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2026-04-09 14 builders · 30 tweets · 1 podcasts · 2 blogs

🔥 热点话题

Gemini 集成 NotebookLM 魔法:Notebooks 功能上线Gemini Integrates NotebookLM Magic: Notebooks Now Live

Google Labs、Gemini App 和 Google AI Studio 的 VP Josh Woodward 宣布,Gemini 聊天机器人现在直接内置 NotebookLM 的部分魔法,推出 Notebooks 功能。今天起用户可免费上传 100 个来源、整理聊天记录,并实现来源、聊天和表情符号同步。网页端已开始分级推送(Ultra → Pro → Plus → Free),移动端、欧盟和 Workspace 即将跟进。Google I/O 即将到来,更多更新值得期待。
Google VP Josh Woodward at Google Labs, Gemini App and Google AI Studio announced that Gemini now integrates NotebookLM magic directly into the app with Notebooks. Users can upload 100 sources for free, organize chats, and enjoy full syncing of sources, chats, and emojis. The rollout begins on web, prioritized by tier (Ultra → Pro → Plus → Free), with mobile, EU, and Workspace coming soon. With Google I/O around the corner, this is just the start.
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OpenAI 模型同时解决五个 Erdős 问题OpenAI Models Solve Five Erdős Problems at Once

OpenAI 科学 VP Kevin Weil 分享,最新模型已能一次性解决五个 Erdős 问题,随着模型进步,证明过程也越来越优雅。
OpenAI VP Science Kevin Weil highlighted that models are now solving five Erdős problems simultaneously, with proofs becoming more elegant as capabilities improve.
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Claude 正式推出 Managed AgentsClaude Launches Managed Agents

Claude 官方宣布推出 Managed Agents,可通过 Claude Console、Claude Code 或新 CLI 快速构建和部署云托管代理。Vibecode 用它将代理基础设施速度提升 10 倍,Sentry 则将调试代理与自动修复 PR 结合。更多细节见官方博客。
Claude announced Managed Agents for building and deploying cloud-hosted agents via Claude Console, Claude Code, or the new CLI. Vibecode now spins up agent infrastructure 10x faster; Sentry integrates Seer root-cause analysis with a Claude-powered fix-and-PR agent. Full details on the blog.
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Vercel CEO:AI Gateway 带来安心,Web 的黄金时代即将到来Vercel CEO: AI Gateway Brings Peace of Mind; Web's Brightest Days Ahead

Vercel CEO Guillermo Rauch 推出 AI Gateway,这款“安心”产品实现零宕机、无锁定、无密钥、无训练成本。他强调人类最佳结果是众多强大 AI 相互竞争,Vercel 正为其基础设施提供支持。他还预测 Web 将成为 AI 的天然媒介,随着 WebGPU、WebAssembly 等 API 成熟,生成式 UI 将让每个超链接都能即时个性化。
Vercel CEO Guillermo Rauch launched AI Gateway as a true “peace of mind” product: no downtime, no lock-in, no keys, no training. He stated the best outcome for humanity is many strong AIs competing, with Vercel proudly powering today’s model release infrastructure. He also declared the web’s brightest days lie ahead as AI’s natural medium, with maturing low-level APIs and generative UI as AI’s final form.
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💰 创业成功案例

Every 全员配备 AI 代理:OpenClaw 与 Plus One 实践Every Gives Every Employee an AI Agent: Lessons from OpenClaw and Plus One

关键 takeaway:当每个员工拥有一个反映自身个性和专长的个人 AI 代理时,会自然形成平行 AI 组织架构、新的协作礼仪,并在可信环境中大幅提升团队产能。

Every CEO Dan Shipper、COO Brandon 和平台主管 Willie 分享了全团队部署 OpenClaw 并推出自家托管服务 Plus One 的真实经历。Brandon 最初为处理家务“电脑杂事”打造了 Zosia,随后扩展到工作场景,如走路时让代理打电话处理邮件。突破出现在“Claws Only” Slack 频道,代理们瞬间分享信息,像《黑客帝国》里“我会功夫”一样。

代理会镜像主人个性——Klant 会推荐呼吸练习,因为 Kieran 本人就爱做——由此建立信任:大家直接找 R2C2 问 Proof bug 而不是 Dan。Dan 说:“Claude 不是我的。Claude 是大家的。一个 claw 或 plus one 是我的,因为你与你的 claw 发展出个人关系……它成为你和你个性的反映。”新的礼仪正在形成,例如已文档化的任务优先问代理。记忆缺失和群聊“蚂蚁死亡螺旋”仍是挑战,但这已是可信社区中工作的未来。
The Takeaway: When every employee gets their own personal AI agent that becomes a true reflection of their personality and expertise, it spontaneously creates a parallel AI org chart, invents new collaboration etiquette, and dramatically expands team capacity inside a trusted environment.

