# bilibili_video

video_url: https://www.bilibili.com/video/av115126564817149
nickname: 技术爬爬虾
avatar: https://i0.hdslb.com/bfs/face/333b1b477f1ac1b40091b70afcfd4444e646a7d3.jpg
video_type: video
title: 开学必备！五款开源免费AI知识类工具，高效提取知识，重塑学习流程
disliked_count: 0
video_play_count: 11973
video_favorite_count: 992
video_share_count: 103
video_coin_count: 373
video_danmaku: 11
video_comment: 79
video_cover_url: http://i1.hdslb.com/bfs/archive/a987f3dbf1be59f3de40ce8390f8ee4a527c088d.jpg
source_keyword: AI
desc:
  PDF转Word/MarkDown，全网视频提炼笔记，笔记内容还能秒变AI知识库。 新学期第一天，是时候用AI给学习方式来一次升级了。 我准备了五款压箱底的AI知识类工具，帮助我们更高效提取知识内容，重塑学习版图。 更棒的是这些工具都是开源免费的，可以在Github上找到在线使用地址或安装包。


  MinerU在线使用：https://mineru.net/
  MinerU源代码：https://github.com/opendatalab/mineru
  NoteGen官网：https://notegen.top/cn
  NoteGen源代码：https://github.com/codexu/note-gen
  BiliNote:  https://github.com/JefferyHcool/BiliNote
  PDF翻译：https://pdf2zh.com/
  PDFMathTranslate源代码:  https://github.com/Byaidu/PDFMathTranslate
  CherryStudio：https://www.cherry-ai.com/
  CherryStu


video_url: https://www.bilibili.com/video/av115124434112251
nickname: 隔壁的程序员老王
avatar: https://i1.hdslb.com/bfs/face/b50c413d89c2596347c3cd5b01af9bf028e1ac40.jpg
video_type: video
title: 一段提示词 让Gemini CLI变成自动化Agent！[提示词工程]
disliked_count: 0
video_play_count: 5317
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video_danmaku: 15
video_comment: 19
video_cover_url: http://i1.hdslb.com/bfs/archive/18a1cde46f44cc925a2f95879ee18ff276575877.jpg
source_keyword: AI
desc:
  提示词+上下文工程 https://www.bilibili.com/video/BV1iweMzXEm2/
  最终提示词 https://gist.github.com/cradiator/daf9517ebeecafd64e0a895bd77ca8bd

  ---
  老王开通了知识星球【老王的程序训练营】，希望能把视频内容沉淀下来，和大家做更深度的交流。
  星球里会有：
  ✅ 体系化文章：所有视频的深度文字版，方便查漏补缺。
  ✅ 完整源码：每期项目的代码，让你边看边练。
  ✅ 专属答疑：有任何问题，随时向我提问。

  你的支持，能让我更踏实地把这个“游戏”一直玩下去。期待在星球见到你！

  👉 加入星球：https://t.zsxq.com/ubYr8
  👉 带有“哲学”味道的软文：https://www.bilibili.com/opus/1098170043238187014


video_url: https://www.bilibili.com/video/av114828299539057
nickname: 程序员鱼皮
avatar: https://i2.hdslb.com/bfs/face/2839f985db44bc2e756e6df2d26f1849904d552c.jpg
video_type: video
title: Java开发AI项目，太爽了！LangChain4j实战教程保姆级 | 代码开源
disliked_count: 0
video_play_count: 76715
video_favorite_count: 2674
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video_comment: 168
video_cover_url: http://i0.hdslb.com/bfs/archive/446347a4181b17f62159a526df0c6a0775773679.jpg
source_keyword: AI
desc:
  通过完整的AI编程助手项目，带你掌握Java AI应用开发的核心技能 LangChain4j。不同于枯燥的理论讲解，这套教程直接上手实战，从基础的大模型调用，再到会话记忆、RAG知识库、工具调用、MCP模型上下文协议、可观测性，每个技术点都有细致的讲解和真实的代码实现。
  而且代码全部开源在GitHub：https://github.com/liyupi/ai-code-helper
  文字教程关注公众号：程序员鱼皮，免费获取
  有帮助的话记得三连支持，让更多Java程序员朋友发现这个宝藏教程！


video_url: https://www.bilibili.com/video/av115119065406294
nickname: 锦恢
avatar: https://i2.hdslb.com/bfs/face/4300038deff4f9d51c60fef64c8a01e40042abbc.jpg
video_type: video
title: 完全开源的新世代AI PPT工具！Slidev-AI 功能演示
disliked_count: 0
video_play_count: 6773
video_favorite_count: 509
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video_comment: 28
video_cover_url: http://i1.hdslb.com/bfs/archive/1194656a63ad5a757d6fc2bd64170fae99d63c97.jpg
source_keyword: AI
desc:
  大家好，这里是锦恢，最近和太平羊羊大佬一起合作完成了一个很早之前就想做的东西了。

  在一个月前，我刚刚在 datawhale 和 modelscope 社区的邀请下讲述了 slidev mcp 的概念和动手实操，视频在站内也有：https://www.bilibili.com/video/BV1Zftnz6Ewx 但是只有 mcp 服务器还不够有趣，所以，耗时一个月不到的时间，我和太平羊羊一起完成了它的软件化，现在你完全可以把它当成一个 Saas 进行把玩和部署了。

  同时，这也是 Modelscope 比赛的参赛作品，还希望大家多多支持。


video_url: https://www.bilibili.com/video/av115116951472037
nickname: 派酱llm-party
avatar: https://i1.hdslb.com/bfs/face/2ed63a8b99ac9292b9e9ba41497b78a32a0239e7.jpg
video_type: video
title: 如何创造一只AI虚拟主播！透明推流，可无显存运行，可纯本地部署！【agent party】
disliked_count: 0
video_play_count: 17571
video_favorite_count: 2195
video_share_count: 143
video_coin_count: 347
video_danmaku: 4
video_comment: 121
video_cover_url: http://i0.hdslb.com/bfs/archive/4ae924b00c415faf6e30e96b445de03100a620af.jpg
source_keyword: AI
desc:
  好久不见！super agent party 是我爆肝六个月且还在持续更新中的免费开源项目。作为一个零门槛的3D桌面伴侣！支持接入微信/QQ/B站直播、RAG、联网、长期记忆、 酒馆角色卡、代码沙盒、表情包、浏览器控制、DIfy、 Home Assistant、MCP、A2A、Comfyui等功能！

