[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-claude-code-v2-1-143-background-session-fixes-zh":3,"article-related-claude-code-v2-1-143-background-session-fixes-zh":40,"series-tools-0b197876-ec84-4002-8d0d-343834f50966":91},{"id":4,"title":5,"content":6,"summary":7,"source":8,"source_url":9,"author":10,"image_url":11,"keywords":12,"language":23,"translated_content":10,"views":24,"is_premium":25,"created_at":26,"updated_at":26,"cover_image":11,"published_at":27,"rewrite_status":28,"rewrite_error":10,"rewritten_from_id":29,"slug":30,"category":31,"related_article_id":32,"status":33,"google_indexed_at":10,"x_posted_at":10,"tweet_text":10,"title_rewritten_at":10,"title_original":10,"key_takeaways":34,"topic_cluster_id":38,"embedding":39,"is_canonical_seed":25},"0b197876-ec84-4002-8d0d-343834f50966","Claude Code v2.1.143 修好背景工作階段","\u003Cp data-speakable=\"summary\">\u003Ca href=\"\u002Ftag\u002Fclaude-code\">Claude Code\u003C\u002Fa> v2.1.143 主要修好背景工作階段、外掛依賴和模型回退問題。\u003C\u002Fp>\u003Cp>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code\u002Freleases\u002Ftag\u002Fv2.1.143\" target=\"_blank\" rel=\"noopener\">Claude Code\u003C\u002Fa> v2.1.143 在 5 月 15 日上線。這版不是那種喊很大聲的更新。它修的是背景 sessions、外掛、終端機行為，還有雲端模型整合。講白了，就是把重度使用者最常踩雷的地方一個個補起來。\u003C\u002Fp>\u003Cp>這次更新還加了 \u003Ca href=\"\u002Fnews\u002Fwhy-apples-liquid-glass-redesign-is-wrong-priority-zh\">pl\u003C\u002Fa>ugin browser 的 projected context cost。對團隊來說，這很實際。你一眼就能看到外掛大概要吃多少 \u003Ca href=\"\u002Ftag\u002Ftoken\">Token\u003C\u002Fa>，不用先裝了才後悔。\u003C\u002Fp>\u003Ctable>\u003Cthead>\u003Ctr>\u003Cth>項目\u003C\u002Fth>\u003Cth>變更內容\u003C\u002Fth>\u003Cth>影響\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd>版本\u003C\u002Ftd>\u003Ctd>v2.1.143\u003C\u002Ftd>\u003Ctd>GitHub 最新釋出\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>Idle spinner\u003C\u002Ftd>\u003Ctd>10 秒後變成 amber\u003C\u002Ftd>\u003Ctd>讓你知道它還在跑\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>Stop hooks\u003C\u002Ftd>\u003Ctd>連續 8 次阻擋後停止\u003C\u002Ftd>\u003Ctd>避免無限迴圈\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>PowerShell tool\u003C\u002Ftd>\u003Ctd>Windows 預設啟用\u003C\u002Ftd>\u003Ctd>支援 Bedrock、Vertex、Foundry\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003Ch2>這版到底在修什麼\u003C\u002Fh2>\u003Cp>先講最有感的地方。spinner 如果超過 10 秒還在轉，現在會變成 amber。這不是炫技。這是告訴你，系統還活著，不是卡死了。對常跑長任務的人來說，這種回饋很重要。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779073444807-ubjx.png\" alt=\"Claude Code v2.1.143 修好背景工作階段\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>背景 sessions 也修了不少麻煩事。像是從 idle 喚醒後，模型和 effort 會保留下來。MCP 和 settings 資料也能在 respawn 後延續。這代表你不用每次都重設一次，少很多碎念。\u003C\u002Fp>\u003Cp>另一個實用修正是 stop hooks。以前如果 hook 一直擋同一個 turn，使用者很容易卡在那邊。現在連續 8 次阻擋後，\u003Ca href=\"\u002Ftag\u002Fclaude\">Claude\u003C\u002Fa> 會直接結束那個 turn，還會給警告。