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2026-05-02 12 builders · 28 tweets · 1 podcasts · 3 blogs

🔥 热点话题

Box CEO Aaron Levie:100倍代理时代,系统记录层将爆发Box CEO Aaron Levie: In a 100X Agent World, the System of Record Layer Will Explode

Box CEO Aaron Levie 针对 Atlassian 的财报发表观点:当代理数量是人类的100倍时,那些管理代码、线索、合同、发票等工作的底层系统记录(system of record)将大幅增长,因为代理需要护栏、安全、合规、工作流和数据存储。他还指出,硅谷之外的企业正利用 AI 增强和加速工作,而非仅仅削减成本,而 AI 降本很快会被竞争对手用 AI 更好地服务客户所侵蚀。
Box CEO Aaron Levie argues that Atlassian's strong results are no surprise: in a world with 100X more agents than people, the underlying systems of record—those managing code, leads, contracts, invoices, etc.—will see massive growth because agents need guardrails, security, compliance, workflows, and data storage. He also notes that enterprises outside Silicon Valley are using AI to augment and accelerate work, not just cut costs, and that AI cost-cutting is quickly eroded when competitors use AI to better serve customers.
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Every CEO Dan Shipper:模型知道更多,但人类学得更快Every CEO Dan Shipper: Models Know More, But Humans Learn Faster

Every CEO Dan Shipper 提出了一个精辟的对比:AI 模型比任何个人都懂得多,但任何个人的学习速度都比模型快。这凸显了人类适应能力在模型快速迭代时代的持久价值。
Every CEO Dan Shipper makes a sharp observation: AI models know more than any individual human, but any individual human learns faster than models do. This highlights the enduring value of human adaptability in an era of rapidly improving AI.
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💰 创业成功案例

Baseten CEO Tuhin Srivastava:推理是终极市场,算力荒远超想象Baseten CEO Tuhin Srivastava: Inference Is the Last Market, and the Compute Crunch Is Worse Than You Think

Baseten(推理云)创始人兼 CEO Tuhin Srivastava 透露,公司过去一年增长30倍,今年收入预计超过10亿美元。他认为独立应用层会持续存在,因为拥有独特用户信号和工作流的公司可以建立模型实验室难以复制的护城河。Baseten 上95%的 token 来自客户用自有数据定制或编译优化的模型。算力荒极其严重——公司在18个云、90个集群上以90%以上的利用率运行,每天下午4点还有专门的容量管理会议。他直言许多新供应商“很坑”,缺乏运行推理的运营成熟度。金句:“没人想要素食推理。”他强调推理成本下降只会让更多智能嵌入到各处。
Tuhin Srivastava, founder and CEO of Baseten (inference cloud), reveals that his company has grown 30x in the past year and is on track for over $1 billion in revenue. He argues that the independent application layer will survive because companies that own unique user signals and workflows can build moats that frontier model labs cannot easily replicate. Custom models dominate: 95% of tokens served on Baseten are from models that customers have modified with their own data or compiled for performance. The capacity crunch is severe—Baseten runs at mid-90s utilization across 18 clouds and 90 clusters, and even with that, they have a daily 4 PM meeting just to manage capacity. He notes that many new suppliers are “grifty” and lack the operational maturity to run inference reliably. Memorable quote: “No one wants a vegan inference.” He stresses that the cost of intelligence going down just leads to more intelligence being embedded everywhere.
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FPV Ventures 合伙人 Nikunj Kothari 的副业达到 $36,500 ARRFPV Ventures Partner Nikunj Kothari Hits $36,500 ARR with a Side Project

FPV Ventures 合伙人 Nikunj Kothari 用 Railway、Conductor 和 Claude AI 搭建了一个看房报告工具,每份报告成本 $8-$9,他以成本价出售,目前已达到 $36,500 的年经常性收入。他表示这是第一个“付费”项目,并为积极找房的用户提供半价优惠码以换取反馈。
Nikunj Kothari, partner at FPV Ventures, built a house hunting report tool using Railway, Conductor, and Claude AI. Each report costs $8-$9 to generate, and he sells them at cost, reaching $36,500 in ARR. He calls it his first “paid” project and offers promo codes at half price for active house hunters in exchange for feedback.
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South Park Commons 合伙人 Aditya Agarwal:杀死公司的最佳方式——忽略产品South Park Commons Partner Aditya Agarwal: The Best Way to Kill Your Company? Focus on Everything Except the Product

