EP331 – Microsoft MXC 技術強勢登場，讓你的 AI Agent 在沙盒安全執行任務，不再害怕ＡＩ失控！
AI懶人報 · 2026-06-05 · 13 min
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AI 不再只是陪你聊天的機器人，這一集我們將揭開 AI 從「雲端 API 依賴」轉向「本地化運算」的關鍵技術革命，教你如何把 AI 調教成隨叫隨到的超級初階工程師！🚀 💡 本地算力取代雲端 API 👉 透過高規硬體將模型載入本地，消除成本限制，讓 AI 成為 24 小時待命的專屬助手。 💡 OS 層級的安全沙盒機制 👉 利用先進隔離技術，在賦予 AI 本地存取權限的同時，徹底消除系統被誤刪或遭受攻擊的資安疑慮。 💡 視覺化管理取代終端日誌 👉 透過 Artifacts 與圖形化介面，讓 AI 的工作狀態與記憶軌跡一目了然，告別混亂的上下文。 💡 Git 工作流自動化整合 👉 讓 AI 為每個任務建立獨立分支並行開發，實現真正的「多個初階工程師」協作模式。 💡 從黑箱幻覺轉向可追溯決策 👉 強制 AI 標註推理過程與資料來源，將產出轉化為可審查、可信任的專業開發依據。 AI 時代的開發核心已從「寫程式」轉向「系統化整合」，快來收聽本集，掌握將 AI 轉化為高效生產力的關鍵策略！ --- 📎 參考資料： Microsoft Build 2026 Day 1 LIVE | Opening Keynote, Live Coding & Demos（2026/6/3・62,695 views） https://www.youtube.com/watch?v=HG0twQJ7aG4 Microsoft AI CEO unveils 7 new AI models | Mustafa Suleyman at Microsoft Build 2026（2026/6/3・54,909 views） https://www.youtube.com/watch?v=OvLIae4HCeM Hermes Agent just WON (Hermes desktop app)（2026/6/3・42,741 views） https://www.youtube.com/watch?v=tiFJmVhkF_s I Tested Every Claude Code Feature, These 12 Are the Best（2026/6/3・40,476 views） https://www.youtube.com/watch?v=vfWTyEreOEc ChatGPT And Codex Are Merging (This Changes Everything)（2026/6/3・37,736 views） https://www.youtube.com/watch?v=j--dqLJxrtE 歡迎請我喝杯咖啡，幫助我繼續把節目做得更好唷～！ 👉 https://buymeacoffee.com/ailanrenbao -- Hosting provided by SoundOn
✨ Episode Outline — click any point to jump to it in the episode
Problem solved
AI dev shift from costly cloud agents to secure local compute and visual multi-agent management.
Benefits
- Local agent loops cut token and API fees to zero
- MXC isolates agent processes at the OS level
- Hermes desktop Artifacts give persistent second brain
- Visual skill/tool manager reduces token explosion
- Copilot worktrees isolate parallel coding agents
Use cases
- 24/7 local agent monitoring terminal execution
- Sandboxing OpenCore with restricted desktop permissions
- Three agents fixing bugs in isolated worktrees
- Data analysis plugin querying database, generating charts
KPIs / results
- Surface RTX Spark: 1 petaflop, 20 CPU cores, 128GB unified memory
- Goal example: page load under 100ms (from 150ms)
- Status line tracks 200,000-500,000 token limits
Tools / build
- Surface RTX Spark Dev Box
- Microsoft Execution Containers (MXC)
- Hermes desktop app (Artifacts, schedule manager)
- Claude Code (Go, Agent Teams, Status Line)
- Microsoft Copilot app with worktrees
🌐 This transcript was automatically translated to English from the original.