這種處理方式比無限等下去乾脆多了。\u003C\u002Fp>\u003Cul>\u003Cli>背景 sessions 會保留 model 和 effort 設定。\u003C\u002Fli>\u003Cli>\u003Ccode>\u002Fbg\u003C\u002Fcode> 會保留 \u003Ccode>--mcp-config\u003C\u002Fcode>、\u003Ccode>--settings\u003C\u002Fcode> 等參數。\u003C\u002Fli>\u003Cli>stop hooks 連續擋 8 次就會停。\u003C\u002Fli>\u003Cli>side-query 會回退到主流程模型。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>外掛管理變得更嚴格\u003C\u002Fh2>\u003Cp>外掛這次的改動很有方向感。\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code\" target=\"_blank\" rel=\"noopener\">Claude Code\u003C\u002Fa> 開始更硬性地管依賴關係。你如果要 disable 一個外掛，但它又被別的已啟用外掛依賴，系統會直接擋下來。這很像在幫你避免自己拆自己家的電線。\u003C\u002Fp>\u003Cp>plugin browser 也更透明了。現在會顯示 projected context cost，而且是 per turn 和 per invocation 兩種角度。這對 token 預算有感。你不用等到帳單出來才知道哪個外掛很會吃上下文。\u003C\u002Fp>\u003Cp>這版還修了一些外掛周邊的 bug。像是 plugin-contributed agents 的處理更穩，路徑和快取清理的假錯誤也少了。對自己在做內部工具的人來說，這種穩定度比多一個新功能更值錢。\u003C\u002Fp>\u003Cblockquote>\u003Cp>「The plugin ecosystem is a big part of Claude Code’s va\u003Ca href=\"\u002Fnews\u002Fmicrosoft-fluent-2-design-system-zh\">lue\u003C\u002Fa>, so surfacing depen\u003Ca href=\"\u002Fnews\u002Fwhy-cadence-design-systems-still-worth-owning-zh\">denc\u003C\u002Fa>ies and context cost is the right kind of friction.」\u003C\u002Fp>\u003Cfooter>Anthropic, \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code\u002Freleases\u002Ftag\u002Fv2.1.143\" target=\"_blank\" rel=\"noopener\">Claude Code v2.1.143 release notes\u003C\u002Fa>\u003C\u002Ffooter>\u003C\u002Fblockquote>\u003Ch2>Windows、macOS、雲端各自修各自的痛點\u003C\u002Fh2>\u003Cp>這版很明顯是在補平台細節。Windows 上，PowerShell tool 現在預設開啟，Bedrock、Vertex、Foundry 都吃得到。右鍵貼上、Windows Terminal、WSL 的 session list 問題也一起修了。這些都是日常會碰到的小雷，但累積起來很煩。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779073442063-bhrk.png\" alt=\"Claude Code v2.1.143 修好背景工作階段\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>macOS 也有針對性修正。背景工作階段在讀 \u003Ccode>~\u002FDocuments\u003C\u002Fcode>、\u003Ccode>~\u002FDesktop\u003C\u002Fcode>、\u003Ccode>~\u002FDownloads\u003C\u002Fcode> 時，不會再莫名噴 \u003Ccode>Operation not permitted\u003C\u002Fcode>。另外，睡眠和喚醒的處理也更聰明，會辨識 clock jumps，不會把它誤判成 idle 時間。\u003C\u002Fp>\u003Cp>雲端那邊也有修。以前 5xx 錯誤常常只叫你去看 \u003Ca href=\"https:\u002F\u002Fstatus.claude.com\" target=\"_blank\" rel=\"noopener\">status.claude.com\u003C\u002Fa>。現在訊息會直接講出你設定的 gateway 或 provider。這種修法很樸素，但對除錯超有幫助。\u003C\u002Fp>\u003Cul>\u003Cli>Windows：PowerShell tool 預設啟用。\u003C\u002Fli>\u003Cli>macOS：Documents、Desktop、Downloads 不再亂噴權限錯誤。\u003C\u002Fli>\u003Cli>雲端：5xx 訊息會直接指出 provider。\u003C\u002Fli>\u003Cli>喚醒後：背景 sessions 會保留原本設定。