九月十八日

Anthropic’s Claude account says Projects threads share an evolving memory and a library of user-added and Claude-created files. Threads continue running in the cloud when the computer is offline, but cannot yet access local files, tools, or internal networks; local support is promised soon. Existing Pro and Max projects keep working during the rollout.

Anthropic 的 Claude 官方账号表示，Projects 中的各个 thread 共享持续更新的 memory，project library 则保存用户添加和 Claude 创建的文件。即使电脑离线，thread 也能继续在云端运行，但目前还无法访问本地文件、工具或内部网络；官方称本地支持即将推出。推广期间，Pro 和 Max 用户现有的 projects 会继续照常工作。

[Source 1](https://x.com/claudeai/status/2100632688625348890) · [Related link 2](https://t.co/veHKrtOLtr) · [Related link 3](https://t.co/s0RrhrolEm) · [Source 4](https://x.com/claudeai/status/2100632687316730327) · [Source 5](https://x.com/claudeai/status/2100632684074549309) · [Related link 6](https://t.co/jtzVie3DB7)

Anthropic’s Claude Code builder Boris Cherny says the new Projects experience has changed how he codes: he sends thoughts as they arise, Claude separates them into threads, and the project remembers his working habits. Describing the rollout, he says much of his coding now happens there without manually managing individual sessions.

Anthropic 的 Claude Code 开发者 Boris Cherny 表示，新的 Projects 体验改变了他的编程方式：想到什么就发给 Claude，由它拆分成不同 thread，project 则记住他的工作习惯。他在介绍此次推出的新体验时说，自己现在有大量编程工作都在这里完成，不再手动管理一个个 session。

[Source 1](https://x.com/bcherny/status/2100669598995816511) · [Source 2](https://x.com/bcherny/status/2100639991244427490) · [Related link 3](https://t.co/bpaufmEweL)

Anthropic’s Claude Code and Cowork builder Cat Wu describes Projects as a way to coordinate all her sessions: she submits a batch of tasks, moves on, and asks for an aggregated status update later. Claude retains context across that work and maintains long-lived memory that evolves with use. She says the experience will roll out over the coming weeks.

Anthropic 的 Claude Code 和 Cowork 开发者 Cat Wu 把 Projects 描述为统一协调所有 session 的方式：一次提交一批任务，先处理其他事情，之后再让 Claude 汇总进度。Claude 会保留这些工作的上下文，并维护随使用不断更新的长期 memory。她表示，这一体验将在接下来几周逐步推出。

[Source 1](https://x.com/_catwu/status/2100641163120423057)

Anthropic’s Claude Code builder Thariq says Projects brings Claude Tag’s architecture into Claude Code: one agent per project manages memory and launches subagents for tasks. Users can ask that project agent to act proactively or perform scheduled work, replacing a collection of separately managed sessions.

Anthropic 的 Claude Code 开发者 Thariq 表示，Projects 将 Claude Tag 的架构引入 Claude Code：每个 project 有一个 agent，负责管理 memory，并为具体任务启动 subagent。用户可以要求这个 project agent 主动行动或定时执行工作，以此替代分散管理多个 session 的方式。

[Source 1](https://x.com/trq212/status/2100638355872706571) · [Related link 2](https://t.co/qzyEgLUyN4)

Google Labs announced an updated CC family agent that lets users add up to five members, receive a shared morning email, and synchronize schedules and to-dos with Google Calendar and Tasks. Through Google Chat, families can delegate meal planning, lists, and paperwork under their direction; CC distinguishes shared household information from individual details such as dietary restrictions. The waitlist and existing-user upgrade are limited to US users aged 18 or older.