AI workers are cold, cold, cold, cold, cold, cold, cold, cold, cold, cold, cold, cold, etc. In the middle of the AI worker's journey, in the middle of the AI worker's life and life, in the middle of the AI worker's journey, 讓你不知不覺成為效率大師 說真的,你有沒有過這種感覺, 你打開中登機, 看到一堆 AI The road between people is not open to the future, it is completely unknown, the road is wide, the road is open, the road is open, the road is open, the road is open, and the road is open. It is possible to see the first place in the future, the first time in the future, the first time in the future, the next time you see it.那你這集要聊的是整個 AI Opening the world, changing the world, changing the world, adapting to the circumstances, producing multiple agents at the same time, Removable, commercial, AI-related, private, private, private, private, commercial, commercial I am sure you will be able to get to my hometown once I get there, and I will be able to transfer to your destination before I go to your hometown.過去一年大家在在部署大規模 Agency same time same time target research problem first time AI 不夠聰明 而是 API payment access token爆炸的問題 你設定一個持續監控, LOG 的 Watchdog Agent 結果跑到週二, 這個月的預算就燒完了It is possible to transfer, trust, connect, connect, transfer, transfer, transfer, connect, connect, transfer, transfer, transfer, connect, transfer, transfer, transfer, transfer, transfer, connect, connect, connect, connect, transfer, and more.他們發布了一台叫做 Surface RTX Spark Dev Box Specific Opening Device 一個 Peterflop 的本地 雷埃算力, 20 pcs CPU核心 128 GB A story about one's dreams, a dream, a good girl, a good girl, a good girl, a good girl What is one thing? 1000 IDE, local, local, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, portable容器、瀏覽器全全一一起 你可以把它ン成, 以前要丟到雲端跑的 AI worker production Currently, it is possible to control the number of vehicles on your own, then use it again and again.用他們新推出的高效率本地模型 MI Plan Review 24 Small Times Reviews 你的打愛系統監控終端機執行動態流程 編輯成本是 0 這完全改變了開發的邏輯 你從省著用Prom 變成把 AI當成永遠開著的水龍頭 但問題來了你給 Agent-free business I am a member of a large family, and I am a member of the local government. Agent is located here. Batch Script is not yet available. After opening the door, open the door, open the door, open the door, open the door, open the door, open the door, open the door, open the door, open the door, open the door, open the door, open the door, open the window, open the door, open the window, open the door, open the window, open the door, open the door, open the door, and then open the computer. Manufacturing industry, industrial and industrial equipment Real life, transportation, transportation, public transportation, foreign affairs, economics, transportation, transportation, transportation, transportation, and transportation這不是普通 Docker Container 是作業系統強制執行的更細層級煞盒他們在示範裡面把 OpenCore 跑在 Windows MXC for later use OpenCore for immediate use and for private use only.切斷它的網路路由 示範裡面他們直接叫 OpenCore 刪掉桌面上的所有檔案 這個 Agent 很有自信的寫了Script 執行了去檢查資料夾發現檔案還在用試了一次 Complete MXC 煞盒給擋住了It is an exhibition of various agents related to the local market.你同時拿到了本地執行的速跟零延遲又保留像雲端環境一樣的安全便捷有了安全的本地 Agent 下一個問題就是 你要怎麼管理他們 用終端機盯著一堆 Log 或是靠一個拼湊出來的 Telegram Bot 來追蹤狀態 說真的已經越來越難用了 我覺得大家應該都有過這種經歷你花了三個小六點定一個複雜的排程任務讓你的 CEO Agent 早上六點自動起來他五個產Business Parts 格整就層報告 丟到你的筆記資料夾 你帶著滿滿的成就感去去睡覺It's open to the world, it's open to foreigners, it's sad, it's sad, it's foreign, and it's happening. Log is there. Hermes New arrival and departure form for use, open to the public, transfer to Hermes before moving to the current agent. Discord 或 Telegram 來管理 Agent 的痛點 他把 Agent的任務當成一個Current 代工作區域來管理 最讓我印象深刻的功能是 Artifacts 以前你叫 Agent Hermes桌面板會把這些輸出提取出來 整理到一個獨立的 Artifacts division 變成一個持續存在的第2大腦Transport, commercial, small, commercial, commercial, commercial, change, agent, one-size-fits-all, no business, no one, no one. Change, change, change, change, change, change, change, use, change, use, change, use, change, change, change你可以直接看到哪些背景任務在跑哪些要暫停執行 Vlog 是什麼不用再去翻中端機的輸出但我覺得最務實功能是視覺化的 Skill跟工具機管理器很多開源 Agent預設是把所有功能都打開的 iMessage 整合 Apple Reminders 網路搜尋全都在 但每次你下 Pumped Agent Token transfer information Agent transfer information Hermes桌面板讓你用視覺化的方式把用不到的工具關掉直接降低上下溫的負擔這個功能我真的覺得很實用因為 Token 爆炸一直是用 Agent 的大敵 同樣在解決介面問題的還有 Microsoft Newly released Dita Copilot, open to the public, open to the public的各個任務 最厲害的地方是它跟 Dictwork Tree 的原生整合 如果你有三個 Agent 同時在修三個不的 Bug你不會想讓他們在你的主要分支上互囸干擾製造一堆 Merge Conflict Copilot 應用程式會自動為每個 Agent Dictwork Tree 那 Agent 在完全隔離的環境裡 跑程式、跑測試、跑 CI 檢查After completion, reinvestment, PR transfer, transfer, transfer, AI, start, transfer, transfer, transfer, refinance, finalize, refinance, present, etc. AI. Cloud Co de 的進階具越來越成熟Really correct travel between travelers and local travelers Cloud Code for local business, local business, and daily business It's a good idea to have a good performance. It's a good idea to use it. It's not easy to get a job, it's easy to use, it's not easy to use, it's not easy to use, it's not easy to use.