Claude Blog 5 min

Projects redesigned: from folder to conversation

🔗 https://claude.com/blog/projects-redesigned

📌 【Anthropic 官方發布】Claude Code Projects 大改版:從資料夾,變成一場對話

TL;DR:Claude Code 的 Projects 重新設計為「協調者 + 多執行緒」架構,讓 Claude 自己管理多工作業並行推進。

以前要同時開多個 session 做一個大專案,得自己拆工作、追進度、再手動把結果拼回去。現在在 Claude Code 的 project 裡,你只要說清楚目標,Claude 會自己拆解任務、分派給多個並行的 thread、審查產出,再把最終結果組裝起來。

🤔 從「管理多個視窗」到「交給一位協調者」

Anthropic 在 2026 年 9 月 17 日的部落格文章指出,過去管理跨多個 session 的建置工作,需要自己切分工作、處理交接、再把結果縫合。這次改版把 project 拆成兩層:負責執行的「thread」,以及負責調度的「coordinator」。你可以在手機上隨時介入調整進度,即使離開電腦,Claude 仍會持續工作。

文章給了兩個例子:設定一個目標是降低 checkout 流程的 p75 延遲,請 Claude 對每個 endpoint 做 profiling、測試最佳化方案,並在多個並行 thread 中開 PR;或是連接 API、網頁、行動裝置三個 repo,設定目標是淘汰一個已棄用的 v1 endpoint,Claude 會為每個 repo 各開一條 thread,負責搬移呼叫端、跑測試、開 PR,最後告訴你哪些該先合併。

🧩 Thread 做事,Coordinator 指揮

啟動一個 project 時,你要選定目標,以及要用的 repo 或情境資料。Claude 會先建議可以立即著手的工作。你可以設定這個 project 的雲端執行環境、connector、plugin、instructions 與使用的模型。日常你可以在主要的 project 對話中監看與引導整體進度,也可以深入個別 thread 檢視與調整細節。

文章形容,對 Claude 下 brief 的方式,就像對「幕僚長」交辦任務一樣,它會把工作路由到新開的或既有的 thread 上,並主動回報與追蹤進度。若專案連接了 repo,thread 會開 PR、跑測試;若連接的是文件,thread 會閱讀並起草內容。實際運作上,每個 thread 就是一個獨立的 Claude Code 雲端 session,在自己的分支與 repo 副本上工作。coordinator 負責維持整體秩序,但如果多個 thread 真的動到同一份程式碼,衝突就會像一般的 PR 一樣以 merge conflict 的形式呈現。每個 thread 還能再用 subagent、loop、workflow 把自己分配到的工作進一步拆解,讓大型任務更快完成。

💡 記憶會隨時間累積

Anthropic 表示,project 是為「長時間執行或具 agentic 特性的工作流程」設計的,也就是那些需要超過一次回覆、且包含多個部分的工作。隨著時間推進,Claude 會對這個 project 了解越多細節,並把這些細節套用到後續工作上。每一條 thread 現在都會往一個共享記憶庫寫入資訊,同時也會從裡面讀取,降低了複雜 prompt 工程的需求。文章舉例,Claude 能記住發布時程改到了星期五、為什麼某個 export 功能被拿掉,或是在動到帳務服務前該先找誰確認。

Claude 也會記住你的工作與溝通風格,你可以要求它調整多久回報一次進度、多常開新的 thread,以及每次更新要寫得多詳細。除了記憶之外,project 現在還附帶一個 library,收集你加入的檔案,以及 Claude 產出的成果,方便之後的新工作接續前面的成果。

⚠️ 目前的限制與後續規劃

因為 project 可以同時跑多條 thread,而每條 thread 都是一個完整的 Claude Code session,所以用量可能比以前更快觸及使用上限。文章提到,你可以查看該 project 的專屬用量,並分別為 coordinator 對話與各個 worker thread 選擇模型與 effort 等級。目前 thread 都是在雲端執行,Anthropic 表示「即將」推出可以在使用者自己的機器上執行、搭配本機工具與程式碼、並在自家網路環境內運作的版本。

這次更新目前以 beta 形式開放給部分使用 Claude Code 雲端 session、且在網頁版或桌面版尚未建立過 project 的 Claude Pro 與 Max 訂閱戶。接下來一週會擴大到更多同樣方案的 Claude Code 使用者,之後才會輪到 Claude 全體方案與 Team、Enterprise 方案。已經在使用舊版 project 的 Pro、Max 使用者仍可照常使用,等擴大 rollout 到 chat 與 Cowork 時會一併升級。尚未取得存取權的使用者可以加入候補名單。

