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  • E238|聊聊Harness时代AI-First的组织架构:从信任人到信任AI

    25 May

    1

    E238|聊聊Harness时代AI-First的组织架构:从信任人到信任AI

    “Harness Engineering”(挽具工程)正在成为硅谷的新共识,Anthropic、OpenAI等公司都在探索这一工程范式。但真正理解Harness的人还不多。前不久,一篇题为《Why Your “AI-First” Strategy Is Probably Wrong》的文章在X上获得百万级阅读和热议,作者是来自硅谷CreaoAI的Peter Pang。在这篇文章里,Peter展示了Harness Agent系统激发出的极致效率:99%的代码由AI完成,每天平均3到8次生产部署,过去六周的产品流程,现在一天就能跑完。 本期播客,主播泓君邀请到Creao的三位创始人,聊聊这家公司对Harness的实践,以及在组织AI-First转型上的深度思考。嘉宾们指出,AI-First不等于“使用AI”,想要把效率提升100倍、1000倍,就不能只把AI当成工具,而要让AI成为所有生产力的主导。组织转型最难跨出的一步在于——是否能让所有员工都能做到信任AI。 这场对话中有一些有趣的观察,比如在Creao,市场不用再追着开发提需求,因为开发速度已经远超市场消化能力;当大量对齐工作被AI接管之后,拿掉产品经理,反而让团队效率大幅提升;初级工程师比资深工程师更适应AI时代的转型;尽管过去十年积累的专长正在快速贬值,但资深工程师仍然有竞争力,因为未来的核心竞争力不再是写代码,而是“找到AI Planning的缺陷”和“判断什么是有价值的”。 【主播】 泓君,硅谷101创始人,播客主理人 【嘉宾】 Kai,Creao联合创始人/CEO Peter,Creao联合创始人/CTO Clark,Creao联合创始人/CPO,clark@creao.ai 【你将听到】 AI 主导的效率革命 02:32 什么是Harness(挽具)? 03:09 Harness范围远大于prompt/context engineering,榨干大模型能力 04:52 Harness成败在于,设计好系统自身的feedback loop 07:11 传统软件静态人主导,Harness动态AI主导迭代 08:10 一篇X爆文,揭秘CreaoAI的Harness实战 09:53 AI-first第一步:重构流程,降低对齐成本 13:19 思维转变:AI不是工具,是所有生产力的AI主导者 14:01 放弃传统开会讨论,让AI主导对齐,沟通成本大幅降低 19:12 Agent主导排查bug,50%以上问题由AutoFixing自动修复 23:48 搭建整个Agent系统,只需要1个Architect用一周定框架 25:47 Harness观念:AI是动态系统,出错要弥补系统而非简单纠错 27:13 你的内容和产品,受众可能是Agent Harness时代的组织转型 31:09 组织转型挑战:只要有人觉得“不如人做”,改造就会被拉长 32:02 AI能力已达,CreaoAI 2026年1月用两周完成全部架构重构 36:00 “2026年我没有写过一行代码”,架构师的价值是找出AI planning的缺陷 38:22 产品开发超前于市场,市场尚不了解Harness Agent的工作方式 43:05 大企业难转型的原因:合规问题,人员过多 Harness时代人的价值 47:47 信任从人转向AI需要guardrails,产品经理角色被拿掉,对齐成本反而更低 52:00 交流成本>落地成本,AI环境下复合型人才更重要 53:21 “资深悖论”:初级工程师更适应AI,资深专家转变难度大 01:00:30 人类未来最核心的能力和价值:定义需求,review结果 【延伸阅读和相关术语】 《Why Your “AI-First” Strategy Is Probably Wrong》 《The Self-Healing Agent Harness》 CI/CD(持续集成/持续部署),软件开发中的自动化流程。CI(Continuous Integration,持续集成) 指开发者频繁地将代码合并到主干,并自动运行测试,以便尽早发现集成错误。CD(Continuous Delivery/Deployment,持续部署/持续交付) 指通过自动化流水线将通过测试的代码自动发布到生产环境。 Agent Behavior(智能体行为),指AI Agent在执行任务时的行为模式,包括它如何理解指令、调用工具、做出决策、处理错误等。 【监制】 泓君 【后期】 Amei 【运营】 朱婕 【BGM】 Radar Focus - Blue Saga Rumors About Us - T. Morri Easily Served - Gerhard Feng Poisson d'Avril - Ludvig Moulin 【在这里找到我们】 公众号:硅谷101 收听渠道:Apple Podcast|Spotify|小宇宙|喜马拉雅|蜻蜓FM|荔枝FM|网易云音乐|QQ音乐 其他平台:YouTube|Bilibili 搜索「硅谷101播客」 联系我们:podcast@sv101.net Special Guests: Clark Gao, Peter Pang, and 程凯.