South Park Commons 普通合伙人 Aditya Agarwal 向创始人发出直白警告:杀死公司的最佳方式就是关注产品之外的一切。这是一条简洁而有力的创业教训。
Aditya Agarwal, general partner at South Park Commons, offers a blunt warning to founders: the best way to kill your company is to focus on everything except the product. A concise and powerful startup lesson.
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🛠️ 开发者工具与技巧

Swyx 请求一款增强图片输入框的 Chrome 扩展,并称赞 Grok CodexSwyx Requests a Chrome Extension for Image Input Boxes and Praises Grok Codex

AI 开发者兼 Latent Space 播客主理人 Swyx 请求开发一款 Chrome 扩展,能用简单文字或绘图增强网页上的图片输入框,并可生成相应比例的图像。他还指出 xAI 的 Grok Codex 作为 Slack AI 搜索比 Slack 自带的更好用,并强调其效率出色。
AI builder and Latent Space podcast host Swyx requests a Chrome extension that can augment image input boxes on the web with simple text or drawings, and then generate images of the required proportions. He also notes that xAI's Grok Codex is a better Slack AI search than Slack’s own AI search, and highlights its efficiency.
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Roblox 产品经理 Peter Yang 的 Codex 使用体验:有 bug 也有突破Roblox Product Manager Peter Yang's Codex Experience: Bugs and Breakthroughs

Roblox 产品经理兼 AI 教程作者 Peter Yang 分享了他与 Codex 的混合体验:遇到了第一个 bug,但也经历了令人兴奋的突破时刻。他还开玩笑说自己花近 $3,000 买 Macbook Pro 是为了跑本地模型,实际上却在……
Peter Yang, product at Roblox and creator of AI tutorials, shares his mixed experiences with Codex: he encountered his first broken feature, but also had a breakthrough moment that felt great. He jokes about spending nearly $3,000 on a Macbook Pro to run local models but actually using it for something else.
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Zara Zhang 把编程代理当联合创始人,而非员工Zara Zhang Treats Coding Agents as Cofounders, Not Employees

开发者 Zara Zhang 分享了她使用编程代理的独特方法:她不像许多人那样把代理当员工下命令,而是将其视为联合创始人,呈现问题、描述情况并征求它们的意见。她还推荐了 CleanShot,称自己过去8年每天都在使用。
Builder Zara Zhang reveals her approach to coding agents: unlike many who treat them as employees, she treats them as cofounders—presenting problems, describing the situation, and asking for their opinion. She also endorses CleanShot as a tool she has used every single day for the past 8 years.
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Peter Steinberger 盛赞 Codex 的 /goal 功能Peter Steinberger Praises Codex's /goal Feature

AI 捣鼓者 Peter Steinberger(OpenClaw 创建者)对 Codex 的新 /goal 功能赞不绝口,称其“太棒了”。他还分享了一个幽默时刻:他告诉 Codex 自己得付费才能让 xAI 恢复工作。
AI tinkerer Peter Steinberger, creator of OpenClaw, praises Codex's new /goal feature as excellent, calling it “slaps.” He also shares a humorous moment where he told Codex he had to pay up to make xAI work again.
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Sam Altman 用 Codex 命令 /hatch clippy 生成 Clippy 助手Sam Altman Uses Codex Command /hatch clippy to Generate a Clippy Assistant

