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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