    25 May

    •
    1hr 5min
  • “We Captured a 12 Foot Giant in Afghanistan!” -Tim Alberino

    5 Apr

    2

    “We Captured a 12 Foot Giant in Afghanistan!” -Tim Alberino

    Our American Alchemist this week is Tim Alberino. Sign Up With Our Sponsors Below For Exclusive Alchemy Deals! iRestore: Unlock your best hair & skin with @iRestorelaser and HUGE savings on the iRESTORE Elite + Illumina Face Mask Bundle with code [JESSE] at https://www.irestore.com/JESSE #irestorepod AG1: Go to https://www.DRINKAG1.com/ALCHEMY to get their best offer… get 3 FREE AG1 Travel Packs and 3 FREE AGZ Travel Packs, plus FREE Vitamin D3+K2 and AG1 Welcome Kit with your first AG1 subscription order! -------------------------- Support Our Other Projects Below! Grab Your American Alchemy Merch Here ➤ https://www.americanalchemymerch.com/ Join The American Alchemy Magazine Here ➤ https://americanalchemymagazine.substack.com/ Subscribe To Our Clips Channel (10 Minute Highlights!) ➤ https://www.youtube.com/@UC8ZKTXN9trt5dhixz6b6l6w  -------------------------- JOIN OUR WHOP (Early/Ad Free Episodes) ➤  https://whop.com/jessemichels Instagram ➤ https://www.instagram.com/jessemichelsofficial TikTok ➤ https://www.tiktok.com/@itsjessemichels X ➤ https://twitter.com/AlchemyAmerican Spotify ➤ https://tinyurl.com/jessemichelsspotify Clips Channel ➤ https://www.youtube.com/@JesseMichelsClips Apply For Jobs ➤ apply@jessemichelsmedia.com Sponsor Inquiries ➤ sponsor@jessemichelsmedia.com Media Inquiries ➤ media@jessemichelsmedia.com Timestamps: Timestamps: 00:00 Introduction 02:47 Sponsors (iRestore / AG1) 05:33 Tim Alberino and the Book of Enoch 13:34 The 200 Watchers Descend to Mount Hermon 19:29 Why the Book of Enoch Was Removed from the Bible 33:55 Did the Antediluvian World Have Advanced Aerospace Technology? 36:27 Where Are the Watchers Now? The Origin of Demons 43:38 The Book of Enoch and Modern UFO Disclosure 53:44 David Flynn's "Cydonia" — The Gods Came from Mars 1:06:12 Mystery Schools, Mars, and Recovering the Lost Knowledge 1:15:07 Fallen Angels Are Not What You Think They Look Like 1:25:00 The Kingdom of Heaven as a Literal Technological Civilization 1:28:42 Armageddon as a Kinetic War with Returning Gods 1:30:03 Tim's UFO Sighting in Brook Park, Ohio 1:44:57 Gray Aliens, Abduction Research, and the Insectoids 2:00:01 David Jacobs and Planetary Acquisition by Stealth 2:25:06 The Coming New Religion — Apotheosis and Disclosure 2:36:12 Cyclic Cataclysm, the Sentelia, and What's Coming 2:50:42 The Kandahar Giant — A C-130 Pilot's Testimony 3:05:05 Why Is Giant Evidence the Most Classified Topic? 3:44:58 Was Jesus a Mystery School Adept? 3:57:38 Jesse's Unified Theory of the Phenomenon 4:29:00 The Peruvian Face Peelers 4:45:54 Talia's Attempted Abduction Learn more about your ad choices. Visit megaphone.fm/adchoices