OpenAI CEO Sam Altman 在 Twitter 上展示了一个有趣的 Codex 命令 “/hatch clippy”,似乎生成了一个 Clippy 风格的助手。他还提到未来发布会的派对会办得更大,因为想来的人远超预期。
OpenAI CEO Sam Altman shares a playful Codex command “/hatch clippy” on Twitter, likely generating a Clippy-style assistant. He also teases bigger parties for future releases after much higher demand than expected.
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Anthropic Engineering:Claude Code 质量下降问题已修复,详解三个根因Anthropic Engineering: Claude Code Quality Degradation Resolved—Three Root Causes Explained

Anthropic 工程团队发布事后分析,针对近期 Claude Code 质量下降的报告,追溯到三个独立变更:一是将默认推理努力从 high 改为 medium 导致智能感下降(已回退);二是一个缓存优化 bug 导致每个回合都清除推理历史,使 Claude 显得健忘且重复(已修复);三是添加了减少冗长的系统提示,意外损害了编码质量(已回退)。所有问题在4月20日前解决,用户用量限额已重置,团队将加强内部测试和评估流程。
Anthropic Engineering published a postmortem on reports of degraded Claude Code quality, tracing them to three separate changes: a default reasoning effort change from high to medium that reduced perceived intelligence (reverted), a caching optimization bug that cleared reasoning history every turn causing forgetfulness and repetition (fixed), and a system prompt to reduce verbosity that inadvertently hurt coding quality (reverted). All issues were resolved by April 20, usage limits have been reset, and the team is strengthening internal testing and evaluation processes.
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Claude 新增日常生活连接器:AllTrails、Instacart、Audible 等Claude Adds Connectors for Everyday Life: AllTrails, Instacart, Audible, and More

Claude 扩展了连接器生态,现在可连接 AllTrails、Instacart、Audible、Tripadvisor 等日常应用。连接器会根据对话内容动态推荐合适的应用,用户可在一个对话中完成推荐、预订等操作。Claude 承诺无广告、无付费置顶,用户始终掌控操作,且应用数据不会用于模型训练。
Claude expands its connector ecosystem to include everyday apps like AllTrails, Instacart, Audible, and Tripadvisor. Connectors dynamically suggest the right app based on the conversation, allowing users to get recommendations, make reservations, and more within a single thread. Claude remains ad-free with no paid placements, users control all actions, and app data is not used for model training.
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Claude Managed Agents 推出内置记忆功能,基于文件系统实现跨会话学习Claude Managed Agents Get Built-in Memory with Filesystem-Based Cross-Session Learning

Claude Managed Agents 的记忆功能进入公开测试。记忆以文件形式挂载在文件系统上,代理可跨会话学习并共享知识,支持权限范围、审计日志和 API 管理。Netflix 使用后跨会话上下文保持更好,Rakuten 的代理首次错误率降低97%,Wisedocs 的文档验证速度提升30%。
Memory for Claude Managed Agents is now in public beta. Memories are stored as files on a filesystem, allowing agents to learn across sessions and share knowledge, with scoped permissions, audit logs, and API control. Netflix uses it to carry context across sessions, Rakuten’s agents cut first-pass errors by 97%, and Wisedocs sped up document verification by 30%.
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🌍 其他动态

Replit 十周年:24小时全免费庆祝Replit Turns 10: 24 Hours of Free Access

Replit CEO Amjad Masad 宣布 Replit 迎来十周年,从太平洋时间凌晨5点起提供24小时全免费使用。他回顾了自2011年以来让编程人人可及的旅程,并发布了高光视频。
Replit CEO Amjad Masad announces Replit's 10th anniversary with 24 hours of totally free access starting at 5am PT. He reflects on the journey since 2011 to make coding accessible for all and shares a highlight video.
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Anthropic 宣布“Code with Claude”开发者大会下周回归Anthropic's 'Code with Claude' Developer Conference Returns Next Week

Anthropic 的 Claude 官方账号宣布“Code with Claude”开发者大会下周回归,无论你是刚接触 Claude Code 还是资深用户,都有适合的环节。现已开放直播注册。
Anthropic's official Claude account announces the return of the 'Code with Claude' developer conference next week, with sessions for both beginners and experienced Claude Code users. Registration for the livestream is now open.
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