  本期节目将教大家怎么实现一个高度自定义的AI虚拟主播！

  想一起学习交流或软件报错请加Q群哇~931057213

  GitHub项目地址 -> https://github.com/heshengtao/super-agent-party

  推荐下载方式：
  GitHub项目首页点击对应桌面版下载即可！

  免责声明：Neuro sama形象归Neuro sama版权方所有，请勿使用Neuro sama形象进行直播，本视频仅为学习交流演示使用，请需要AI直播的小伙伴使用其他形象直播。本开源项目及其内容（以下简称“项目”）仅供参考之用，并不意味着任何明示或暗示的保证。项目贡献者不对项目的完整性、准确性、可靠性或适用性承担任何责任。任何依赖项目内容的行为均需自行承担风险。在任何情况下，项目贡献者


video_url: https://www.bilibili.com/video/av790902005
nickname: GPT中英字幕课程资源
avatar: https://i1.hdslb.com/bfs/face/418531c077a108e9b0f3d8fb5129e7629c3c7d3f.jpg
video_type: video
title: 吴恩达《AI for everyone》给所有人的AI课（中英字幕）
disliked_count: 0
video_play_count: 515085
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video_comment: 220
video_cover_url: http://i0.hdslb.com/bfs/archive/2cc23b1bc1cccb7081a127e9d4ba118faf17084b.jpg
source_keyword: AI
desc:
  https://www.coursera.org/learn/ai-for-everyone
  人工智能不仅仅是给工程师使用的。如果您希望组织在使用人工智能方面变得更好，这门课程将告诉每个人，尤其是非技术同事，都应该参加。

  在这门课程中，您将学到：

  - 常见人工智能术语的含义，包括神经网络、机器学习、深度学习和数据科学
  - 人工智能实际上可以做什么，以及不能做什么
  - 如何发现在您自己组织中将人工智能应用于问题的机会
  - 构建机器学习和数据科学项目的实际体验
  - 如何与人工智能团队合作，并在您的公司制定人工智能战略
  - 如何应对围绕人工智能的伦理和社会讨论

  尽管这门课程主要面向非技术人员，工程师也可以参加该课程，以了解人工智能的商业方面。


video_url: https://www.bilibili.com/video/av115132940158372
nickname: 田同学Tino
avatar: https://i2.hdslb.com/bfs/face/ea39a362e9318ac713c7be1bf45a19128c1f492b.jpg
video_type: video
title: 邪修玩法突破限制！爽用全球爆火的AI编程工具Claude Code！GLM和DeepSeek模型对比实测！
disliked_count: 0
video_play_count: 43099
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video_comment: 65
video_cover_url: http://i0.hdslb.com/bfs/archive/67c330c1abbd8ab380746fbade923f9d4fbadeb8.jpg
source_keyword: AI
desc:
  直达通道在此：

  GLM-4.5量大管饱编程套餐：
  https://zhipuaishengchan.datasink.sensorsdata.cn/t/xw

  Claude Code安装命令：
  npm install -g @anthropic-ai/claude-code

  Windows系统Claude Code切换GLM模型命令（临时）：
  set ANTHROPIC_BASE_URL=https://open.bigmodel.cn/api/anthropic
  set ANTHROPIC_AUTH_TOKEN=你的密钥

  Windows系统Claude Code切换GLM模型命令（永久）：
  setx ANTHROPIC_BASE_URL "https://open.bigmodel.cn/api/anthropic"
  setx ANTHROPIC_AUTH_TOKEN "你的密钥"


# bilibili_video_comment

user_id: 1435760404
nickname: docyeye
sex: 保密
avatar: https://i1.hdslb.com/bfs/face/e1c48c94999ceb1f0a544653a1103f8b87329a5b.jpg
sub_comment_count: 0
parent_comment_id: 0
like_count: 0
content:
  虾哥的视频。每次都能给我带来巨大的提升成就感，也感叹虾哥为什么学习能力这么强，我非常非常好奇虾哥是怎么样学习的，也就是一个学习的范式是什么，比如说最常用的什么工具，或者说遇到问题的怎么解决这些？或者一个更完整的学习生态闭环。我想学点皮毛。[星星眼][星星眼]@@技术爬爬虾


user_id: 39489993
nickname: 要么搜索要么停用
sex: 男
avatar: https://i0.hdslb.com/bfs/face/c085c9e2f5dfc7138c9ed8b546f4c90737f02ccb.jpg
sub_comment_count: 9
parent_comment_id: 0
like_count: 64
content:
  我试了很多次 就是 再也回不到当时4o那个模型聊天的感觉了 我不知道是他老是舔人类还是emoji用得多的原因 老模型的回复很易读（内容和格式都是，读的可以很快）

  新的gpt5可能编程更好 但是交互我认为是退步了


user_id: 8616070
nickname: 樱君丶Sakura
sex: 男
sign: 我让你点进来了吗？
avatar: https://i1.hdslb.com/bfs/face/eedd8b7a52ea36cd6217503a9b0964b1734ffea1.jpg
sub_comment_count: 5
parent_comment_id: 0
like_count: 58
content:
  刚看完这个教程，作为一个已经工作的Java后端，之前一直觉得AI开发离我很遥远，总觉得需要很深的算法基础。没想到用LangChain4j竟然这么简单，鱼皮真的是把复杂的东西讲得特别清楚。最让我感动的是，鱼皮提到他刻意编排了这个教程，不是只讲理论，而是真正从0到1搭建了一个完整的AI编程助手项目，在这个过程中速学LangChain4j和AI的实用特性，比如RAG知识库、工具调用、MCP协议...这些之前听都没听过的技术，现在感觉自己也能上手了。特别是那个爬面试鸭网站获取面试题的功能，太实用了哈哈！💪
  最关键的是代码还开源了，我已经fork到自己仓库了。我是看着鱼皮在没空调的高温下连续直播4个小时带着大家把这个项目做完的，这种毫无保留的分享精神真的很难得，现在很多UP主都是点到为止，鱼皮是真的在用心帮大家提升。已经三连支持了，这种良心教程必须给更多人看到。期待鱼皮老师后续的AI新项目，我一定第一时间学习！顺便问下，编程导航的AI项目什么时候开始啊，已经迫不急待了～


user_id: 335879720
nickname: 奥德奈瑞
sex: 男
sign: 啊哒哒哒哒哒哒哒打
avatar: https://i2.hdslb.com/bfs/face/43fa179be9ed361cc94fbc098abbaf68accddf24.jpg
sub_comment_count: 2
parent_comment_id: 0
like_count: 5
content:
  刚看完这个教程（真的），作为一个还在找实习的Java后端，之前一直觉得AI开发离我很遥远，总觉得需要很深的算法基础。没想到用LangChain4j竟然这么简单，鱼皮真的是把复杂的东西讲得特别清楚。最让我感动的是，鱼皮提到他刻意编排了这个教程，不是只讲理论，而是真正从0到1搭建了一个完整的AI编程助手项目，在这个过程中速学LangChain4j和AI的实用特性，比如RAG知识库、工具调用、MCP协议...这些之前听都没听过的技术，现在感觉自己也能上手了。特别是那个爬面试鸭网站获取面试题的功能，太实用了哈哈！💪