🎯 實務啟示

對於習慣手動拆解大型重構或跨 repo 遷移任務的工程團隊來說,這個改版把「協調多個並行工作」的責任從人身上移到 Claude 身上。與其一次次手動開 session、追蹤誰做到哪,不如把目標講清楚,讓 coordinator 幫你分派、彙整。不過也要留意用量與 merge conflict 的處理,多線並行不代表可以完全放手不管。

🔗 來源

#ClaudeCode #Anthropic #AIAgents #DeveloperTools #SoftwareEngineering #AgenticAI #ProductivityTools #CloudCompute #LLM #DevOps

原始資料 Claude Blog · 收集於 2026-09-17
來源原標題
Projects redesigned: from folder to conversation
機構
Anthropic
原始標籤
Product announcements
原始連結
https://claude.com/blog/projects-redesigned

摘要原文

Projects redesigned: from folder to conversation A new experience for Claude projects, now available in beta in Claude Code Category Product announcements Claude Code Product Claude Code Date September 17, 2026 Reading time 5 min Share Copy link https://claude.com/blog/projects-redesigned Managing multiple sessions across a build used to require you to divide the work, juggle handoffs, and stitch the results back together. Now in a Claude Code project, you describe what needs to get done and Claude manages the work. Claude scopes the request, delegates the work, coordinates parallel threads, reviews the outputs, and assembles the finished result. You can steer progress throughout, even from your phone, and it keeps working after you step away from your computer. For example, configure a project and set a goal to reduce your app's checkout p75 latency. Then ask Claude to profile each endpoint, test optimizations, and open PRs in parallel threads. Or connect your API, web, and mobile repos and set a goal to retire a deprecated v1 endpoint. Claude creates a thread per repo to migrate the callers, run the tests, open PRs, and then tells you which ones need to merge first. Starting today, updated projects are available in beta to select Claude Pro and Max subscribers who use cloud sessions in Claude Code and don’t have any existing projects on the web or desktop. Over the coming week, we'll expand access to more Claude Code users on those plans. Updated projects across all of Claude and Team and Enterprise plans come after that. If you're on Pro or Max and don't have access yet, you can join the waitlist . Existing projects on Pro and Max plans keep working as they do today. We'll upgrade them as the rollout expands to chat and Cowork. Threads do the work, Claude directs it Projects have threads that do the work and a coordinator that directs them. When you start a project, you select a goal as well as the repo or context. Claude starts by suggesting work it can pick up right away. You can configure the project’s cloud environment, connectors, plugins, instructions, and model. You can monitor and guide progress in the main project chat, or dive into each individual thread to examine and steer the details. Brief Claude in the project the way you'd brief a chief of staff and it routes work to new or pre-existing threads. Claude also checks in and follows through on work. With repositories connected, a thread opens pull requests and runs your tests; with documents, it reads them and drafts. Under the hood, each thread is a Claude Code cloud session working on its own branch and copy of the repo. The coordinator keeps work organized, but if any threads work on the same code, the overlap is resolved as a merge conflict just like any other PR. Each thread can further split its delegated work into pieces using subagents, loops, and workflows when needed so large assignments finish faster. Context builds over time Projects are designed for long-running or agentic workflows: work that takes longer than one reply and has more than one part. Over time, Claude learns more about the project details and applies them to its work. Every thread now adds to and draws from a shared memory, reducing the need for complex prompt engineering. For example, Claude can remember the release moved to Friday, why the export was dropped, or who to check in with before touching the billing service. One project across a week. Each request opens a thread on the right; the memory, the decisions, and the results build underneath. Claude also remembers your working and communication style. You can ask it to adjust how often it checks in, how frequently it starts new threads, or how detailed to make each update. Alongside memory, projects now include a library that collects the files you add and the artifacts produced by Claude. This makes it easier to find relevant materials and for new work to build on past efforts. What's next Projects can run several threads at once, and each one is a full Claude Code session. Because of this, projects can reach usage limits faster. You can check project specific usage and select the model and effort levels used by the coordinator chat as well as the worker threads. Threads run in the cloud today; running on your machine alongside your local tools and code and behind your network is coming very soon. Start using projects . No items found. Prev Prev 0 / 5 Next Next eBook FAQ No items found. Transform how your organization operates with Claude See pricing See pricing See pricing Contact sales Contact sales Contact sales Get the developer newsletter Product updates, how-tos, community spotlights, and more. Delivered monthly to your inbox.

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