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新功能

內建 AI 人才市場,選單列讀取再也不用等到天荒地老

選單列上現在多了一個超強的「AI 人才市場」面板。這是一個完全離線、不用辦帳號的百寶箱,裡面幫你配好了各種情境的專屬 AI 助手團隊(例如:單人律師事務所、個人軟體工作室),你可以把它們安裝進你的電腦裡,以後在對話中只要叫他們的名字,就能隨時請他們幫忙;你甚至可以點擊任何一個角色看他的詳細履歷,並點一下讓他降落到你指定的資料夾開始工作。同時,這次也解決了老用戶選單列更新超級慢(有時甚至卡住 17 秒以上)的問題。以前當你累積的對話紀錄太多時,系統那小小的暫存區(cache)會被塞爆,導致它剛記住的檔案下一秒就被踢出去,每次更新都在把整坨檔案重新讀一遍;現在暫存區被加大,而且系統學會了「從上次讀到的地方接續看」,不再每次都從頭讀起。就像是你原本有個只能裝 10 本書的書架,書一多你每天都要把舊書丟掉重買,現在不只換了個大書籤,還學會了夾書籤;而且家裡還新開了一間人才仲介所,裡面分門別類坐著律師、工程師,你看中誰就能馬上拉他去指定的房間上工。

English

FEATURE

The AI Talent Market arrives, and 17-second menu bar freezes are gone

The menu bar now features an incredibly powerful "AI Talent Market" panel. This is a fully offline, no-account-required catalog of curated AI assistant teams tailored for specific scenarios (like a one-person law practice or a solo software studio). You can install these personas directly onto your machine with one click and summon them by name in any conversation; you can even click a specific role to read their full profile and instantly launch them into a specific target folder. At the same time, we've entirely eliminated the agonizing 17+ second menu bar freezes that plagued long-time users. Previously, when you accumulated too many conversation logs, the system's tiny cache (temporary memory) would overflow—files it just remembered were instantly kicked out, forcing it to re-read the entire history from scratch on every tick. The cache has now been appropriately upsized, and the system now smartly parses incrementally from where it left off. It's like having a bookshelf that only held 10 books, forcing you to throw out and re-buy books every day; now you have a massive shelf and finally learned to use bookmarks. Plus, a brand-new temp agency just opened in your house, full of lawyers and engineers ready to be dispatched to any room the moment you point.

原始 CHANGELOG

Original changelog內建 AI 人才市場,選單列讀取再也不用等到天荒地老
**AI Talent Market**: a new menu-bar panel for installing curated teams of Claude Code subagent personas — organized by scenario (a one-person law practice, a solo software studio, and more) — straight into `~/.claude/agents/`; once installed, call a persona by name in any Claude Code conversation. Search or browse by team, drill into a role for a full write-up and one-click launch into a new Terminal session, and pick which folder each launch targets instead of it being guessed for you. Runs fully local through a bundled companion CLI — no account, no network call.
**Menu bar refresh could take 17+ seconds on long-running installs**: the Claude Code / Codex history loaders cached parsed JSONL files behind a 512-entry LRU, too small once a machine has accumulated more sessions than that — every refresh evicted and fully re-parsed files that had just been cached the tick before. Both loaders now parse incrementally from the last confirmed byte offset instead of re-reading whole files, the cache is sized to hold a real working set, and a redundant title update that forced a full relayout on every critter-animation frame has been removed too.