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>跟前一版比，差在哪裡\u003C\u002Fh2>\u003Cp>前一版 v2.1.142 已經塞了很多 \u003Ca href=\"\u002Ftag\u002Fagent\">agent\u003C\u002Fa> 參數，像 \u003Ccode>--add-dir\u003C\u002Fcode>、\u003Ccode>--settings\u003C\u002Fcode>、\u003Ccode>--mcp-config\u003C\u002Fcode>、\u003Ccode>--plugin-dir\u003C\u002Fcode>、\u003Ccode>--permission-mode\u003C\u002Fcode>、\u003Ccode>--model\u003C\u002Fcode>、\u003Ccode>--effort\u003C\u002Fcode>，還有 \u003Ccode>--dangerously-skip-permissions\u003C\u002Fcode>。它也把 fast mode 預設切到 \u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fclaude-4\" target=\"_blank\" rel=\"noopener\">Opus 4.7\u003C\u002Fa>。這代表產品方向已經很明確，就是往 agent 化前進。\u003C\u002Fp>\u003Cp>v2.1.143 沒有再堆一堆新賣點。它做的是把前一版打開的功能補穩。這種做法很像成熟軟體的節奏。先把功能放出來，再把邊角磨順。\u003C\u002Fp>\u003Cp>如果你有在用 CLI 自動化工具，你大概懂這種痛。設定和實際執行常常對不起來。這版的重點，就是把 foreground、background、agents dashboard 的行為拉得更一致。\u003C\u002Fp>\u003Cp>如果你想看更大的脈絡，也可以回頭看我們整理的 \u003Ca href=\"\u002Fnews\u002Fclaude-code-agent-workflows\" target=\"_blank\" rel=\"noopener\">Claude Code 工作流程分析\u003C\u002Fa>，以及 \u003Ca href=\"\u002Fnews\u002Fai-cli-tools-for-developers\" target=\"_blank\" rel=\"noopener\">AI CLI 工具整理\u003C\u002Fa>。\u003C\u002Fp>\u003Ch2>數字背後代表什麼\u003C\u002Fh2>\u003Cp>這次最值得記的數字有幾個。\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code\u002Freleases\u002Ftag\u002Fv2.1.143\" target=\"_blank\" rel=\"noopener\">v2.1.143\u003C\u002Fa> 是 5 月 15 日釋出。spinner 會在 10 秒後變 amber。stop hooks 會在 8 次連續阻擋後停下來。這些數字不花俏，但都直接對應到使用者體感。\u003C\u002Fp>\u003Cp>我覺得這比空喊功能更重要。因為 agent 工具真正的門檻，不是能不能跑，而是能不能穩定跑 30 分鐘、3 小時，甚至整晚。只要背景 sessions 還會掉、模型還會亂跳，團隊就不敢放手。\u003C\u002Fp>\u003Cp>所以這版的價值，不在於加了多少新東西，而在於少了多少不確定性。對開發者來說，這通常才是會不會繼續用下去的分水嶺。\u003C\u002Fp>\u003Cp>版本資訊也顯示它的維護節奏很密。這代表 \u003Ca href=\"\u002Ftag\u002Fanthropic\">Anthropic\u003C\u002Fa> 還在快速修正 agent 工具在真實環境裡的摩擦點。對台灣團隊來說，這種節奏很有參考價值，因為很多內部工具最後卡死，都是卡在這些小 bug。\u003C\u002Fp>\u003Ch2>接下來我會看什麼\u003C\u002Fh2>\u003Cp>接下來要看的是，這些 background-session 修正能不能撐住更長時間的實戰。尤其是 Windows、WSL，還有混合雲環境。只要這些地方穩了，Claude Code 就比較像能上線的工具，不只是 demo。\u003C\u002Fp>\u003Cp>如果你現在有在跑外掛堆疊，我會建議先看 plugin browser 的 context cost，再決定要不要全開。別讓 Token 預算被外掛默默吃光。這種東西，等帳單來通常就太晚了。\u003C\u002Fp>\u003Cp>講白了，v2.1.143 是一版很務實的修補包。它沒有太多戲劇效果，但它處理的是每天都會碰到的痛點。這種更新，才是開發工具真正該做的事。\u003C\u002Fp>","Claude Code v2.1.143 修掉背景工作階段、外掛依賴與雲端模型回退問題，還加上 context 成本預估，對重度使用者很實用。","github.com","https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code\u002Freleases",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779073444807-ubjx.png",[13,14,15,16,17,18,19,20,21,22],"Claude Code","Anthropic","背景工作階段","外掛依賴","context cost","Windows","macOS","Bedrock","Vertex","Foundry","zh",0,false,"2026-05-18T03:03:37.104144+00:00","2026-05-18T03:03:37.068+00:00","done","c457f40c-a324-434e-8a32-c2b5d5bf3109","claude-code-v2-1-143-background-session-fixes-zh","tools","c727f6d6-93c4-4f23-8cff-4efb25cbb8de","published",[35,36,37],"v2.1.143 重點是修背景 sessions、外掛依賴和模型回退，不是加華麗新功能。","plugin browser 新增 context cost 預估，讓你先看 Token 成本再決定要不要裝外掛。","Windows、macOS、雲端都各有修正，對重度 CLI 