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2026-09-18 15 builders · 25 tweets · 0 podcasts · 0 blogs

🔥 热点话题

Claude Projects 正式推出:持久记忆与多线程协作Claude Projects Launches: Persistent Memory and Multi-Thread Collaboration

Claude Code 负责人 Boris Cherny 表示,Projects 彻底改变了他的编码方式:不再管理会话,直接发送想法,Claude 自动拆分线程并记住工作习惯,现在是他大量编码的地方。Cat Wu 补充,Claude 会协调所有会话,允许批量下达任务后继续前进,并提供聚合状态更新和不断演化的长期记忆。Thariq 解释,Projects 将 Claude Tag 架构引入 Claude Code,每个项目有一个代理管理记忆并启动子代理处理任务,还可主动执行或按计划运行。官方确认现有 Pro/Max 项目将逐步升级,线程在云端运行(即使电脑离线也可继续),本地支持即将到来。
Claude Code lead Boris Cherny says Projects have changed not only how he interacts with Claude but how he codes: he stopped managing sessions, just sends thoughts as they come, Claude splits them into threads, and the project remembers how he works. Cat Wu notes that Claude coordinates all sessions so she can operate at a higher abstraction level, fire off batches of tasks and move on, receiving aggregated status updates with long-lived evolving memory. Thariq explains Projects brings the architecture of Claude Tag to Claude Code: one agent per project manages memory and spins off subagents, and it can be proactive or run on a schedule. Official rollout details confirm existing Pro and Max projects keep working and will be upgraded; threads run in the cloud even when offline, with local support coming soon.
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Aaron Levie:Agent 已占推理主导,未来几乎全部Aaron Levie: Agents Already Dominate Inference and Will Soon Be Nearly All of It

Box CEO Aaron Levie 指出,Agent 已经构成推理的主要部分,未来一两年将快速趋向几乎全部。全球绝大多数 token 将被那些在后台 24/7 执行大量任务的 agent 消耗:审查所有代码变更以保障安全、处理工作流中的全部数据、完成招聘与客户开发的大部分研究、审查全球所有系统的事件流与日志、执行个人生活任务等。新 agent 上线速度没有放缓,他过去一周就引入了多个一个月前技术上还不可能的全新工作流。
Box CEO Aaron Levie states that agents already make up the majority of inference and will quickly trend toward nearly all of it over the next year or two. The vast majority of tokens used in the world will be agents executing unbelievable amounts of tasks in the background 24/7: reading all code changes to secure software, processing all data inside workflows, handling a significant majority of research for recruiting and customer prospecting, reviewing every event stream and log from every system, executing personal-life tasks, and hundreds of other use cases. The rate of new agents coming online is not slowing; just in the past week he introduced multiple completely new workflows that would not have been possible even a month ago.
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Google Labs 发布家庭版 CC:最多 5 人共享的 AI 家庭助手Google Labs Announces Family CC: Shared AI Agent for Up to 5 Members

Google Labs 宣布新版 CC,专为家庭设计的 AI agent,帮助减少后勤琐事、增加相处时间。支持最多添加 5 名成员;每天发送共享「今日日程」简报邮件;自动同步共享 Google 日历与任务;在 Google Chat 中协调并委托任务(如每周餐计划、学校用品清单);在指导下完成许可单等文书;并区分适用于全家人与个人的细节记忆。目前仅限美国 18+ 用户,可加入候补名单或升级现有 CC。Google VP Josh Woodward 也推荐自家使用。
Google Labs announced the new CC, an AI agent built for families to spend less time on logistics and more time together. Features include adding up to 5 members, a shared "Your Day Ahead" brief email, autosync of schedules and to-dos with shared Google Calendar and Tasks, coordination in Google Chat to offload tasks such as weekly meal plans or school supply lists, delegated paperwork under direction, and memory that distinguishes family-wide details from individual ones. Available via waitlist or upgrade for existing CC (US only, 18+). Google VP Josh Woodward highlighted how much his own family loves it.
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💰 创业成功案例

Nikunj Kothari 用 Claude 自主 agent 打造健康零食站点Nikunj Kothari Builds Healthy Kids Snack Site with Autonomous Claude Agent