    5 Apr

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    5hr 1min
  • 一人公司的另一种可能:AI 负责经营,人类负责热爱 | 英文访谈 S10E14

    4 days ago

    3

    一人公司的另一种可能:AI 负责经营,人类负责热爱 | 英文访谈 S10E14

    AI 时代,「一人公司」成了一个越来越热的词。一个人加几个 agent,就能做掉过去一整个团队的工作——这个想象正在快速从概念变成现实。支持者说,build 的成本越来越低,个人的杠杆越来越大,普通人第一次真正有机会拥有一家属于自己的公司,不依赖 VC,不需要融资,自己说了算。 但如果有人在 AI 火起来之前就已经活成了这样,他的判断或许更值得参考。Sahil Lavingia 是 Gumroad 创始人、畅销书《小而美》(The Minimalist Entrepreneur)作者——他走完了完整的硅谷融资路径,也经历过融资失败、大规模裁员,最终一个人把公司撑了将近五年。今天的 Gumroad 年收入将近 2000 万美元,核心团队只有三个工程师。他不是在布道极简主义,而是两种模式都真实走过的人。 这期节目,Sahil 聊了几个很值得思考的问题:当 vibe coding 让每个人都能在一个周末做出一款 app,真正稀缺的东西是什么?为什么他认为技术创始人第一个应该招的人是销售,而不是工程师?AI 最终会不会变成 CEO,让创始人只需要专注于自己最享受的那部分工作? 本期人物 丁教 Diane,「声动活泼」联合创始人、「科技早知道」主播 Sahil Lavingia,Gumroad 创始人兼 CEO、《小而美》作者 时间轴 [00:14] 从 Pinterest 二号员工到 Gumroad 创始人:一段标准硅谷故事的非标结局 [03:33] 年入 2000 万、团队只有三个人——Gumroad 今天到底是怎么运转的 [06:03] 人人都能 vibe code 之后,小产品是更好卖了,还是更难卖了 [07:57] Gumroad 做了更好的产品,为什么还是输给了 Patreon [09:54] 如果只能招一个人,技术创始人应该招工程师还是销售 [19:27] AI agent 已经很强了,还有哪些事情它暂时替代不了 [29:46] AI 当 CEO、人当手艺人——这个未来有多远 [36:07] 在 IRS 做数字化和在硅谷创业,哪个更难 幕后制作 监制:Yaxian 后期:迪卡 运营:George 设计:饭团 「Knock Knock 世界」 点此收听👉全球一半的人将会近视,是什么在改变我们的眼球?(https://sourl.co/nEQm98) 在「Knock Knock 世界」里,听到全球新鲜事,还能成为「全球观察员」,报选题、参加选题会。2026 年的节目正在持续更新,4 期节目可以免费试听。 商业合作 声动活泼商业化小队,点击链接直达声动商务会客厅(https://sourl.cn/9h28kj ),也可发送邮件至 business@shengfm.cn 联系我们。 加入声动活泼 声动活泼正在招聘全职商务运营经理、早咖啡内容实习生和社群实习生,如果你也对播客行业的内容制作感兴趣,欢迎点击招聘入口 关于声动活泼 「用声音碰撞世界」,声动活泼致力于为人们提供源源不断的思考养料。 我们还有这些播客:声动早咖啡、声东击西、吃喝玩乐了不起、反潮流俱乐部、泡腾 VC、商业WHY酱、跳进兔子洞 、不止金钱 欢迎在即刻、微博等社交媒体上与我们互动,搜索 声动活泼 即可找到我们。 期待你给我们写邮件,邮箱地址是:ting@sheng.fm 欢迎扫码添加声小音,在节目之外和我们保持联系。 Special Guest: Sahil Lavingia.

