": "是真的要命的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 287,
      "start": 513.045,
      "end": 514.68,
      "text": "我自己也是经历过好几次了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 288,
      "start": 514.68,
      "end": 516.148,
      "text": "就是云端AI突然炸了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 289,
      "start": 516.148,
      "end": 516.782,
      "text": "连不上了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 290,
      "start": 516.883,
      "end": 518.551,
      "text": "就在我一边写这篇稿子",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 291,
      "start": 518.584,
      "end": 521.02,
      "text": "一边在推另外一个自动剪辑的任务的时候",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 292,
      "start": 521.287,
      "end": 522.288,
      "text": "OpenAI炸了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 293,
      "start": 522.288,
      "end": 524.19,
      "text": "它自己内部应该是在进行一个更新",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 294,
      "start": 524.19,
      "end": 525.625,
      "text": "反正就在好久都用不了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 295,
      "start": 525.691,
      "end": 528.227,
      "text": "包括我之前用OpenCode的时候也炸过",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 296,
      "start": 528.227,
      "end": 531.163,
      "text": "然后再用DeepSeek官方的API的时候也炸过",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 297,
      "start": 531.163,
      "end": 531.998,
      "text": "对于我个人而言",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 298,
      "start": 531.998,
      "end": 533.866,
      "text": "我现在大部分工作室没有AI",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 299,
      "start": 533.866,
      "end": 535.635,
      "text": "就完全没有办法推进了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 300,
      "start": 535.768,
      "end": 537.637,
      "text": "当然当OpenAI炸了的时候",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 301,
      "start": 537.703,
      "end": 539.605,
      "text": "DeepSeek不会说也同时炸了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 302,
      "start": 539.605,
      "end": 541.574,
      "text": "这种情况是很少发生的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 303,
      "start": 541.707,
      "end": 544.243,
      "text": "你完全可以切换到别的服务商去用",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 304,
      "start": 544.277,
      "end": 546.612,
      "text": "但是如果是你自己的网络炸了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 305,
      "start": 546.679,
      "end": 547.68,
      "text": "谁来替你排查",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 306,
      "start": 547.713,
      "end": 548.548,
      "text": "谁来替你干活",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 307,
      "start": 548.848,
      "end": 551.317,
      "text": "所以现在在本地有一个4090级别",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 308,
      "start": 551.317,
      "end": 553.819,
      "text": "再加上qwen 3.8 27b这个级别的算力",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 309,
      "start": 553.853,
      "end": 554.787,
      "text": "对于我个人而言",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 310,
      "start": 554.787,
      "end": 556.622,
      "text": "说是一个非常安心的保险",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 311,
      "start": 556.722,
      "end": 558.291,
      "text": "我知道就即便出了任何事情",
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    {
      "id": 312,
      "start": 558.357,
      "end": 560.159,
      "text": "只要不是整个世界都断电了",
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    {
      "id": 313,
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      "text": "我就还有一个算力可以用",
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    {
      "id": 314,
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      "text": "最后再简单提一下",
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    {
      "id": 315,
      "start": 562.929,
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      "text": "就很多朋友会关心的",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 316,
      "start": 564.063,
      "end": 565.765,
      "text": "非常担心的部署的问题",
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    },
    {
      "id": 317,
      "start": 565.932,
      "end": 568.367,
      "text": "大家可能会觉得本地模型是不是超级复杂",
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    },
    {
      "id": 318,
      "start": 568.367,
      "end": 570.169,
      "text": "自己是不是要会编程才能玩",
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    },
    {
      "id": 319,
      "start": 570.202,
      "end": 572.271,
      "text": "这些说实话都没有担心的必要了",
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    },
    {
      "id": 320,
      "start": 572.338,
      "end": 574.74,
      "text": "四个月前qwen 3.6的那个时代",
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    },
    {
      "id": 321,
      "start": 574.74,
      "end": 576.842,
      "text": "我觉得确实是要一点动手能力的",
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    },
    {
      "id": 322,
      "start": 577.009,
      "end": 579.478,
      "text": "你自己要理解比较多的计算机基础的东西",
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    },
    {
      "id": 323,
      "start": 579.478,
      "end": 581.347,
      "text": "因为那时候的大模型还有Agent",
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    {
      "id": 324,
      "start": 581.347,
      "end": 583.816,
      "text": "以及Harness都没有现在这么强的",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 325,
      "start": 583.883,
      "end": 585.618,
      "text": "自主长链任务的能力",
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    },
    {
      "id": 326,