FPV Ventures partner Nikunj Kothari 分享自己用 Claude 在环中构建的第一个实验:nosugarforkids.com。站点只收录健康儿童零食,支持聊天推荐学校/午餐/零食盒,并按营养与实际健康程度做分层列表。每天有一个 Claude agent 自动检查新品、清理失效产品、寻找内容创意、查看 SEO 数据、撰写编辑文章、保持质量并开始联系媒体获取外链。即使零外链、零社交存在,站点已有机增长到每天约 6k 展示和 60 点击。还提供完整 MCP 与 WebMCP 供 agent 直接使用。
FPV Ventures partner Nikunj Kothari shared his first experiment built with Claude in the loop: nosugarforkids.com. It catalogs only healthy snacks for kids, offers chat recommendations for school, lunches and snack boxes, and maintains a tier list based on nutrients and actual healthfulness. A Claude agent wakes daily to check for new catalog additions, prune dead products, find content ideas, check DataForSEO and Google Search Console, write and edit pieces, keep quality high, and now reach out for backlinks. With zero backlinks and no social presence the site has grown organically to ~6k impressions and 60 clicks per day. A full MCP and WebMCP are also available.
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🛠️ 开发者工具与技巧

Vercel:部署量爆炸,1 秒全球部署与 Turbo 模式Vercel: Deployment Explosion, 1-Second Global Deploys and Turbo Mode

Vercel CEO Guillermo Rauch 指出,明年可能生产的软件将超过整个计算历史。Vercel 花了 10 年达到 10 亿次部署,但过去 10 个月又增加了 14 亿次。其中大量是小型个人甚至一次性软件(HTML+JS artifacts、报告、定价计算器、幻灯片)到复杂应用与 agent。他们已将部署、上传、域名分配与全球传播时间压至 1 秒,同时保持 CDN、防火墙、不可变部署、可观测性与回滚。针对 agent 紧急热修复,新增 vercel --turbo --prod,使用最快构建机器。他还调侃「Vercel is the Vercel for Java」。
Vercel CEO Guillermo Rauch notes it is likely more software will be produced next year than in all of computing history. It took Vercel 10 years to reach 1 billion deployments, then another 1.4 billion in the last 10 months alone. Much of this will be tiny personal or disposable software (HTML+JS artifacts, reports, pricing calculators, slide decks) all the way to sophisticated apps, agents and platforms. They have reduced time to deploy, upload, assign a domain and globally propagate an artifact to 1 second while keeping global CDN, Firewall, immutable deployments, observability and rollbacks. For agents shipping hotfixes fast, vercel --turbo --prod now uses the fastest available build machine. He also quipped "Vercel is the Vercel for Java".
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🌍 其他动态

Garry Tan:Memorable 用 embeddings 优化记忆,以及人类对齐提醒Garry Tan: Memorable Optimizes Memory with Embeddings Plus Alignment Caution

Y Combinator 总裁兼 CEO Garry Tan 指出 Memorable 找到了用 embeddings 而非更多 token 来优化记忆的强有力新方法。他也提醒「小心你所许愿的」,强调需要对齐人类而非其他目标,并表示未来已经到来,我们只需选择并更快传播它。
Y Combinator President & CEO Garry Tan highlighted that Memorable found a way to optimize memory with embeddings instead of more tokens, calling it a powerful new approach. He also cautioned "be careful what you wish for" as the reason we need alignment to humankind versus any other goal, and noted that the future is already here—we just have to choose it and spread it faster.
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其他快速动态Other Quick Updates

OpenAI 的 Thibault Sottiaux 幽默提问:是否有人让 Astra 和 Fable 就完美样式指南达成一致并托管到带 Web MCP 的地方。Replit CEO Amjad Masad 转发并评论「这就是为什么我们需要海量数据中心(值得)」。SPC GP Aditya Agarwal 称赞 GoodfireAI 是非前沿实验室中解决对齐与安全的领先者,认为这是代际重要的工作。Every CEO Dan Shipper 简单表示「它正在发生」。
OpenAI's Thibault Sottiaux asked whether anyone has yet tried to get Astra and Fable to agree on the perfect styleguide and host it somewhere with a web MCP. Replit CEO Amjad Masad quoted a post saying "this is why we need a gazillion data centers (worth it)". SPC GP Aditya Agarwal called GoodfireAI the leading non-frontier-lab company working on alignment and safety, describing it as generationally important. Every CEO Dan Shipper simply noted "it's happening".
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