  最关键的是代码还开源了，我已经fork到自己仓库了。我是看着回放，听说鱼皮在没空调的高温下连续直播4个小时带着大家把这个项目做完的，这种毫无保留的分享精神真的很难得，现在很多UP主都是点到为止，鱼皮是真的在用心帮大家提升。已经三连支持了，这种良心教程必须给更多人看到。期待鱼皮老师后续的AI新项目，我一定第一时间学习！顺便问下，编程导航的AI项目什么时候开始啊，已经迫不急待了～


user_id: 302467341
nickname: 听首琴诗
sex: 保密
avatar: http://i0.hdslb.com/bfs/face/6085ff1710a319d46d332dee7c6cf6172e8e452a.jpg
sub_comment_count: 6
parent_comment_id: 0
like_count: 5
content:
  大哥们在Rag哪里，一直报错注入资源依赖关系失败，这个是什么原因啊，下载了源码运行也是
  context initialization - cancelling refresh attempt: org.springframework.beans.factory.BeanCreationException: Error creating bean with name 'aiCodeHelperServiceFactory': Injection of resource dependencies failed


# douyin_aweme

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aweme_type: 0
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title:
  87选10，哪些AI是真正好用的？ 我认为好用的10个AI：Pika、通义万相、Midjourney、即梦、Suno、Elevenlabs、DeepSeek R1、Gemini、Perplexity、秘塔 #AI #Deepseek

desc:
  87选10，哪些AI是真正好用的？ 我认为好用的10个AI：Pika、通义万相、Midjourney、即梦、Suno、Elevenlabs、DeepSeek R1、Gemini、Perplexity、秘塔 #AI #Deepseek

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nickname: 阿众的工具库
aweme_type: 0
title: 炸！这网站能免费用GPT5/Claude4等全球顶尖AI模型 #gpt #chatgpt #ai #网站推荐
desc: 炸！这网站能免费用GPT5/Claude4等全球顶尖AI模型 #gpt #chatgpt #ai #网站推荐
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title:
  90分钟深度！一口气看明白人工智能和神经网络 视频使用素材来自：
  3blue1brown
  Artem Kirsanov 
  使用manim引擎制作#人工智能 #2024诺贝尔奖 #知识前沿派对 #科学高光故事集 #一口气看完系列

desc:
  90分钟深度！一口气看明白人工智能和神经网络 视频使用素材来自：
  3blue1brown
  Artem Kirsanov 
  使用manim引擎制作#人工智能 #2024诺贝尔奖 #知识前沿派对 #科学高光故事集 #一口气看完系列

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title: 一不小心…把卖课的都得罪了😂
desc: 一不小心…把卖课的都得罪了😂
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title:
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  包括AI视频，图片，音乐，做PPT，大语言模型，编程等等
  每个类目我都会给出最推荐的工具 
   #AI新星计划  #waytoagi  #AI #人工智能 #AI工具 #AI视频  #AI生图

desc:
  挤干水分，真正好用的12个AI工具是这些... 盘点了2025年各个类别里最强的最好用的AI工具，总共11个类目，超过20款工具
  包括AI视频，图片，音乐，做PPT，大语言模型，编程等等
  每个类目我都会给出最推荐的工具 
   #AI新星计划  #waytoagi  #AI #人工智能 #AI工具 #AI视频  #AI生图

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desc:
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  超强的人物一致性，多图融合
  平面转3D，多模态生图
  效果超级炸裂
  #AI新星计划  #AI生图#人物一致性 #奇葩AI特效大赏

desc:
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  超强的人物一致性，多图融合
  平面转3D，多模态生图
  效果超级炸裂
  #AI新星计划  #AI生图#人物一致性 #奇葩AI特效大赏

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desc:
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  #AI #程序员 #生产力 #Qwen #GPT4 @通义千问大模型

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desc: “AI精神病”究竟是什么？ “AI精神病”究竟是什么？ #AI #人工智能 #AI精神病 #科技前沿#ai新星计划
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title:
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desc:
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  #Claude #AI #人工智能 #国产AI #大模型

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ip_location: 广西
content:
  1.遵义万相，视频
  2.Elevenlabs，音效
  3.Gemini，文字
  4.秘塔，搜素数据
  5.即梦，图片

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content: GPT就是最好用的
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short_user_id: 75618917794
user_unique_id: 75618917794
nickname: Hhh
ip_location: 河南
content: 这个主播说的比较中肯，有一个主播一直在放大焦虑，传播自己公司裁员裁了多少，还是一个卖课的，直接拉黑了。
sub_comment_count: 1
parent_comment_id: 0
like_count: 5
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short_user_id: 3459486390
user_unique_id: dy4gxxjrzsor
nickname: 起个名字
ip_location: 北京
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parent_comment_id: 0
like_count: 15
avatar:
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content:
  这些都是模型层的，玩玩可以，落到具体应用场景，大多数人根本不会写prompt，还是发挥不了模型能力的万一，测评一下各个领域的应用对于大多数的小白用户更有价值，比如写论文、报告领域的medpeer天生会写、小绿鲸和CNKI华知之类的，这种开箱即用的工具


user_id: 101986507107
sec_uid: MS4wLjABAAAA_cq3GGFF8FcZCNJ_UeX-Kv5OBj_VWU1r4yZd6RlV9Mw
short_user_id: 1192203892
nickname: 不要迷恋哥，哥只是传说
ip_location: 河南
sub_comment_count: 0
parent_comment_id: 0
like_count: 9
avatar:
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content:
  suno真的不错，但是suno也是给的一个大方向的基调，最好结合deepseek写歌词，然后结合段落，歌曲方向，综合生成20-50版之后，把伴奏和AI唱歌分轨，再重新制作好伴奏，这里制作就可以加入自己的想法，和精修，然后再找你觉得适合你这首歌的人录制。


user_id: 71078798998
sec_uid: MS4wLjABAAAA9zX7lR-EUJA2R7AVdZs0BsAKiOj_XEVH2dcRehS5Zlg
short_user_id: 85424952
nickname: AAA也叫仨尖
ip_location: 辽宁
sub_comment_count: 1
parent_comment_id: 0
like_count: 5
avatar:
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content:
  有没有可以修改文档的 ai，昨天传了个 word 给 kimi 让他修改，他竟然骗我，告诉我让我稍等，稍后会以连接形式把文件传回来，害得我等了好久，离谱的是相关问题里竟然还有进度如何了这个选项[笑哭]