Every CEO Dan Shipper, COO Brandon, and Head of Platform Willie detail what happened after rolling out OpenClaw agents to their 25-person team and launching Plus One, their hosted service. Brandon began with Zosia handling household “computer errands” via iMessage, then expanded to work tasks like having the agent call him to process emails while walking. The breakthrough came in the “Claws Only” Slack channel where agents instantly share knowledge across the org—like Neo learning Kung Fu.

Agents mirror their owners: Klant recommends breathing exercises because Kieran does. This builds real trust—teammates now ping R2C2 for Proof bugs instead of Dan. “Claude is not mine. Claude is everybody’s. A claw or a plus one is mine because you develop a personal relationship with your claw… it becomes this reflection of you and who you are and your personality.” New etiquette is emerging (ask the agent first for documented tasks). Memory gaps and group-chat “ant death spirals” remain challenges, but this is the durable future of work in trusted communities.
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Replit CEO:给 solo 创业者整个团队Replit CEO: Giving Solo Builders Entire Teams

Replit CEO Amjad Masad 表示,Replit 正在加速 bootstrapped solo 业务的发展,因为平台现在为 builders 提供了完整的代理团队。
Replit CEO Amjad Masad explained there’s a reason bootstrapped solo businesses are accelerating on Replit: the platform now gives builders entire teams of agents.
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SouthPkCommons GP:AI 工具正在重塑整个团队SouthPkCommons GP: AI Tools Are Reshaping the Whole Team

SouthPkCommons 普通合伙人 Aditya Agarwal 分享,两个月前团队只有 1-2 人写代码,现在每周全员都在写代码。AI 工具正在塑造团队:人人具备自动化思维、延迟降低、专注更有趣的工作、野心大幅扩张。他呼吁每家公司都让团队全面 AI coding-pilled。
SouthPkCommons General Partner Aditya Agarwal shared that two months ago only 1-2 people on his team wrote code; now the entire team codes weekly. The tools are shaping them: automation-first mindset, lower latencies, focus on higher-value work, and exploded ambition. He urged every company to get their team AI coding-pilled.
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FPV Ventures 合伙人开源 LLMwiki:用 Claude Code 几分钟打造个人知识库FPV Ventures Partner Open-Sources LLMwiki: Build Your Personal Knowledge Base with Claude Code

FPV Ventures 合伙人 Nikunj Kothari 推出 LLMwiki,完全用 Opus 4.5 vibe coded,将推文、书签、iMessage 和个人写作转化为 AI 生成的文章,连接惊人精准。他已开源仓库,任何人把仓库给 Claude Code 就能快速打造自己的版本。
FPV Ventures partner Nikunj Kothari introduced LLMwiki, fully vibe-coded with Opus 4.5 from his tweets, bookmarks, iMessage/WhatsApp, and writing. The AI made surprisingly sharp connections. The repo is fully open-source—hand it to Claude Code and it will guide you to build your own.
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🛠️ 开发者工具与技巧

Anthropic Engineering:Managed Agents 解耦大脑与双手Anthropic Engineering: Scaling Managed Agents by Decoupling Brain from Hands

Anthropic Engineering 博客介绍 Managed Agents,这是一项托管服务,将代理的“大脑”(Claude 和 harness)与“双手”(sandbox 和工具)以及 session log 完全解耦,从而实现真正可扩展的长时程代理。借鉴操作系统虚拟化思想,用通用接口让未来 harness 或 sandbox 可随时替换,同时解决 pets-vs-cattle 问题、支持 VPC 连接,并将 p50 TTFT 降低约 60%。

“我们将代理组件虚拟化:session 是追加日志,harness 是调用 Claude 并路由工具的循环,sandbox 是代码执行环境。” 凭此设计,凭证永不暴露在 sandbox 中,上下文可持久存储在 session 外。链接见原文。
Anthropic Engineering: Scaling Managed Agents: Decoupling the brain from the hands

Anthropic launched Managed Agents, a hosted service that virtualizes the agent into session, harness, and sandbox, allowing each to fail or be replaced independently. This operating-system-style design solves pet-container problems, enables VPC connectivity, and cut p50 TTFT by ~60%. “We virtualized the components of an agent: a session (the append-only log…), a harness…, and a sandbox…” Credentials stay outside the sandbox; context lives durably outside Claude’s window. Practical production infrastructure for programs as yet unthought of.