      "start": 585.618,
      "end": 587.586,
      "text": "那时候你要配置VLLM什么的是真的",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 327,
      "start": 587.586,
      "end": 589.555,
      "text": "我自己又进终端手搓的",
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    },
    {
      "id": 328,
      "start": 589.822,
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      "text": "当然是和AI一边聊天",
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    },
    {
      "id": 329,
      "start": 591.924,
      "end": 593.326,
      "text": "一边当Prompt的搬运工",
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    },
    {
      "id": 330,
      "start": 593.559,
      "end": 595.661,
      "text": "但整个流程就是非常繁琐",
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    },
    {
      "id": 331,
      "start": 595.661,
      "end": 597.196,
      "text": "要各种排错各种研究",
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    },
    {
      "id": 332,
      "start": 597.196,
      "end": 598.831,
      "text": "而现在不管是用comfy UI",
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    {
      "id": 333,
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      "text": "还是本地的语言大模型",
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    },
    {
      "id": 334,
      "start": 600.399,
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      "text": "你随便找个云端API",
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    },
    {
      "id": 335,
      "start": 602.101,
      "end": 604.437,
      "text": "就比如说DeepSeek V4.1 Flash这种级别的",
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    },
    {
      "id": 336,
      "start": 604.437,
      "end": 605.304,
      "text": "再用hermes agent",
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    },
    {
      "id": 337,
      "start": 605.371,
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      "text": "你就让它给你配",
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    {
      "id": 338,
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      "end": 608.307,
      "text": "两三句话的事情配好了",
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    },
    {
      "id": 339,
      "start": 608.441,
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      "text": "配置好之后",
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    },
    {
      "id": 340,
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      "text": "你就让它根据你的硬件去做测试",
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    },
    {
      "id": 341,
      "start": 611.377,
      "end": 613.479,
      "text": "它顺时就能自己自主跑一整天",
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    {
      "id": 342,
      "start": 613.646,
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      "text": "然后把你的硬件情况下",
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    },
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      "id": 343,
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      "end": 617.216,
      "text": "你最好的参数全都给你试出来",
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    },
    {
      "id": 344,
      "start": 617.316,
      "end": 620.419,
      "text": "所以配置的门槛其实也是一直在下降的",
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    {
      "id": 345,
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      "text": "OK 最后",
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    {
      "id": 346,
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      "end": 622.521,
      "text": "其实我想说的是",
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    {
      "id": 347,
      "start": 622.521,
      "end": 624.223,
      "text": "我并不认为每一个人",
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    },
    {
      "id": 348,
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      "text": "都需要去部署自己的本地大模型",
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    },
    {
      "id": 349,
      "start": 626.459,
      "end": 628.461,
      "text": "我甚至不认为每个人都要去用AI",
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    },
    {
      "id": 350,
      "start": 628.527,
      "end": 630.563,
      "text": "我也不认为每个人都要去用电脑",
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    {
      "id": 351,
      "start": 630.663,
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      "text": "每个人都要去开车",
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    },
    {
      "id": 352,
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      "end": 633.332,
      "text": "大家都有自己的生活方式",
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    {
      "id": 353,
      "start": 633.332,
      "end": 634.8,
      "text": "你觉得怎么舒服怎么来",
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    },
    {
      "id": 354,
      "start": 634.8,
      "end": 635.334,
      "text": "对吧",
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    },
    {
      "id": 355,
      "start": 635.534,
      "end": 635.968,
      "text": "普通用户",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 356,
      "start": 636.068,
      "end": 637.103,
      "text": "你偶尔问几个问题",
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    },
    {
      "id": 357,
      "start": 637.203,
      "end": 638.304,
      "text": "一天花个几万Token",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 358,
      "start": 638.404,
      "end": 640.506,
      "text": "你有必要为这件事情去买个显卡吗",
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    },
    {
      "id": 359,
      "start": 640.706,
      "end": 641.507,
      "text": "不必吧",
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    {
      "id": 360,
      "start": 641.507,
      "end": 643.476,