比如說優化這個活動頁元件 在載入Time limit 100 毫秒之前 不要停下來 No later Agent 就會寫程式跑效能分析看到結果是 150 Final examination, final examination你不用在旁邊盯著 你設好目標就可以去做別的事第2個是 Agent Teams 也就是 Agent remote control It is possible to determine the actual performance of the target.你可以同同同啟啟動多個有不同角色的子 Agent Investigate Qualifications QA Technician 產品經理Next time, next time, next time, next time, next time, next time, next time, next time, next time, next time, next time, next time, next time.使用者體驗爭論 直到達成共識 Token 消耗很高 但對於高風險的架構決策Status Line 來很基本 但在 Call Call Return Status Line Token 使用量指示器20 minutes ago 50 minutes Token Compact, quick and easy to understand, fast and easy to understand它讓你的中端機變成一個客製化的模組化自動化引擎聊完工具的使用方式Is it possible for me to go out and move to a company? One business world, one business, one business, one business, one business, one business, one AI, one business, one business, one business, one business, one business, one business, one business, one business. Copilot SDK在浏覽器裡建了一個完全幻覺出來的作Business系統 你打開一個假的計算機輸入 5 Exit 1 3 Afterwards, it is possible to change the language to a new location, open the door, open the door, and then move to the new location.語言模型即時幻覺出網頁的版面它幾乎沒有寫什麼程式碼只是把 iPhone 接到一個根據點擊坐標 串流 HTML Diff Specific language 言模type 上 這在技術上是一個讓人瞠目結實的把戲但它同Time 也是刻意製造的 AI-垃圾的最佳示範 效率極低 邏輯上很詭異 是一個完美示範不應該這樣建產品的例子 Not in the future but in the future 一個開發者 在浏覽器裡用純 CSS 建了一個 作的SQ Lite 資料庫查詢引擎 沒有 JavaScript 查詢引擎 只有深度運用 CSS 選擇器 Flexbox 排序兄弟元素索引來篩選和排序資料他大概手寫了 20% specific CSS 因為他真的懂這個語言剩下的無聊樣板程式 用 AI production development 這比較接近 Vibe Coding 侈聰明也很好笑 但你絕對不會把一個 CSS It's easy to buy and sell, it's easy to use, it's easy to use, it's easy to use, it's easy to use and it's easy to use. 6,000 human-related AI applications, non-local, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, mobile, portable萬美元買企業級 SOS Mobile Agent 的網頁應用 有格狀試圖、資料庫版本還原還有一個住在他的 Slack Road 電子郵件裡的 Agent 他可以發電子ヵ件給 Agent 說把 Mark Card Secured location, local market, vehicle, road, agent, meeting, transfer, transfer, transfer, transfer, transfer, transfer, etc.整個應用程form／都是用 AI production and development 但關鍵差異在於他不是只答了一句幫我建一個排程 App然後盲目相信輸出 他自己設計的資料庫架構 他強制執行模組化的檔案結構 讓多個 Agent Compatible with foreign workers, foreign workers, foreign workers, commercial workers, foreign workers, foreign workers, foreign workers, etc.這才是 AI Mobile Electronics Industry AI Specialized Automobile Mechanical Engineering你還是需要懂系統設計 你還是需要知道 Agent 什麼時候再把自己帶進死胡同It is possible to move to a new location, open to the public, open to the public, open to the public, open to the public, open to the public. AI 了企業那邊也open 始把同一套邏輯搬進公司流程 Open AI 宣布 Codex Road ChatGPT 要正式合併了 程式碼 Agent It is not possible to use the road, it is not possible to use it.你只會有一個統一的智慧平台 在桌面、手機、瀏覽器上都可以唨At the same time, it is possible to move out, enter the market, enter the market, view the image, and use it as an agent. Other than Salesforce, Sinofit, Mable VT, etc.他們示範了一個資料分析外掛 你只要問為什麼取消訂閱人數再飆升 Agent 就會寫 SQL 查詢資料庫、生成圖表 整理成符合公司品牌風格的簡報 而且最厲害的功能叫做 Annotations 當 Agent Annotations Activities Agent 在每一個數字和每一個結論旁邊 Self-moving record 他的資料來源和推理過程AI is a product of business development, business meeting, business meeting, business meeting, business meeting, business meeting, business meeting, business meeting, business meeting, etc. AI說你需要可以追訴 可以被驗證的輸出 這個功能讓 AI 的產出從看起來很厲It's not easy to understand, it's not easy to understand, it's not easy to change, it's not easy to find, it's open to foreigners, it's not easy to find, it's not easy to find, it's open to foreigners, it's not easy to find, it's open to foreigners, it's open to foreigners. Ideas, data, and most recent AI workers' equipment purchase. Immediately after purchasing AI.不想錯過明天再繼續收聽 AI men's search plan 我是湯嵐嵐 我們明天見 拜拜 拜拜