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short_user_id: 1901254843
user_unique_id: cuodd
nickname: 丕坤坤
ip_location: 陕西
content: SUNO用多了就知道其实风格局限性很大，而且中文发音问题很多，4.0更新后还频繁出粤语。最主要的是听不进去话，很多提示词他都不理，自己生自己的。而且拓展音乐越拓音质越差。只能说进步空间还很大
sub_comment_count: 0
parent_comment_id: 0
like_count: 6
avatar:
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user_id: 62589282810
sec_uid: MS4wLjABAAAAftFjyk4p4ugg3V-H4AO3k-StCQKMW57sd80UR5kP_Kk
short_user_id: 81888801
nickname: Ethan0595
ip_location: 福建
content: 介绍的太好了 就喜欢你解说
sub_comment_count: 0
parent_comment_id: 0
like_count: 0
avatar:
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user_id: 92315173290
sec_uid: MS4wLjABAAAAUtp0Fe8ho59JJlfYZwhyNNAvMCdQJToilF0nsIVcD_M
short_user_id: 934177957
nickname: 沫沫
ip_location: 重庆
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parent_comment_id: 0
like_count: 1
avatar:
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content:
  日常我的必备有三个软件，一个是豆包写文献总结，听脑ai做语音转文字和会议纪要，在家还可以辅导孩子的网课做课堂记录。还有就是deepseek随时随地生成需要的文案[泣不成声][泣不成声][泣不成声][泣不成声]


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short_user_id: 996480252
nickname: Sky白木
ip_location: 广东
content: 这个网站真的牛逼的。 关键性问题我都是这个
sub_comment_count: 0
parent_comment_id: 0
like_count: 1
avatar:
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user_id: 88099795792
sec_uid: MS4wLjABAAAAVBiUaYmo3AZ-9O2xu38XXJUys5r2fk653cG2sD2pMbg
short_user_id: 840609345
nickname: 樱落
ip_location: 浙江
content: 友情提示:打开需要无痕模式，不然会一直提示条款未能通过
sub_comment_count: 2
parent_comment_id: 0
like_count: 2
avatar:
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sec_uid: MS4wLjABAAAA3OXRtwoAiXBvHU86zz8pd2Z8fm8i5niyVn3ZLpjw3V4
short_user_id: 575949615
nickname: 一只菌子
ip_location: 湖南
content: 这个什么情况
sub_comment_count: 1
parent_comment_id: 0
like_count: 0
avatar:
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short_user_id: 3476318848
user_unique_id: dyo9f3zmgklv
nickname: sssss
ip_location: 广东
content: 网址呢
sub_comment_count: 2
parent_comment_id: 0
like_count: 2
avatar:
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short_user_id: 86546609367
user_unique_id: 86546609367
nickname: AzE
ip_location: 重庆
content: 这不就是一个ai模型评估平台吗[黑脸] 隐私这块…还是避免吧
sub_comment_count: 0
parent_comment_id: 0
like_count: 7
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short_user_id: 1281190301
nickname: 🌈🌈混入狼群的哈士奇
ip_location: 湖南
content: 只能用几次就要隔一个小时再用
sub_comment_count: 0
parent_comment_id: 0
like_count: 13
avatar:
  https://p3-pc.douyinpic.com/aweme/100x100/aweme-avatar/mosaic-legacy_ae02001081f9eec3e829.jpeg?from=2064092626


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sec_uid: MS4wLjABAAAAKaMLQZVx5qcmPndim55qvDj-SGNbjEDTjofOORmqdqg
short_user_id: 1192709262
nickname: 默语乘风
ip_location: 上海
content: 进不去了
sub_comment_count: 0
parent_comment_id: 0
like_count: 0
avatar:
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sec_uid: MS4wLjABAAAAuFAROuj4M1QBl7TdLO2ACt2Mgmm0KAKjs6Hsup1x8HI
short_user_id: 890715123
nickname: 飛鳥追雲
ip_location: 广东
content: 有关隐私的最好慎用这个[看]
sub_comment_count: 2
parent_comment_id: 0
like_count: 19
avatar:
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sec_uid: MS4wLjABAAAAtb88rE6NHWL1vnT9EXsBF-uivO1Nd-Ou-qoPscLynkk
short_user_id: 76958351
nickname: Vscar
ip_location: 江苏
content: 图片模型选哪一个？
sub_comment_count: 0
parent_comment_id: 0
like_count: 2
avatar:
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short_user_id: 1095107433
user_unique_id: wei61796
nickname: 因为害怕男同所以屁股塞满鞭炮
ip_location: 江西
content: 应该是削弱版本吧
sub_comment_count: 0
parent_comment_id: 0
like_count: 0
avatar:
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short_user_id: 2362580320
user_unique_id: dy4k5b76orh3
nickname: 翰儒宾馆
ip_location: 山东
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content:
  人类绞尽脑汁去做最像人类的机器，而人类本身却自带自我复制的功能(人类的繁殖)。我在想是不是人类本身就是外在制造的，然后通过最简单的方式让人类能够自我复制。科技发展到能够制造和人类完全一样的生物（或者说是机器）时，却发现每一个人都能够制造(人类的繁殖)，感觉有点讽刺。人类的科技如果能发展到这个程度，那人类首先要做的肯定就是自我个体的复制（把现有的思想复制到新的个体，实现永生）。那时候将会是人类巨大的变革。显而易见的是人类繁衍的意愿将会不复存在！