使用者比較實用。","c3c88dd2-a940-438a-b359-0e5a24562273","[0.013754686,-0.0048754066,-0.010053412,-0.101018265,-0.03949254,-0.008929221,0.0053001395,0.0078977235,0.017241802,-0.02784637,-0.0061527034,-0.04093498,0.011117422,-0.021127818,0.12820102,0.009510648,-0.00970042,0.02584785,0.017077476,-0.002529952,-0.015369439,0.027259473,0.013431909,-0.026404181,-0.009271081,-0.0001992377,0.022396067,0.017531564,0.053604353,-0.006682668,0.01249207,0.0024576585,-0.021640465,-0.0029162276,0.02169138,0.031381477,0.0031824282,-0.011095027,0.009844855,-0.006611253,-0.014074767,-0.011794934,0.03265939,0.0018256763,-0.009562187,-0.004066279,0.010388552,-0.049298923,-0.0065433416,0.010724276,0.0059035076,0.005915539,-0.007980785,-0.14449804,0.002747733,-0.013257385,-0.03414874,-0.003951772,0.029058376,-0.002918441,-0.017684193,-0.009391622,0.004351511,0.005286959,0.004909767,-0.007954853,0.0038370218,0.011650845,-0.0044544092,-0.011103365,-0.016655248,0.014171006,-0.015751787,-0.0061747674,0.021282377,-0.019542376,0.014263207,-0.018663963,0.02127467,0.012626359,0.026670175,-0.025474833,0.00097464904,0.008641135,0.018552752,0.0011246778,0.010038355,0.007757046,0.0089657735,-0.0124258995,-0.010542398,0.011243608,0.014294652,-0.015183412,0.031963293,-0.00013115743,-0.0078935055,0.01140417,-0.023066044,-0.013340971,-0.013178291,-0.036924016,0.02142811,0.013182698,0.00948506,-0.00972648,-0.017773654,0.015334246,0.0035882469,0.014891516,-0.0011422458,0.008301146,0.0013045383,0.010314864,0.0024231547,-0.15151902,0.008150116,0.0042343987,-0.0030342112,0.0038465331,-0.021576134,0.016187703,0.010121266,0.020639103,-0.028812142,0.0065863384,0.010566186,-0.014208892,-0.0153906625,0.007012164,-0.004252787,0.005214711,-0.015906278,-0.009497594,-0.005555443,-0.0044042324,0.03199934,-0.024431955,-0.014364377,-0.0027049282,-0.017312737,0.019675888,-0.01448997,-0.001300402,-0.017604014,-0.008740898,-0.013155235,-0.01865698,0.012034344,0.0031213034,0.01879186,-0.024558822,0.008105565,0.025108388,0.026974622,-0.033790044,0.0027148079,0.0061883517,0.008813585,0.014473759,-0.007378301,-0.0035491923,0.0068185595,-0.006165715,0.0050585936,-0.0050210324,0.0043012695,-0.001786772,-0.016261742,0.017734258,0.020454012,-0.004020942,-0.014063724,0.005993246,0.0026210004,0.01722593,-0.008148443,-0.01090677,0.0026022715,-0.012935418,0.0065383743,0.017316468,0.011725197,0.010238398,-0.01912909,-0.009631175,-0.014920057,-0.00038173844,0.0016094743,-0.00022287355,-0.018621724,0.018819837,0.026203856,-0.012970483,0.038005132,-0.02338128,-0.0070073837,-0.02322214,-0.0041146106,0.015634216,0.016129887,-0.00629716,-0.0016036349,-0.059529237,-0.01600015,0.013874596,-0.0318094,0.007897214,-0.004124022,0.026478665,-0.027299922,0.0074377214,0.0050336234,-0.0053139464,-0.007840012,-0.010566603,-0.007159354,-0.04139467,0.017490823,-0.009703626,0.010