Google Labs 宣布更新家庭 agent CC，用户可以添加最多五位成员，接收共享的晨间邮件，并通过 Google Calendar 和 Tasks 同步日程与待办。家庭成员可以在 Google Chat 中交办餐食计划、清单和表格处理，并由自己指导执行；CC 会区分家庭共享信息和饮食限制等个人细节。候补名单及现有用户升级目前仅面向美国 18 岁及以上用户。

[Source 1](https://x.com/GoogleLabs/status/2100653821907366366) · [Related link 2](https://t.co/6Id5GRBrVc)

Vercel CEO Guillermo Rauch predicts that next year’s software output could exceed all previous computing history, citing one billion deployments over Vercel’s first ten years and another 1.4 billion in the last ten months. He says deploying an artifact, uploading it, assigning a domain, and propagating it globally now takes one second while retaining CDN, firewall, observability, and rollback capabilities. Separately, he highlights `vercel --turbo --prod`, which selects the fastest available build machine for urgent production deployments.

Vercel CEO Guillermo Rauch 预测，明年的软件产出可能超过此前整个计算机历史的总和，并引用 Vercel 的数据：前十年累计十亿次部署，最近十个月又增加了十四亿次。他表示，现在部署 artifact、上传、分配域名并在全球传播只需一秒，同时保留 CDN、防火墙、可观测性和回滚能力。他还介绍了 `vercel --turbo --prod`，可为紧急生产部署选择当前最快的构建机器。

[Source 1](https://x.com/rauchg/status/2100698591417499972) · [Source 2](https://x.com/rauchg/status/2100682030170489160) · [Related link 3](https://t.co/iLXPsP2m3R)

Box CEO Aaron Levie predicts agents could account for nearly all inference within one or two years, asserting that they already represent the majority. His argument centers on continuous background work: code security review, workflow data processing, recruiting and customer research, log inspection, and personal tasks. He says he introduced several workflows in the past week that were technically impossible a month earlier; the inference-share claims are his assessment, with no supporting measurements in the post.

Box CEO Aaron Levie 预测，agent 可能在未来一到两年占据几乎全部 inference 用量，并称目前已经超过一半。他的判断主要基于持续运行的后台任务，包括代码安全审查、工作流数据处理、招聘和客户研究、日志检查及个人事务。他表示，过去一周新增了多个一个月前技术上还无法实现的工作流；关于 inference 占比的说法是他的判断，帖子未提供相应测量数据。

[Source 1](https://x.com/levie/status/2100799668573946191)

FPV Ventures partner Nikunj Kothari built nosugarforkids, a children’s snack catalog maintained in part by a daily Claude agent. The agent checks product additions and removals, reviews DataforSEO and Google Search Console performance, writes and edits content, and has begun outreach for backlinks; he reports roughly 6,000 daily impressions and 60 clicks with no backlinks or social presence at the time of posting. A follow-up provides the website and says MCP and WebMCP interfaces are available for agents.

FPV Ventures 合伙人 Nikunj Kothari 创建了儿童零食目录 nosugarforkids，部分维护工作交给每天运行的 Claude agent。这个 agent 检查商品新增与下架、查看 DataforSEO 和 Google Search Console 的表现、撰写和编辑内容，并开始联系媒体获取外链；他称，发帖时网站尚无外链和社交平台影响力，但每天已有约 6,000 次曝光和 60 次点击。后续帖子给出了网站链接，并表示已提供供 agent 使用的 MCP 和 WebMCP 接口。

[Source 1](https://x.com/nikunj/status/2100718806004064730) · [Related link 2](https://t.co/KSiodPdZHT) · [Related link 3](https://t.co/eo0oIkJUX2) · [Source 4](https://x.com/nikunj/status/2100714665571737885)

Y Combinator President and CEO Garry Tan highlights Memorable’s use of embeddings to optimize memory instead of adding more tokens. His brief post identifies the approach but supplies no implementation details or benchmarks, so it does not establish a measured cost or performance improvement.

Y Combinator 总裁兼 CEO Garry Tan 提到，Memorable 使用 embeddings 优化 memory，而不是增加 token 用量。这条简短帖子介绍了思路，但没有给出实现细节或 benchmark，因此无法据此确认具体的成本或性能改善。

[Source 1](https://x.com/garrytan/status/2100668489178456268) · [Related link 2](https://t.co/Y8wowo41WF)