    4 days ago

    •
    40 min
  • Beyond the manosphere: Supporting boys and men in the real world

    29 May

    4

    Beyond the manosphere: Supporting boys and men in the real world

    The debate about masculinity has reached a fever pitch. But Richard Reeves says we must move past the culture wars and look at the facts. This hour, a thoughtful approach to supporting boys and men. TED Radio Hour+ listeners now get access to bonus episodes, with more ideas from TED speakers and deeper conversations with Manoush. By signing up for Plus, you directly support our work and public media, so all your episodes (like this one!) come to you without sponsor breaks. Learn more at plus.npr.org/ted. See pcm.adswizz.com for information about our collection and use of personal data for sponsorship and to manage your podcast sponsorship preferences. NPR Privacy Policy

    29 May

    •
    51 min
  • What we'll eat on a warmer planet

    22 May

    5

    What we'll eat on a warmer planet

    From the farm, to the lab, to our tables, what we eat and how it's grown is changing. Agriculture contributes to global warming and is being transformed by it. This hour, a glimpse into the future of food. Guests include chef and policy advisor Sam Kass, farmers Jim Whitaker and Jessica Whitaker Allen, biotechnologist Isha Datar and artist Sam Van Aken. Original broadcast date: July 5, 2024. TED Radio Hour+ listeners now get access to bonus episodes, with more ideas from TED speakers and deeper conversations with Manoush. By signing up for Plus, you directly support our work and public media, so all your episodes (like this one!) come to you without sponsor breaks. Learn more at plus.npr.org/ted See pcm.adswizz.com for information about our collection and use of personal data for sponsorship and to manage your podcast sponsorship preferences. NPR Privacy Policy

    22 May

    •
    50 min
  • Deep Dive: Treat AI As Logic Not Magic

    10 Feb

    6

    Deep Dive: Treat AI As Logic Not Magic

    Hey there! You’ve probably seen the crazy headlines, heard the weird buzzwords, and maybe even played around with a chatbot once or twice. AI isn't just something for movie robots or scientists in lab coats anymore. It’s a handy tool that’s already tucked into our phones, our jobs, and our creative hobbies. Honestly, we’re living through an "Intelligence Revolution"—it’s just as big of a deal as when the internet first showed up or when electricity first changed the world!

    10 Feb

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    32 min
  • #474 – DHH: Future of Programming, AI, Ruby on Rails, Productivity & Parenting

    12/07/2025

    7

    #474 – DHH: Future of Programming, AI, Ruby on Rails, Productivity & Parenting

    David Heinemeier Hansson (aka DHH) is a legendary programmer, creator of Ruby on Rails, co-owner & CTO of 37signals that created Basecamp, HEY, & ONCE, and is a NYT-best-selling author (with Jason Fried) of 4 books: REWORK, REMOTE, Getting Real, and It Doesn’t Have To Be Crazy At Work. He is also a race car driver, including a class-winning performance at the 24 hour Le Mans race. Thank you for listening ❤ Check out our sponsors: https://lexfridman.com/sponsors/ep474-sc See below for timestamps, transcript, and to give feedback, submit questions, contact Lex, etc. Transcript: https://lexfridman.com/dhh-david-heinemeier-hansson-transcript CONTACT LEX: Feedback – give feedback to Lex: https://lexfridman.com/survey AMA – submit questions, videos or call-in: https://lexfridman.com/ama Hiring – join our team: https://lexfridman.com/hiring Other – other ways to get in touch: https://lexfridman.com/contact EPISODE LINKS: DHH’s X: https://x.com/dhh DHH’s Website: https://dhh.dk/ Ruby on Rails: https://rubyonrails.org/ 37signals: https://37signals.com/ DHH’s books: Rework: https://amzn.to/44rSKob Remote: https://amzn.to/44GFJ91 It Doesn’t Have to Be Crazy at Work: https://amzn.to/46bzuwx Getting Real: https://amzn.to/4kzoMDg SPONSORS: To support this podcast, check out our sponsors & get discounts: UPLIFT Desk: Standing desks and office ergonomics. Go to https://upliftdesk.com/lex Lindy: No-code AI agent builder. Go to https://go.lindy.ai/lex LMNT: Zero-sugar electrolyte drink mix. Go to https://drinkLMNT.com/lex Shopify: Sell stuff online. Go to https://shopify.com/lex NetSuite: Business management software. Go to http://netsuite.com/lex OUTLINE: (00:00) – Introduction (00:58) – Sponsors, Comments, and Reflections (08:48) – Programming – early days (26:13) – JavaScript (36:32) – Google Chrome and DOJ (44:19) – Ruby programming language (51:30) – Beautiful code (1:09:31) – Metaprogramming (1:12:52) – Dynamic typing (1:20:10) – Scaling (1:33:03) – Future of programming (1:50:34) – Future of AI (1:56:29) – Vibe coding (2:05:01) – Rails manifesto: Principles of a great programming language (2:29:27) – Why managers are useless (2:38:48) – Small teams (2:44:55) – Jeff Bezos (3:00:13) – Why meetings are toxic (3:07:58) – Case against retirement (3:15:15) – Hard work (3:20:53) – Why we left the cloud (3:24:04) – AWS (3:33:22) – Owning your own servers (3:39:35) – Elon Musk (3:49:17) – Apple (4:01:03) – Tim Sweeney (4:12:37) – Fatherhood (4:38:19) – Racing (5:05:23) – Cars (5:10:41) – Programming setup (5:25:51) – Programming language for beginners (5:39:09) – Open source (5:48:01) – WordPress drama (5:59:18) – Money and happiness (6:08:11) – Hope