107939,-0.004604989,-0.013078581,0.038431603,-0.018803367,-0.0045909164,-0.0053206314,-0.008160432,-0.0037671935,0.015387394,0.0148767205,-0.006840891,0.0035980945,0.008834698,-0.004074205,-0.03362048,0.013637629,0.014553022,0.011146708,0.028069725,-0.0075731715,0.011792735,-0.019666139,0.0074849627,0.036110986,-0.012632939,0.004578258,-0.013161206,-0.018484622,0.010229428,-0.008162117,0.0042672716,0.012210873,-0.028422227,0.0012994637,0.0010515904,0.005208955,-0.005034531,-0.007894201,-0.022011463,0.011689995,-0.0017515462,-0.018905502,-4.5677093e-06,0.030457294,-0.0075433543,0.022828333,0.036586557,-0.037049133,-0.011119287,0.02461543,0.004585886,0.003385372,-0.0060774055,0.016607938,-0.042655867,-0.04478526,0.046064902,0.010139422,-0.054123312,-0.0055629187,0.030591596,0.004124754,-0.011142922,-0.017691765,-0.0055497373,-0.017706458,0.011824473,-0.0009825527,-0.02912409,0.0103670405,0.0014880085,0.013221985,-0.002591609,-0.026039852,-0.014545392,-0.0076930057,-0.0010216906,0.022991948,0.022038577,-0.0062152473,0.012984577,0.019617584,0.0428513,-0.016409805,0.0003342868,0.010850055,0.03654402,-0.04737175,-0.011969099,-0.023311764,-0.004712805,-0.0014960489,-0.036655378,-0.00980359,0.01421141,0.0042329654,-0.018295357,-0.0204776,0.00868613,-0.007966112,-0.0050294986,0.0006053484,0.0023705845,-0.000802914,0.011735797,-0.011417872,-0.0049208356,0.0102875,-0.0015626854,-0.0009634851,-0.003737186,0.013951825,-0.0060934452,-0.008346677,0.013896893,0.0289392,0.013732839,0.002185703,-0.023323415,-0.008364326,-0.0006948547,-0.019777823,0.009431058,-0.020876314,0.0138257975,0.030575909,0.0063267206,0.006564562,-0.0005574731,-0.018062657,-0.009391893,0.017047156,0.002379521,-0.026574962,0.014820456,-0.0145867225,-0.0042282385,0.010756406,0.014422581,-0.001342306,-0.005289802,-0.018503383,0.022017106,0.0039017266,-0.0056333197,0.00646292,0.001252312,-0.0028954826,-0.0032457064,-0.025310742,0.012833287,0.005082773,0.008483329,-0.011101906,-0.0021776815,0.028244976,0.012365345,-0.0013094866,0.015318121,-0.009572225,0.028190244,-0.010811107,-0.017508443,-0.021181649,0.005956952,0.015243558,-0.0065415883,-0.0070268083,-0.00014377532,-0.005244752,0.006273766,-0.002085493,0.01470123,-0.014816692,-0.019299258,-0.020560455,-0.0071610752,-0.015426508,-0.025230482,0.008610176,-0.0029037544,0.0019057356,0.030988822,-0.00825301,-0.01469768,-0.012845423,0.021278184,-0.0031525644,-0.001604964,0.01185105,0.008192775,0.004731623,0.0062900363,0.02740897,0.010348948,-0.0034685682,0.03350387,0.0015200301,0.0089311,0.01205271,0.017325047,-0.007907214,-0.011195514,-0.0352483,0.0020803604,-0.013576638,-0.014028605,-0.02418316,-0.011850368,0.021036536,-0.014687736,0.0026541757,-0.029581713,-0.019379377,-0.0065915924,-0.023410218,-0.0038679608,-0.0285105,-0.02241774,-0.014313118,-0.00034