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sec_uid: MS4wLjABAAAAztbvP5_Lcs4ttPqxje4XwsH5Z0Q7soQsh5UIfnfoJ5I
short_user_id: 801388492
nickname: B
ip_location: 广东
content: 观后感：AI的竞争本质上就是算力的竞争，谁掌握了算力生产力，谁就会赢得未来
sub_comment_count: 0
parent_comment_id: 0
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sec_uid: MS4wLjABAAAA_KnN0K_wY8Vm_v0ZxFVXTmsJCHfMjy05KCefeXLmkG0
short_user_id: 850575300
nickname: Python numpy
ip_location: 上海
content: 省流版
sub_comment_count: 33
parent_comment_id: 0
like_count: 699
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pictures:
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short_user_id: 79433802042
user_unique_id: 79433802042
nickname: 李崇信
ip_location: 广东
sub_comment_count: 6
parent_comment_id: 0
like_count: 3
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content:
  博主您好，关于梯度下降那部分的内容我有一些不理解，请问怎么保证我找到的点是损失函数损失值的极小值点而非最小值点呢。还有如果存在这样的情况，例如我们有k1、k2、k3,这三对参数，在A点时三者综合损失值较小但k2项对应的损失值较大，B点时综合损失值第二小但k2项对应的损失值较小，请问最后应选择哪个点？参数之间是否存在优先级？即对k1、k2、k3，优先保证减小k2项对应的损失值，其次k1、最后k3？对于这两个问题，请问博主有什么文献推荐吗？ [感谢] @漫士沉思录


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short_user_id: 267511699
nickname: 文刀刘
ip_location: 上海
content: 看似高大上的人工智能，背后都是一些简单的原理，难的是发现这些原理的应用场景并推广出复杂的模型，这些原理几十生前就发现了，但只到近几年得益于运算能力的突破才真正有价值
sub_comment_count: 2
parent_comment_id: 0
like_count: 3
avatar:
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sec_uid: MS4wLjABAAAAp0kVlgZkivFGeyB5lXKRisRoZR0wGBv-LxOjrg7WCx8
short_user_id: 58742051917
user_unique_id: mcjy1497869702
nickname: 木颤简叶
ip_location: 河北
sub_comment_count: 1
parent_comment_id: 0
like_count: 0
avatar:
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content:
  讲的真的非常好，最难理解的公式也只是高中的，我对人工智能、机器学习、深度学习这些概念极易搞混，也一直想入门模型的学习研究，直到看了这个视频，对深度学习有了很清晰的认识，非常感谢博主的科普，必须点赞收藏[赞]


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sec_uid: MS4wLjABAAAAzlp4zisvZ-hrBDyVLHpAWTx2-UGJVu2ffFOFHAft-mM
short_user_id: 37698178299
user_unique_id: 37698178299
nickname: 社群助理
ip_location: 广东
content: 真的太震撼了，看完这个视频才稍许明白，原来那些天天接触的流行词背后有如此深刻而有趣的东东，那些大神脑袋里装的东东就是不一样，太迷人了[赞][赞][赞][玫瑰][玫瑰][玫瑰]
sub_comment_count: 0
parent_comment_id: 0
like_count: 0
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sec_uid: MS4wLjABAAAAsVENx7iPfi5hTPY8tVUtLb2g2V-81pMamG1ykejgVh0
short_user_id: 359489666
nickname: 清明子诚
ip_location: 广东
sub_comment_count: 1
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like_count: 4
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content:
  老爷子说世间万物都是函数，向函数输入参数，就会有相应的输出。马列主义说世间万物皆有其客观规律，遵守这个预期规律就能够获得预期的结果。老爷子的思想跟马列主义的思想从本质来说是一样的，人工智能的方向就是抽象出客观规律，并且用一定确定的函数表达出来，人工智能就能够独立做出智能生命才能得到的预期结果。


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short_user_id: 88809039833
user_unique_id: zxyyds09
nickname: 999.9
ip_location: 江苏
content: 只记得一堆名词，函数，机器学习，深度学习，大模型，拟合函数，损失函数，最小二乘法，梯度下降算法，高斯分布，参数调节，导数，偏导数，神经网络，统计预测n-gram，gpt，token,扩散
sub_comment_count: 1
parent_comment_id: 0
like_count: 2
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user_id: 1588131172463095
sec_uid: MS4wLjABAAAAKFbJ6iv1GEojsUyjshhlF42HVZohZTgCGAiuH80lXXNFNlC7Lf3MNRiFQryclCiq
short_user_id: 60432765351
user_unique_id: 60432765351
nickname: 怒虎
ip_location: 广西
content:
  记忆是尘土，一层又一层，被压实后形成地基，地基组成地壳，地壳足够大才有山川河流，山川河流自带逻辑！
  山上，水流得多了，自然生成河流，河流就是逻辑，每一次流淌就是一次逻辑的运行！

sub_comment_count: 1
parent_comment_id: 0
like_count: 1
avatar:
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user_id: 71303306994
sec_uid: MS4wLjABAAAAwR-YmM_Pcr_W_JF7V8YiIa8oRnEz6d4XqGhI09s_CWQ
short_user_id: 132450677
nickname: 传奇男人
ip_location: 浙江
content: 冷知识，当不是你涉及领域里的知识被你刷到，说明已经算领域内末端过时的东西了... [捂脸]
sub_comment_count: 69
parent_comment_id: 0
like_count: 12036
avatar:
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user_id: 4410839116812948
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short_user_id: 22366638128
user_unique_id: 22366638128
nickname: 祁航
ip_location: 江西
content: @桃妖妖 我去，我之前看过一段话，ai淘汰的是不会用ai的人，我去，好准[思考]
sub_comment_count: 151
parent_comment_id: 0
like_count: 13189
avatar:
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user_id: 1173873705095635
sec_uid: MS4wLjABAAAAjTCV4vVQYzjjkBmvDZYSL7uRnHAxP-i_-q3pUEyoprv5GaU0FhFCN9gv27VCu4Sn
short_user_id: 3742939278
user_unique_id: ID_Gem28
nickname: 板心 ZFQ.云岫
ip_location: 浙江
sub_comment_count: 22
parent_comment_id: 0
like_count: 2749
avatar:
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content:
  AI就像有着几千年文化的超级大脑，一个人100年的学识再丰富，你也比不了人类几千年的数据积累，即便是这样，ai仅靠组合这些数据所输出的内容，也超过90%的人，剩下的10%就是人会犯错，会逻辑混乱，会很自然的有情绪，目前AI只能模仿，却做不到自然。