Link: https://www.anthropic.com/engineering/managed-agents
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Claude Blog:Managed Agents 让生产部署快 10 倍Claude Blog: Managed Agents Get You to Production 10x Faster

Claude 博客宣布推出 Managed Agents,一套可组合 API,负责沙箱、安全、状态管理和追踪,让团队几天而非几个月就能上线生产级代理。内置 orchestration harness 自动处理工具调用、上下文管理和错误恢复,还支持多代理协调。

Notion、Rakuten、Asana、Vibecode 和 Sentry 等团队已在使用,编码、生产力、金融法律等场景均实现 10 倍提速。Managed Agents 处理所有复杂性,你只需定义任务、工具和护栏即可。
Claude Blog: Claude Managed Agents: get to production 10x faster

Claude launched Managed Agents, composable APIs that handle sandboxing, state, permissions, and tracing so teams ship production agents in days. Notion, Rakuten, Asana, Vibecode, and Sentry are already using it for coding, productivity, finance/legal agents—10x faster shipping. “Managed Agents handles the complexity. You define your agent’s tasks, tools, and guardrails and we run it on our infrastructure.”

Link: https://claude.com/blog/claude-managed-agents
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Anthropic 工程师:Managed Agents 是周末快速原型和百万用户部署的最佳方案Anthropic Engineer: Managed Agents Are Fastest for Weekend Prototypes and Million-User Shipments

Anthropic Research 的 Alex Albert 发现,Managed Agents 既能最快拼出周末代理项目,又是最稳健的百万用户部署方式。它省去了自托管的所有复杂性,同时保留 harness、工具和技能的高度灵活性。
Anthropic Research’s Alex Albert found Managed Agents are somehow both the fastest way to hack together a weekend agent project and the most robust way to ship one to millions of users. It eliminates self-hosting complexity while still allowing full flexibility with harness, tools, and skills.
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Box CEO:背景代理已来,用 Box + Claude Managed Agents 自动化内容工作流Box CEO: Background Agents Are Here with Box + Claude Managed Agents

Box CEO Aaron Levie 表示,知识工作的背景代理已经到来。通过 Box API 或 MCP,你可以在 2 分钟内用 Box + Claude Managed Agents 自动化任意内容工作流,包括文档审核、数据提取或连接 IT 系统。
Box CEO Aaron Levie highlighted that background agents for knowledge work are here. You can use the Box API or MCP to automate any content workflow with Box + Claude Managed Agents. In 2 minutes you can be automating document review, data extraction, or IT integrations.
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Peter Yang 深度解析:全包 AI 订阅不会永远存在Peter Yang Deep Dive: All-You-Can-Eat AI Subscriptions Won’t Last Forever

Roblox 产品经理 Peter Yang 深入分析为什么 Claude Max、ChatGPT Pro 这类全包订阅可能不会持久。他探讨 Anthropic 切断 OpenClaw 访问的原因、在 Mac 上运行本地模型的方法,以及他在中国的观察。
Product at Roblox Peter Yang dove deep into why all-you-can-eat AI subscriptions like Claude Max and ChatGPT Pro may not last forever, covering why Anthropic cut off OpenClaw access, how to run local models on your Mac, and what he’s seeing on the ground in China.
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Claude Code 工程师:与非技术人员一起直播,提升工作流程Claude Code Engineer: Live-Streaming with Non-Technical Users to Improve Processes

Anthropic Claude Code 工程师 Thariq 计划与非技术人员直播使用 Claude Code,分享几个关键提示就能大幅提升效率。他希望先从认识的人开始克服初始尴尬,并称文档是金矿。
Anthropic’s Thariq wants to do streams working with non-technical people using Claude Code to show how a few tips can dramatically improve their processes. He’ll start with people he knows to get over initial awkwardness and called the docs a gold mine.
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YCombinator CEO:用 GStack 让代理自主决定触发技能YCombinator CEO: Let Agents Decide When to Trigger GStack Skills via Markdown

YCombinator 总裁兼 CEO Garry Tan 建议不要听 1x speed 工程师的意见,要一起加速。他称赞 Anjney Midha,并解释 markdown 如何让代理自主决定何时触发 GStack 技能。
YCombinator President & CEO Garry Tan advised against taking advice from 1x speed engineers and to speed up with them. He praised Anjney Midha and explained how markdown lets the agent itself decide when a GStack skill will help.
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OpenClaw ClawFather:角色评估与本地模型的现实OpenClaw ClawFather: Character Evals and the Reality of Local Models

OpenClaw 的 Peter Steinberger 完成了 redemption arc,并分享在角色评估中移除模型名称以避免 Claude 自我偏好。他同时指出,大家既想要强大本地模型,也持续收到顶级模型仍犯错、指令遵循不足的反馈。
OpenClaw’s Peter Steinberger completed his redemption arc and shared character eval work where he removed model names from the judge to stop Claude from picking itself #1. He noted both the desire for powerful local models and the constant complaints that even top-tier models still make mistakes or fail to follow instructions.
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🌍 其他动态