359796,-0.021263694,-0.002497671,0.013731337,-0.019381858,-0.001787223,-0.00093993504,-0.035342924,-0.005331726,0.041603748,0.002611016,0.03413703,0.009100417,0.023583984,0.020220233,0.015117771,0.017581051,0.0036129267,-0.023408988,0.005720938,-0.023569096,0.008994984,0.010926366,-0.009100837,0.0064877877,0.0008063784,-0.019508895,0.010163874,0.009211237,-0.010218303,6.873276e-05,0.02700349,0.03400172,-0.0030545986,-0.034334537,0.0034172137,-0.027637104,0.00740923,0.0109309275,0.012630231,-0.0024235807,0.018420313,-0.004804886,0.021015732,0.020652197,-0.025907384,0.0034760346,-0.022518901,0.0095527,0.019389628,0.03626226,0.0022524518,0.002090573,-0.007867308,-0.015708007,-0.017794404,0.00396559,0.016654162,-0.007485546,0.02208069,-0.01596003,-0.018472973,-0.007623588,-0.029973846,-0.037019607,-0.004520383,-0.0048896847,0.015767451,-0.010683076,-0.025419096,-0.016198488,-0.00013952324,-5.1106646e-05,0.00041486425,-0.04804241,0.0028506059,-0.008130458,0.009708233,-0.005230404,8.181299e-05,-0.0007389877,0.006661447,0.01699816,-0.008232044,0.023553312,0.033194337,0.0059382548,0.036069766,0.0069088377,-0.029910853,0.029608268,0.003754051,-0.0042741597,0.016017837,-0.01700912,0.018958475,0.020763794,0.025554927,-0.012137454,-0.0014602937,-0.006352576,-0.01111659,-0.023680922,0.011069753,-0.10154283,-0.0014090842,-0.013822471,0.016016647,-0.0025733102,-0.024830535,0.020448346,-0.014983454,0.021596584,0.016266687,0.010005245,-0.010370747,0.017471123,0.027286166,-0.010381724,0.005845791,-0.0020425357,-0.0050054733,0.021840075,-0.01785597,0.021276578,0.00962283,0.019348001,0.0042947177,0.0069809356,0.00020885233,0.023495689,0.006073455,-0.0050664116,-0.012889817,-0.008758619,0.0098402845,-0.0039934274,0.02579883,0.01934318,-0.0023959528,-0.0132151665,-0.0019188973,-0.004614451,-0.004139924,0.001886531,-0.023210859,-0.01246962,-0.025379464,-0.0032992307,-0.004004352,-0.0013484426,0.014821028,0.04600803,0.00076642015,-0.038619414,-0.020339087,0.0063587935,-0.015574767,0.009590654,0.0071500232,-0.02723627,-0.019296054,-0.010691421,-0.004672923,-0.043649644,-0.0014553069,-0.023039225,0.0045065586,-0.015876943,-0.00911233,0.0005897496,0.052893586,0.011266276,0.007053656,-0.009009278,-0.0010110369,-0.0013180369,0.028179938,-0.005639524,-0.0018742285,0.017221315,0.0011239339,-0.0111259725,0.009073873,-0.0047131176,-0.033457957,-0.07886459,-0.0053037643,0.0029150727,-0.012717503,-0.013300277,-0.024462502,-0.0052678003,-0.03172512,0.011851904,0.002295214,0.012862124,-0.004487849,0.0037209038,-0.010891227,0.00025953518,-0.004275289,0.011093516,0.0055728713,0.005678478,-0.03292106,-0.0054100626,0.0097365,0.008892166,-0.033095278,-0.018053478,-0.010025871,-0.0216,-0.0074721426,0.008878261,-0.0254892,-0.028325154,-0.12283394,-0.021261409,0.023583569,-0.011479577,0.008251383