user_id: 4410892624607431
sec_uid: MS4wLjABAAAAwqJUEVofQFAuoVM8Pb8h9sQf3Fbh4yQ9e_OcxFn3jun66DIQ1hQkB2kvtwMAvICL
short_user_id: 3717393406
user_unique_id: dyxzr5ek4wwy
nickname: 一只猫猫头
ip_location: 四川
content: 为什么我的扣子打开什么都没有啊
sub_comment_count: 16
parent_comment_id: 0
like_count: 1271
avatar:
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user_id: 108441320208
sec_uid: MS4wLjABAAAAyrVCW-0oyT1tTvb8YmQIVcHIgDmietx4EJj1YyAwrTw
short_user_id: 1809154324
nickname: 柯基小泰迪
ip_location: 安徽
content: 到底淘汰的是谁呢？ai的创造力代替了人的创造力之后人还是人么？人的创造力降低变成了没有不会制造“工具”和使用“工具”的动物
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parent_comment_id: 0
like_count: 0
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user_id: 63913310884
sec_uid: MS4wLjABAAAAbd904ngsQTKFO62-tMxx3JOosCHVXfDVXfH3DYej70M
short_user_id: 45767891
user_unique_id: Xieandong8879
nickname: 蟹黄包(细狗健身版)
ip_location: 安徽
content: 偷偷告诉你们，这个要付费的哦[不失礼貌的微笑]好像是多少秒视频付多少钱，ai只管出视频，不管你实际要的是不是这种，所以有时候就要出很多遍才能找到部分能用的片段[绝望的凝视]
sub_comment_count: 0
parent_comment_id: 0
like_count: 28
avatar:
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user_id: 3185722069090387
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short_user_id: 85107954459
user_unique_id: 85107954459
nickname: 没想好
ip_location: 安徽
content: 好巧[憨笑]
sub_comment_count: 1
parent_comment_id: 0
like_count: 29
avatar:
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pictures:
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short_user_id: 57027513709
user_unique_id: 57027513709
nickname: 一只嘟嘟基
ip_location: 浙江
content: 博主，为啥我的浏览器随便打开一个网站都会跳出来扣子[流泪]
sub_comment_count: 1
parent_comment_id: 0
like_count: 97
avatar:
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user_id: 75229716767
sec_uid: MS4wLjABAAAAqDQnodRTuOrOpIH-6lj9W7PtupWKnMCvkbZ_cLDhYF8
short_user_id: 124195203
nickname: 影书阁
ip_location: 重庆
content: 我手动一条条剪辑的 [流泪]
sub_comment_count: 18
parent_comment_id: 0
like_count: 2011
avatar:
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sec_uid: MS4wLjABAAAAjR81z96dxCnKp56XzAvtWx2nMIe-dKH_bcSfgFO3WZU
short_user_id: 64383223669
user_unique_id: 64383223669
nickname: 玖伍肆炘
ip_location: 北京
content: 蹲剪辑，简单但是量大
sub_comment_count: 42
parent_comment_id: 0
like_count: 132
avatar:
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user_id: 1635681973583303
sec_uid: MS4wLjABAAAATKNQ5yL7TDm6g90Nnh-hPbNbxp49hmCOfsbO2VSM0boEesMW1YNw0V8gFooGpb7z
short_user_id: 3830333906
user_unique_id: tingyihuiyinyue
nickname: 蓝调警告🗣️
ip_location: 天津
sub_comment_count: 8
parent_comment_id: 0
like_count: 12
avatar:
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content:
  Claude，Grok，Gemini pro2.5，DeepSeek，ChatGPT，我从事工作以来亲身测试ai以来，这几个ai是我心目中的ai天花板级别的[赞]这几个如果都解决不了你的问题，那么就再没有人能解决了[笑哭]


user_id: 67868599090
sec_uid: MS4wLjABAAAA9uM2UqYKVyySLSSlFM8cJYtecQMMKS911CN7oGORtrI
short_user_id: 174847037
user_unique_id: 7777788888zhang
nickname: 🌈东北张小匪（北大湖）
ip_location: 吉林
content: 求问Ai大佬们，想生成这种背景图，用什么能做出来
sub_comment_count: 1
parent_comment_id: 0
like_count: 4
avatar:
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pictures:
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short_user_id: 3485364625
user_unique_id: dys91tmo5f97
nickname: 漫长的夏天
ip_location: 德国
content: 谷歌的AI领域真的很强 有大语言模型做背书 还有各个专业领域的分支 谷歌的股票可以买起来了
sub_comment_count: 0
parent_comment_id: 0
like_count: 0
avatar:
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user_id: 3551874156608250
sec_uid: MS4wLjABAAAAh86Lzs_Kthn7zZvzlAYkIdxGOzwYGCXsyCmUuRjOK7QqF-gHG3DtpkfbRnXXcjkl
short_user_id: 88788552153
user_unique_id: 88788552153
nickname: 用户4602706293409
ip_location: 江苏
content: [不失礼貌的微笑]你用ai换脸了[捂脸]
sub_comment_count: 3
parent_comment_id: 0
like_count: 1
avatar:
  https://p3-pc.douyinpic.com/aweme/100x100/aweme-avatar/aweme_default_avatar.png.jpeg?from=2064092626


