資料來源#
摘要#
她在 Anthropic 領導 Claude Code 與 Cowork 的工程和產品工作；過去曾在 Meta 和 Microsoft 建立並帶領團隊（她在 2000 年代初期參與 Visual Studio）。她於 2026 年 5 月發表的演講〈Running an AI-Native Engineering Org〉，是組織領導層面的補充，與 Cat Wu 的產品觀點及 Boris Cherny 的個人貢獻者觀點相互呼應：她說明當代理程式編碼成為全組織的預設方式後，團隊流程如何被重新改寫。她一以貫之的核心觀點是：「過去對你有用的做法，現在可能不再適用」——逐一檢視每個流程是否仍能發揮原本作用，因為瓶頸已經轉移。
注意：Fiona Fung 和 Cat Wu 都被描述為領導 Claude Code + Cowork 的產品工作。她們是互補的資深領導者——Fung 著重於工程組織（主管兼任個人貢獻者、審查、招募、規範）；Wu 則是產品負責人（節奏、評估、與 Boris 協作將願景轉化為產品）。職稱範圍有所重疊，應視為共同負責，而非彼此矛盾。
改變的五件事#
她的演講以五項組織轉變為主軸，這些轉變發生在編碼不再是瓶頸之後：
- 瓶頸轉移了——從工程產能轉向驗證、審查和維護（驗證成為新的瓶頸）。
- 規範重新改寫——TDD 不再帶來額外負擔；重構不再需要爭取預算；設計文件也精簡了（建置很便宜，爭論很昂貴）。
- 真實依據來源轉移了——從文件轉為簽入儲存庫的程式碼與技能（以程式碼作為真實依據）。
- 組織架構扁平化——每位 Claude Code 主管都從個人貢獻者做起（主管兼任個人貢獻者）。
- 產品判斷力成為稀缺技能——透過不懈的自家試用來培養（自家試用作為產品紀律）。
她倚重的歷史類比#
她將這描述為並非第一次發生的瓶頸轉移：2000 年代初期在 Microsoft，建置才是瓶頸——只有一間伺服器機房、需要輪值待命數週、合併佇列一次只能處理「六個 PR」，還得找出是哪個 PR 弄壞了建置。雲端與持續建置消除了那個瓶頸。代理程式編碼是「同類型的另一場轉變」。這種自律永遠適用：流程會「悄悄失效」，而人們不會主動刪除流程——它們只會越積越多（她講述 SLA 層層堆疊的往事）。因此，團隊原則之一是「明確授權淘汰舊流程」。
團隊原則（「必做事項」）與由下而上的決定#
她帶領團隊共同採行的推動原則是：每位隊友都使用 Claude Code 和 Cowork；「能 Claudify 的都 Claudify」（Claude 做得到的事，就應該交給 Claude 做）；以及明確授權淘汰舊流程。至於其他一切——Claude 如何參與分流、每日站會，以及哪些工作流程先 Claudify——都交由各個 pod 由下而上決定。取得平衡的方法是：共同認同文化，同時保留調整空間。
關鍵引言#
- 「過去對你有用的做法，現在可能不再適用。」
- 「建置很便宜，爭論很昂貴。」
- 「[TDD] 某種程度上免去了那份負擔……實際上有趣多了。」（與 Claude 一起先寫會失敗的測試）
- 「狗食、狗食、狗食——或者說，就像我們在 Anthropic 稱呼的，螞蟻食。」
- 「我們的程式碼就是真實依據。」
相關連結#
- Claude Code — 領導工程與產品工作
- Cowork — 領導工程與產品工作（同系列產品）
- Anthropic — 雇主
- Cat Wu — 同一系列產品的互補產品領導者
- Boris Cherny — 曾與她討論重構方式，透過產生三個 PR 取代白板討論
- 驗證成為新的瓶頸 — 她的核心論點
- 以程式碼作為真實依據 — 她對新人培訓和知識分享方式的改寫
- 主管兼任個人貢獻者 — 她那項「火辣」的組織變革
- 自家試用作為產品紀律 — 她培養產品判斷力的引擎（「螞蟻食」）
- 模型進步，harness 隨之精簡 — 「能 Claudify 的都 Claudify／淘汰舊流程」是 harness 精簡在組織流程層面的體現
資料來源#
- Running an AI-native engineering org — 2026 年 5 月的演講〈Running an AI-Native Engineering Org〉
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