,0.018562745,-0.008330524,0.021554105,-0.014291351,-0.013672106,0.015075355,-0.034268837,-0.030821001,0.002311556,0.014077851,0.12462248,-0.02549015,-0.015279166,-0.008755882,0.006108269,-0.0030783494,-0.022593018,-0.005268107,0.036576908,-0.017105335,-0.020843185,0.006129013,-0.0058193193,0.0070630093,0.015275023,0.030718975,0.022457471,-0.028908232,0.008829509,-0.0053872983,-0.010603202,-0.005322837,-0.011008224,0.0026151007,0.019272286,0.024959695,0.0032966028,-0.01942311,-0.038002577,0.02671309,0.005032963,-0.029619249,-0.031053698,0.009670915,-0.011658382,-0.020309268,-0.06717189,-0.0040197857,-0.024607316,0.0055004493,0.014690978,-0.008754146,0.030685307,0.005099447,-6.6687004e-05,-0.0052986294,0.015695965,-0.024580656,0.0006708647,-0.034897525,-0.0067735356,0.009635784,0.04579847,-0.001523651,0.0014044486,-0.0038910413,0.007718037,-0.006900993,0.0015338314,-0.017795399,-0.018317826,-0.02055876,0.0033610803,0.022267029,-0.014706145,0.011905836,-0.011209524,-0.0010856345,-0.02180938,0.008717875,0.012830642,0.018152582,0.011728973,0.011105591,-0.0037450194,0.0034679628,0.02490524,-0.018283898,0.009033579,-0.00049181556,0.043092325,0.0013946551,0.009979275,-0.005285183,-0.003324204,0.0022098664,-0.005593287,0.0065406593,-0.029954016,0.025994081,0.028703928,-0.0013752632,0.010333144,0.007915561,0.008915896]",{"tags":41,"relatedLang":50,"relatedPosts":54},[42,44,45,47,49],{"name":17,"slug":43},"context-cost",{"name":15,"slug":15},{"name":13,"slug":46},"claude-code",{"name":14,"slug":48},"anthropic",{"name":16,"slug":16},{"id":32,"slug":51,"title":52,"language":53},"claude-code-v2-1-143-background-session-fixes-en","Claude Code v2.1.143 fixes background sessions","en",[55,61,67,73,79,85],{"id":56,"slug":57,"title":58,"cover_image":59,"image_url":59,"created_at":60,"category":31},"2fddc42e-111d-4e76-917c-45aa85c8f885","microsoft-fluent-2-design-system-zh","Microsoft Fluent 2 怎麼運作","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779071641614-bqxe.png","2026-05-18T02:33:32.309995+00:00",{"id":62,"slug":63,"title":64,"cover_image":65,"image_url":65,"created_at":66,"category":31},"cfc9970e-56ae-4c17-8b36-270e9b3492b5","opencode-cli-acp-server-support-zh","OpenCode CLI 加入 ACP 伺服器","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779035643289-wshz.png","2026-05-17T16:33:41.747799+00:00",{"id":68,"slug":69,"title":70,"cover_image":71,"image_url":71,"created_at":72,"category":31},"1dd2b6c7-15a2-4d22-8a24-f6d12b4ec78d","microsoft-skills-174-ai-coding-skills-zh","Microsoft 開源 174 個 AI 編碼技能","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779035059510-ydmo.png","2026-05-17T16:23:51.29023+00:00",{"id":74,"slug":75,"title":76,"cover_image":77,"image_url":77,"created_at":78,"category":31},"dd082492-2441-4f2b-8978-8a2534ca710e","why-pi-mcp-adapter-is-the-right-way-to-use-mcp-zh","為什麼 