user_id: 7416029307686192187
sec_uid: MS4wLjABAAAA0NsQrrhA4qfkcj0jeUsXVDm7T6lB4VK6mR5QWWsSthObdmyJJweql0E39u4OHXKC
short_user_id: 35277168000
user_unique_id: 35277168000
nickname: 用户2800666631269
ip_location: 吉林
content: 这龙太帅了我想要[泣不成声][泣不成声][泣不成声]
sub_comment_count: 1
parent_comment_id: 0
like_count: 0
avatar:
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pictures:
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user_id: 1310216221623564
sec_uid: MS4wLjABAAAAjZMyiy3g1BrnfMQw1b4pqQCiVRQ68SJb3qm-Ug7o8R3ywm4Su26ctQ4JVu9e-Uam
short_user_id: 92946312060
user_unique_id: 92946312060
nickname: 罗友友
ip_location: 北京
content: 模型这我觉的想要得到好的答案真的需要不停地做切换，但是切换模型比较浪费时间，最近我发现有很多平台都有模型集，像MedPeer就不错一些热门的额模型基本都有，最近又更新了Claude 4
sub_comment_count: 2
parent_comment_id: 0
like_count: 12
avatar:
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pictures:
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user_id: 2100503862051322
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short_user_id: 46447239285
user_unique_id: 46447239285
nickname: AI张小燕儿
ip_location: 黑龙江
content: 可灵和即梦哪个好用啊
sub_comment_count: 1
parent_comment_id: 0
like_count: 0
avatar:
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user_id: 56944244013
sec_uid: MS4wLjABAAAAmJ45IOE2b7dyhsE0A5AVUJcAuUmtL3wNfs8aI0AGf9g
short_user_id: 152101661
nickname: ૱乌云季
ip_location: 北京
content: 有免费的能生成LOGO设计的软件嘛[泣不成声][泣不成声][泣不成声]
sub_comment_count: 1
parent_comment_id: 0
like_count: 0
avatar:
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user_id: 64565657417
sec_uid: MS4wLjABAAAAwfdC1UF2pWzNx8DxID-zVjN25uzK_UGxU7VceLhRsZI
short_user_id: 51388862
user_unique_id: 13082656710.
nickname: 及时雨顶级玩家一线用品
ip_location: 山东
content: 谁能告诉我这是什么软件？
sub_comment_count: 7
parent_comment_id: 0
like_count: 3
avatar:
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user_id: 3406728242682682
sec_uid: MS4wLjABAAAAdkUOB2umj0IdSayfHXq_71Cjj_TWqVouKdyKR40jHSWc25qx8Gvt8Q6x2JgHLeWz
short_user_id: 75669950991
user_unique_id: 75669950991
nickname: 漂泊A
ip_location: 上海
content: Runway Gen4这个可以免费生成几个吗？
sub_comment_count: 1
parent_comment_id: 0
like_count: 0
avatar:
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user_id: 3320130069603405
sec_uid: MS4wLjABAAAAZ0njd8AZvJ7woG0s-uxFgbuAyOwIkj1OMaHhKfclVnhit1k8S7iJeqK-4yylatDH
short_user_id: 2831389761
user_unique_id: childejun
nickname: Jun·childe
ip_location: 四川
content: 为什么不用deepseek，不是吹的很厉害吗
sub_comment_count: 0
parent_comment_id: 0
like_count: 0
avatar:
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user_id: 3532052726296733
sec_uid: MS4wLjABAAAA54nGwH0L7ZYgSxMz8fHWLPoiOpMVdjJBorOdNUcjyF1NMtSrsmb1wH8jkj-chPaT
short_user_id: 86907547723
user_unique_id: 86907547723
nickname: GOBABY
ip_location: 福建
content: 国外那么多香喷喷的不用，非要给自己找罪受
sub_comment_count: 0
parent_comment_id: 0
like_count: 0
avatar:
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user_id: 2357800643607479
sec_uid: MS4wLjABAAAA2mhnkyRBb8r6YXw-yP2hpiuTtPAZ9QUHZVHiU_SOCt8T-veCMYA52logmt-ivd0B
short_user_id: 4192469223
user_unique_id: dy15hq22t7ulz
nickname: v99
ip_location: 河北
content: 懒得喷[捂脸] 这 bug 很早就有了
sub_comment_count: 0
parent_comment_id: 0
like_count: 1
avatar:
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pictures:
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user_id: 63049841714
sec_uid: MS4wLjABAAAAie6JluQWhGLZO7uUzXRlGrWJa0AR38u-G21XthBLmU8
short_user_id: 83469510
nickname: 温凉
ip_location: 四川
content: 其实所有ai都没什么自我认知，无非是厂商喂了更多自我认知提示词，算不上降智吧，真要降智感觉只能靠自己感觉他的代码质量下降了
sub_comment_count: 0
parent_comment_id: 0
like_count: 0
avatar:
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user_id: 78761341151
sec_uid: MS4wLjABAAAARtDE8JJ6vsMyNZzaFg_ZyuhQmlILGabnVMV5Wd-81bo
short_user_id: 621655149
user_unique_id: xjnel
nickname: 乃尔立帮找房
ip_location: 上海
content: 我今天的cursor连3.5都不让用了[杀马特]
sub_comment_count: 0
parent_comment_id: 0
like_count: 1
avatar:
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user_id: 92773396553
sec_uid: MS4wLjABAAAAE801qDT4IPLJqBLH5KMTdR87tYEMGJPBtunUffcaFko
short_user_id: 342057574
nickname: rick
ip_location: 山东
content: 国外哪个不比国内的好[捂脸][捂脸] Claude code ,Gemini ,cursor,augment 这些一个不用啊
sub_comment_count: 0
parent_comment_id: 0
like_count: 6
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short_user_id: 366375865
nickname: 零
ip_location: 广东
content: 这个月初那就天 trae 自动化脚本执行，给用户D盘数据全删了[看][看][看][看][看] 笑死我了
sub_comment_count: 0
parent_comment_id: 0
like_count: 0
avatar:
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nickname: 西瓜活了
ip_location: 江苏
sub_comment_count: 2
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like_count: 0
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content:
  最好的办法就是自己写，然后就是用web查方案适配到自己的代码里面，感觉现在这些代码模型还是有点弱，稍微有点关联关系的场景就不行了，改了十次八次改不好是常有的事，最后代码被改乱，还得自己整理后再修改，即便是cursor也一样


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user_unique_id: 28079472752
nickname: 壬水阁
ip_location: 山西
content:
  腾讯的code-buddy免费额度用完，一个多小时后能恢复高级模型。
  阿里的qoder免费额度用完，要等一个月才能恢复。

sub_comment_count: 0
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user_unique_id: igcc9988
nickname: 𝒙𝒛𝒗𝒇
ip_location: 山东
content: 最近用的claude4max[呲牙]，感受出来和4的差别了[呲牙][呲牙][呲牙]
sub_comment_count: 0
parent_comment_id: 0
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nickname: Xuan酱
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content:
  朋友们，非常抱歉，这期视频引用了其他博主加水印的画面素材作为去水印的示例，造成侵权了。是我们的工作失误，给对方带来了困扰。现在已经和博主本人取得联系，并经过协商，获得了授权许可。然后用banana去除水印，是给大家做了不好的示范，请大家一定注意，去除水印后使用他人的素材是侵权行为，请大家以我们为鉴，尊重他人版权。坚持原创哦！