    12/07/2025

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  • #494 – Jensen Huang: NVIDIA – The $4 Trillion Company & the AI Revolution

    23 Mar

    8

    #494 – Jensen Huang: NVIDIA – The $4 Trillion Company & the AI Revolution

    Jensen Huang is the co-founder and CEO of NVIDIA, the world’s most valuable company and the engine powering the AI computing revolution. Thank you for listening ❤ Check out our sponsors: https://lexfridman.com/sponsors/ep494-sc See below for timestamps, transcript, and to give feedback, submit questions, contact Lex, etc. Transcript: https://lexfridman.com/jensen-huang-transcript CONTACT LEX: Feedback – give feedback to Lex: https://lexfridman.com/survey AMA – submit questions, videos or call-in: https://lexfridman.com/ama Hiring – join our team: https://lexfridman.com/hiring Other – other ways to get in touch: https://lexfridman.com/contact EPISODE LINKS: NVIDIA: https://nvidia.com NVIDIA on X: https://x.com/nvidia NVIDIA AI on X: https://x.com/NVIDIAAI NVIDIA on YouTube: https://youtube.com/@nvidia NVIDIA on Instagram: https://www.instagram.com/nvidia/ NVIDIA on LinkedIn: https://www.linkedin.com/company/nvidia/ NVIDIA on Facebook: https://www.facebook.com/NVIDIA/ NVIDIA on GitHub: https://github.com/NVIDIA Nemotron: https://developer.nvidia.com/nemotron SPONSORS: To support this podcast, check out our sponsors & get discounts: Perplexity: AI-powered answer engine. Go to https://perplexity.ai/ Shopify: Sell stuff online. Go to https://shopify.com/lex LMNT: Zero-sugar electrolyte drink mix. Go to https://drinkLMNT.com/lex Fin: AI agent for customer service. Go to https://fin.ai/lex Quo: Phone system (calls, texts, contacts) for businesses. Go to https://quo.com/lex OUTLINE: (00:00) – Introduction (00:26) – Sponsors, Comments, and Reflections (06:34) – Extreme co-design and rack-scale engineering (09:20) – How Jensen runs NVIDIA (28:41) – AI scaling laws (43:41) – Biggest blockers to AI scaling laws (45:25) – Supply chain (47:20) – Memory (53:25) – Power (58:45) – Elon and Colossus (1:02:13) – Jensen’s approach to engineering and leadership (1:07:38) – China (1:15:51) – TSMC and Taiwan (1:21:06) – NVIDIA’s moat (1:26:43) – AI data centers in space (1:30:31) – Will NVIDIA be worth $10 trillion? (1:40:40) – Leadership under pressure (1:54:26) – Video games (2:01:18) – AGI timeline (2:03:31) – Future of programming (2:17:02) – Consciousness (2:23:23) – Mortality PODCAST LINKS: – Podcast Website: https://lexfridman.com/podcast – Apple Podcasts: https://apple.co/2lwqZIr – Spotify: https://spoti.fi/2nEwCF8 – RSS: https://lexfridman.com/feed/podcast/ – Podcast Playlist: https://www.youtube.com/playlist?list=PLrAXtmErZgOdP_8GztsuKi9nrraNbKKp4 – Clips Channel: https://www.youtube.com/lexclips