Pi MCP Adapter 才是使用 MCP 的正確方式","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779034431335-giqf.png","2026-05-17T16:13:19.333103+00:00",{"id":80,"slug":81,"title":82,"cover_image":83,"image_url":83,"created_at":84,"category":31},"ce5f1eec-3fcf-487a-968a-3af62eba1be5","aws-agent-toolkit-coding-agents-zh","AWS 推出 Agent Toolkit 給寫程式代理","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779033860827-tqp4.png","2026-05-17T16:03:48.125219+00:00",{"id":86,"slug":87,"title":88,"cover_image":89,"image_url":89,"created_at":90,"category":31},"fb137ee0-223b-4d65-8249-65515f4ccc00","why-32-agent-paper-teams-better-research-zh","為什麼 32-Agent 論文團隊更適合做研究，不適合代寫","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779030837969-qc5t.png","2026-05-17T15:13:24.299361+00:00",[92,97,102,107,112,117,122,127,132,137],{"id":93,"slug":94,"title":95,"created_at":96},"de769291-4574-4c46-a76d-772bd99e6ec9","googles-biggest-gemini-launches-in-2026-zh","Google 2026 最大 Gemini 盤點","2026-03-26T07:26:39.21072+00:00",{"id":98,"slug":99,"title":100,"created_at":101},"855cd52f-6fab-46cc-a7c1-42195e8a0de4","surepath-real-time-mcp-policy-controls-zh","SurePath 推出即時 MCP 政策控管","2026-03-26T07:57:40.77233+00:00",{"id":103,"slug":104,"title":105,"created_at":106},"9b19ab54-edef-4dbd-9ce4-a51e4bae4ebb","mcp-in-2026-the-ai-tool-layer-teams-use-zh","2026 年 MCP：團隊真的在用的 AI 工具層","2026-03-26T08:01:46.589694+00:00",{"id":108,"slug":109,"title":110,"created_at":111},"af9c46c3-7a28-410b-9f04-32b3de30a68c","prompting-in-2026-what-actually-works-zh","2026 提示工程，真正有用的是什麼","2026-03-26T08:08:12.453028+00:00",{"id":113,"slug":114,"title":115,"created_at":116},"05553086-6ed0-4758-81fd-6cab24b575e0","garry-tan-open-sources-claude-code-toolkit-zh","Garry Tan 開源 Claude Code 工具包","2026-03-26T08:26:20.068737+00:00",{"id":118,"slug":119,"title":120,"created_at":121},"042a73a2-18a2-433d-9e8f-9802b9559aac","github-ai-projects-to-watch-in-2026-zh","2026 必看 20 個 GitHub AI 專案","2026-03-26T08:28:09.619964+00:00",{"id":123,"slug":124,"title":125,"created_at":126},"a5f94120-ac0d-4483-9a8b-63590071ac6a","claude-code-vs-cursor-2026-zh","Claude Code 與 Cursor 深度對比：202…","2026-03-26T13:27:14.279193+00:00",{"id":128,"slug":129,"title":130,"created_at":131},"0975afa1-e0c7-4130-a20d-d890eaed995e","practical-github-guide-learning-ml-2026-zh","2026 機器學習入門 GitHub 實用指南","2026-03-27T01:16:49.712576+00:00",{"id":133,"slug":134,"title":135,"created_at":136},"bfdb467a-290f-4a80-b3a9-6f081afb6dff","aiml-2026-student-ai-ml-lab-repo-review-zh","AIML-2026：像課綱的學生實驗 Repo","2026-03-27T01:21:51.467798+00:00",{"id":138,"slug":139,"title":140,"created_at":141},"80cabc3e-09fc-4ff5-8f07-b8d68f5ae545","ai-trending-github-repos-and-research-feeds-zh","AI Trending：把 AI 資源收成一張表","2026-03-27T01:31:35.262183+00:00"]