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user_unique_id: Tuyrrell
nickname: 酱爆豆腐
ip_location: 辽宁
content: 你那是假的，真的在和老登宣传辽宁呢。
sub_comment_count: 12
parent_comment_id: 0
like_count: 1299
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nickname: 森森探影
ip_location: 云南
content: 我打败霉霉和gaga 拿到了格莱美[捂脸]
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user_unique_id: Be_NicerBoy
nickname: 伴尔如伴风
ip_location: 福建
content: 我猴哥都变壮了
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parent_comment_id: 0
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short_user_id: 1029741444
nickname: 丶这个冬天有夏温
ip_location: 重庆
content: AI真不是个好事，以后有图有真相都无法分辨了，造谣容易，辟谣可就难了（可怕）
sub_comment_count: 18
parent_comment_id: 0
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short_user_id: 1968303088
user_unique_id: LYNLJJ1118
nickname: 丽丽烨-
ip_location: 河北
content: 人家的购买记录怕被盗打上水印 你把水印去了有没有经过人家同意[发呆]
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parent_comment_id: 0
like_count: 35
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short_user_id: 21241455
nickname: 阿苏咩
ip_location: 福建
content: 这个就挺需要的 尤其是有时候做玩具开发 要稍微设计一下外形 用chatgpt生成了一个差点意思的外形 让他做细节微调 他就做不到 永远把其他正常的地方也一并改了 然后变得四不像[捂脸]
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nickname: 昴
ip_location: 广东
content: 不知道为啥，感觉以后会变得很恐怖，特别容易造谣的感觉啊[捂脸]
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short_user_id: 1581516528
nickname: oakvalley
ip_location: 广东
content: 这一上线，估计ps得废了。。
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parent_comment_id: 0
like_count: 4367
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short_user_id: 582323474
nickname: 烟雨染墨
ip_location: 河南
content: 谷歌的东西，全名叫做Nano Banana，还没正式发布，现在很低调
sub_comment_count: 87
parent_comment_id: 0
like_count: 3347
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short_user_id: 2971225043
user_unique_id: dy9swf9lh1as
nickname: 青梅煮酒
ip_location: 北京
content: 全是你自己的主观臆断
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like_count: 3
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short_user_id: 192214190
nickname: 遇见藏羚羊eจุ๊บ
ip_location: 山西
content: 大A到底有没有慢牛啊
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short_user_id: 149741060
user_unique_id: Gan_nm
nickname: 奪你霹雳面👹
ip_location: 贵州
content: 光模块还拿不拿，今天有点慌
sub_comment_count: 43
parent_comment_id: 0
like_count: 52
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short_user_id: 368260558
nickname: 扶摇直上啊
ip_location: 天津
content: 软件切换说了一个多月，一直也没切换[捂脸][捂脸]
sub_comment_count: 1
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short_user_id: 1107152074
nickname: 阿绪
ip_location: 辽宁
content: 钱花了，不一定都出成果[捂脸]
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short_user_id: 187350898
nickname: 造梦空间
ip_location: 陕西
content: 应用里面教育和医疗最先
sub_comment_count: 0
parent_comment_id: 0
like_count: 1
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short_user_id: 569247922
nickname: 谦谦
ip_location: 上海
content: 软件不赚钱，股市看准了就别瞎跑，我cpo去年拿到现在主仓位基本没动，赚了多少倍了
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short_user_id: 76696220
user_unique_id: Jason39950
nickname: Forget、
ip_location: 湖北
content: 谁告诉你光模块pcb这些硬件是只能用来做大模型的[捂脸][捂脸][捂脸] 你通信网络，光纤宽带，电子数码产品用的大头不比你那算力软件用量大的多[捂脸][捂脸]
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user_unique_id: 59867309483
nickname: 无邪501
ip_location: 江苏
content: 伸缩自如[呲牙]左右摇晃[捂脸]
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nickname: cf78
ip_location: 山西
content: 铅笔ai4.5确实遥遥领先 [色]
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short_user_id: 82840637
nickname: 路西法
ip_location: 河南
content: 只用gpt，其它都是搜索引擎[看]
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like_count: 38
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short_user_id: 2847339292
user_unique_id: oubeibeiqinghua
nickname: HUAWEI
ip_location: 黑龙江
content: 腾讯元宝
sub_comment_count: 0
parent_comment_id: 0
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short_user_id: 3525983057
user_unique_id: CCJ011121
nickname: ekko
ip_location: 天津
content: 综合实力GPT断档领先，确实猛
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user_unique_id: jsricky2025
nickname: Ricky
ip_location: 浙江
content: 以前通义很严谨，信息很准确，现在没那么高准确度了。我叫他推荐一个王者荣耀强势中路，他给我推了一个姬小满[捂脸]
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short_user_id: 97188367343
user_unique_id: 97188367343
nickname: X
ip_location: 韩国
content: 看看就行了[捂脸]
sub_comment_count: 3
parent_comment_id: 0
like_count: 0
avatar:
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pictures:
  https://p11-sign.douyinpic.com/tos-cn-i-p14lwwcsbr/6f9574da0fec4ceebb2c454113cede55~tplv-p14lwwcsbr-7.image?lk3s=7b078dd2&x-expires=1757196000&x-signature=1eyXAUbt8hPPVbj5aU5%2F%2FfJSeV4%3D&from=2064092626&se=false&sc=image&biz_tag=aweme_comment&l=20250907005333734469F805DA9ABA4DF8


user_id: 92893695884
sec_uid: MS4wLjABAAAAyBquk0IZ6YqTLaMZGYALafhY7k_aqBUhGevwm52XW04
short_user_id: 355623772
user_unique_id: haiseng886
nickname: 运气龍-运动型
ip_location: 广东
content: claude 包夯的阿[九转大肠]
sub_comment_count: 0
parent_comment_id: 0
like_count: 0
avatar:
  https://p3-pc.douyinpic.com/aweme/100x100/aweme-avatar/tos-cn-avt-0015_a82d2d7cfa7a71735cbdecf09ed0b0c8.jpeg?from=2064092626


user_id: 43579683377468
sec_uid: MS4wLjABAAAAm1mP8BT-JEdnJX63ThbishtZL4EhCm7oUQ4z4bKPGmQ
short_user_id: 3482742025
user_unique_id: shiyuqiluo32
nickname: 守岸人
ip_location: 河南
content: 你连Gemini都不知道你比啥呢？
sub_comment_count: 2
parent_comment_id: 0
like_count: 9
avatar:
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user_id: 79965763053
sec_uid: MS4wLjABAAAAwVCEzSstIinAavM_ZrPL7kL4p2qFqv-UdA95TeLuXec
short_user_id: 172777501
nickname: AAA大运重卡董师傅（专跑国道）
ip_location: 青海
content: 写材料那个好
sub_comment_count: 0
parent_comment_id: 0
like_count: 1
avatar:
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