    23 Mar

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  • #493 – Jeff Kaplan: World of Warcraft, Overwatch, Blizzard, and Future of Gaming

    11 Mar

    9

    #493 – Jeff Kaplan: World of Warcraft, Overwatch, Blizzard, and Future of Gaming

    Jeff Kaplan is a legendary Blizzard game designer of World of Warcraft and Overwatch, now preparing to launch a new game, The Legend of California, from his new studio Kintsugiyama – available to wishlist on Steam today, with alpha later in March. Thank you for listening ❤ Check out our sponsors: https://lexfridman.com/sponsors/ep493-sc See below for timestamps, and to give feedback, submit questions, contact Lex, etc. CONTACT LEX: Feedback – give feedback to Lex: https://lexfridman.com/survey AMA – submit questions, videos or call-in: https://lexfridman.com/ama Hiring – join our team: https://lexfridman.com/hiring Other – other ways to get in touch: https://lexfridman.com/contact EPISODE LINKS: The Legend of California (Steam Page): https://store.steampowered.com/app/2550530/The_Legend_of_California Jeff’s Game Studio: https://www.kintsugiyama.com/ SPONSORS: To support this podcast, check out our sponsors & get discounts: Fin: AI agent for customer service. Go to https://fin.ai/lex Blitzy: AI agent for large enterprise codebases. Go to https://blitzy.com/lex BetterHelp: Online therapy and counseling. Go to https://betterhelp.com/lex Shopify: Sell stuff online. Go to https://shopify.com/lex CodeRabbit: AI-powered code reviews. Go to https://coderabbit.ai/lex Perplexity: AI-powered answer engine. Go to https://perplexity.ai/ OUTLINE: (00:00) – Introduction (02:24) – Sponsors, Comments, and Reflections (10:47) – Early games: Pac-Man, Zork, Doom, Quake (25:12) – Writing career – 170 rejection letters (40:45) – EverQuest obsession (53:43) – Getting hired at Blizzard (1:09:11) – Lowest point in Jeff’s life (1:15:16) – One of Us (1:19:33) – Early Blizzard culture (1:39:15) – Building World of Warcraft (1:56:59) – How WoW changed video games (2:14:21) – Single-player vs Multi-player (2:35:15) – How Blizzard made great video games (3:01:04) – Online toxicity (3:08:38) – Why Titan failed (3:25:48) – Overwatch in six weeks (3:52:46) – Best Overwatch heroes (4:01:16) – The challenge of matchmaking (4:04:40) – Rust (4:15:01) – Why Jeff left Blizzard (4:37:14) – Diablo IV (4:38:42) – Getting back to making video games (4:47:38) – The Legend of California (5:01:23) – Greatest video game of all time (5:09:30) – AI and future of video games PODCAST LINKS: – Podcast Website: https://lexfridman.com/podcast – Apple Podcasts: https://apple.co/2lwqZIr – Spotify: https://spoti.fi/2nEwCF8 – RSS: https://lexfridman.com/feed/podcast/ – Podcast Playlist: https://www.youtube.com/playlist?list=PLrAXtmErZgOdP_8GztsuKi9nrraNbKKp4 – Clips Channel: https://www.youtube.com/lexclips

    11 Mar

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  • Cisco Certification Changes, Part 2: Associate-Level (CCNA) Overview with Yusuf Bhaiji

    10/06/2019

    10

    Cisco Certification Changes, Part 2: Associate-Level (CCNA) Overview with Yusuf Bhaiji

    This is the second podcast on the changes to the Cisco Certification portfolio. Senior Manager for the Global Certifications team, Yusuf Bhaiji, talks about the what, the why and the when of changes to the CCNA. Highly recommended for associate level certification holders and those pursuing these certifications. www.cisco.com/go/nextlevel

    10/06/2019

    •
    13 min

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