      "text": "或者你是做公司的工作",
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    },
    {
      "id": 361,
      "start": 643.476,
      "end": 644.877,
      "text": "你写代码虽然写的很多",
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    },
    {
      "id": 362,
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      "end": 646.912,
      "text": "但是你公司会给你报销API费用",
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    },
    {
      "id": 363,
      "start": 646.912,
      "end": 648.914,
      "text": "或者给你买200美金一个月的Token plan",
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    },
    {
      "id": 364,
      "start": 649.148,
      "end": 649.849,
      "text": "那也很爽",
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    {
      "id": 365,
      "start": 649.849,
      "end": 650.916,
      "text": "你也没有必要搞本地",
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    {
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      "text": "本地AI它是一个拥有权",
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    {
      "id": 367,
      "start": 653.085,
      "end": 654.653,
      "text": "但同时也是一个取舍",
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    },
    {
      "id": 368,
      "start": 654.653,
      "end": 655.821,
      "text": "是一种妥协",
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    {
      "id": 369,
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      "end": 657.657,
      "text": "你要用一个更弱的模型",
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    {
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      "start": 657.657,
      "end": 658.824,
      "text": "你要自己去部署",
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      "authority": "video_source_subtitle"
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    {
      "id": 371,
      "start": 658.824,
      "end": 660.526,
      "text": "去维护麻烦的事情",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 372,
      "start": 660.76,
      "end": 661.927,
      "text": "它还很吵",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 373,
      "start": 662.061,
      "end": 662.828,
      "text": "噪音很大",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 374,
      "start": 662.828,
      "end": 663.996,
      "text": "还有放热",
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    },
    {
      "id": 375,
      "start": 664.163,
      "end": 665.631,
      "text": "夏天的时候就是开着空调",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 376,
      "start": 665.664,
      "end": 667.9,
      "text": "你都会觉得房间里面有种桑拿的感觉",
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    },
    {
      "id": 377,
      "start": 667.9,
      "end": 668.801,
      "text": "但是我个人",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 378,
      "start": 668.801,
      "end": 669.802,
      "text": "我所有的创作",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
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    {
      "id": 379,
      "start": 669.802,
      "end": 670.936,
      "text": "包括我公司的管理",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 380,
      "start": 670.936,
      "end": 673.072,
      "text": "包括各种乱七八糟的杂物",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 381,
      "start": 673.172,
      "end": 674.707,
      "text": "全都是交给Agent去办的",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 382,
      "start": 674.707,
      "end": 676.208,
      "text": "所以本地算力对于我来说",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 383,
      "start": 676.208,
      "end": 678.377,
      "text": "是一个相当有必要的基础设施",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 384,
      "start": 678.544,
      "end": 679.845,
      "text": "对于你自己的用途人员",
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    },
    {
      "id": 385,
      "start": 679.845,
      "end": 682.181,
      "text": "它也有可能是一个很合理的选择",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 386,
      "start": 682.181,
      "end": 683.249,
      "text": "而最后的最后",
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    {
      "id": 387,
      "start": 683.249,
      "end": 683.916,
      "text": "我想说的是",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 388,
      "start": 683.916,
      "end": 685.751,
      "text": "所有事情都是图个开心而已",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 389,
      "start": 685.818,
      "end": 687.386,
      "text": "本地部署一个AI大模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 390,
      "start": 687.386,
      "end": 688.421,
      "text": "对于我个人来说",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 391,
      "start": 688.421,
      "end": 690.523,
      "text": "是一个非常让我开心",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 392,
      "start": 690.523,
      "end": 692.091,
      "text": "让我觉得非常好玩的事情",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 393,
      "start": 692.091,
      "end": 693.359,
      "text": "就跟自己装电脑",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 394,
      "start": 693.359,
      "end": 694.86,
      "text": "或者说自己修车一样",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 395,
      "start": 694.96,
      "end": 697.496,
      "text": "我自己折腾的每分每秒都是在享受",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 396,
      "start": 697.697,
      "end": 699.031,
      "text": "所以如果你喜欢类似的话题",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 397,
      "start": 699.031,
      "end": 700.166,
      "text": "有空欢迎再来听我唠嗑",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 398,
      "start": 700.166,
      "end": 700.933,
      "text": "我们下期再见",
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