[{"data":1,"prerenderedAt":7613},["ShallowReactive",2],{"blog-feed:zh-Hant":3,"mdc-utinul-key":4451,"mdc-u8bxxy-key":4463,"mdc--pftn3w-key":4472,"mdc-2caluq-key":4481,"mdc--k4o09b-key":4489,"mdc-5e6vhn-key":4498,"mdc--cyo63o-key":4507,"mdc-4z6eo6-key":4516,"mdc--7v66to-key":4525,"mdc-mifr4w-key":4534,"mdc-o92on9-key":4543,"mdc--l5qnbw-key":4552,"mdc-cqqp25-key":4591,"mdc--stuo67-key":4600,"mdc--aoop3y-key":4609,"mdc-ci0gt6-key":4624,"mdc-rv76mw-key":4633,"mdc-8ntrem-key":4647,"mdc--x00rj6-key":4697,"mdc-3l57fz-key":4759,"mdc-bb2kxj-key":4783,"mdc-vv4cov-key":4843,"mdc--yozcpm-key":4869,"mdc-yiaesq-key":4878,"mdc-131yfd-key":4887,"mdc-d9xvq3-key":4919,"mdc--qp4q7-key":4934,"mdc-q1k2u5-key":4943,"mdc--y94sqv-key":4952,"mdc--tgv42l-key":4961,"mdc-zftek-key":5003,"mdc-o6yvnw-key":5018,"mdc-xdhjbl-key":5027,"mdc--udxej9-key":5036,"mdc--uva5fn-key":5045,"mdc--ege4wx-key":5060,"mdc-l90qk7-key":5069,"mdc--w0nrzf-key":5078,"mdc--uye4pl-key":5120,"mdc-jupa6w-key":5135,"mdc-kiaqix-key":5150,"mdc--x616ll-key":5165,"mdc-2lum74-key":5174,"mdc-im5gq5-key":5225,"mdc-t8yoaq-key":5268,"mdc--mrmhe1-key":5301,"mdc-lbabrv-key":5433,"mdc--mvv9eh-key":5552,"mdc--tmlrni-key":5570,"mdc--8j0npb-key":5583,"mdc-ndyur9-key":5596,"mdc--6yjj86-key":5629,"mdc--s3qglt-key":5659,"mdc--e7796v-key":5712,"mdc-gzgk9x-key":5735,"mdc--4y68vn-key":5768,"mdc--97phvk-key":5777,"mdc-gn06ts-key":5867,"mdc--e9lpz4-key":5900,"mdc--uikdx6-key":5933,"mdc-ga5qsr-key":5975,"mdc--51jlln-key":5998,"mdc-w2q4ic-key":6044,"mdc--vz39d9-key":6053,"mdc--ah18m5-key":6106,"mdc--luc12a-key":6144,"mdc--5pd6um-key":6162,"mdc-ioh8zq-key":6202,"mdc--a9y8mv-key":6225,"mdc-4r070k-key":6240,"mdc-5nh11n-key":6313,"mdc--8e4vak-key":6346,"mdc-1nqt61-key":6355,"mdc--jzvk5x-key":6373,"mdc-yjqp0e-key":6433,"mdc-17brsy-key":6515,"mdc--lyln4m-key":6571,"mdc-g44e0t-key":6648,"mdc-vy4dpq-key":6694,"mdc-kcwh7t-key":6752,"mdc-q1xr83-key":6803,"mdc--40y1pd-key":6856,"mdc--l0ivmj-key":6878,"mdc-kqzfpq-key":7009,"mdc-7r0nem-key":7031,"mdc--blt6xq-key":7130,"mdc-j679q8-key":7174,"mdc--kkln4a-key":7235,"mdc--oo8fcx-key":7244,"mdc-haffxl-key":7282,"mdc--hojxbw-key":7300,"mdc-87zpst-key":7373,"mdc-fa3aba-key":7391,"mdc--q7l4t5-key":7419,"mdc-ayyn0f-key":7447,"mdc--xgbhos-key":7491,"mdc-fme7d1-key":7552},{"page":4,"articles":18,"posts":3355},{"id":5,"title":6,"body":7,"description":7,"extension":8,"links":9,"locale":10,"meta":11,"navigation":12,"path":13,"seo":14,"stem":16,"__hash__":17},"pages\u002Fblog.zh-Hant.yml","部落格",null,"yml",[],"zh-Hant",{},true,"\u002Fblog",{"title":6,"description":15},"陳大黃的部落格文章與 X 精選貼文：AI 工具、Cloudflare 部署、獨立開發與產品思考的記錄。","blog.zh-Hant","FeZXyvUgp-W61LMjtwIvSKdTTbunO77QAUeQjxdQhy0",[19,175,427,811,930,1377,1512,1634,1908,2154,2374,2497,2617,2815],{"id":20,"title":21,"author":22,"body":26,"date":161,"description":162,"extension":163,"image":7,"locale":10,"meta":164,"minRead":165,"navigation":12,"original":166,"path":167,"pinned":166,"seo":168,"source":169,"sourceUrl":39,"stem":170,"tags":171,"updated":7,"__hash__":174},"blog\u002Fblog\u002Fagent-harness-selection.zh-Hant.md","試遍了 Pi Agent、OMP、Codex、ZCode，我最後為什麼選了 OpenCode + OpenChamber",{"name":23,"avatar":24},"陳大黃",{"src":25,"alt":23},"\u002Favatar.jpg",{"type":27,"value":28,"toc":149},"minimark",[29,44,47,51,56,59,62,74,78,81,84,87,91,94,98,104,110,123,130,133,136,139,142],[30,31,32],"blockquote",{},[33,34,35,36,43],"p",{},"原文發表於 ",[37,38,42],"a",{"href":39,"rel":40},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2085410520459604026",[41],"nofollow","X","。",[33,45,46],{},"最近把 Pi Agent、OMP、ZCode、Codex、OpenCode 這些 Agent Harness 一一試過，總算理解了自己真正的需求是什麼。",[48,49,50],"h2",{"id":50},"我的三個標準",[52,53,55],"h3",{"id":54},"第一成熟穩定的-gui","第一：成熟穩定的 GUI",[33,57,58],{},"用慣了 GUI，實在回不去 TUI。在黑色視窗裡聊天太痛苦了——你得記一大堆快捷鍵、一大堆指令，才真的用得下去。但 GUI 只要直覺地點點圖示、按按鈕就行了。",[33,60,61],{},"所以我要的是一個成熟、穩定又好看的 GUI 頁面。",[33,63,64,65,69,70,73],{},"光這一條就直接淘汰了 ",[66,67,68],"strong",{},"Pi Agent"," 和 ",[66,71,72],{},"OMP","。不是說核心不行，而是配套的社群 GUI 做得真的太差。自己動手刻一個又得花很多心力，而且這類工具可自訂性太強，自己刻的 GUI 沒有通用性——換台機器、換個人，一切就得砍掉重練。",[52,75,77],{"id":76},"第二不綁定供應商不偏袒供應商","第二：不綁定供應商、不偏袒供應商",[33,79,80],{},"Codex 確實開放了第三方模型的設定介面，但設定起來真的很麻煩，而且第三方模型永遠是「二等公民」——被官方模型壓著打、被更新節奏拖累，這點讓我很不爽。",[33,82,83],{},"ZCode 更誇張，沒有辦法用 OAuth 登入各家的 Coding Plan（例如 Kimi For Code、Grok Build 都沒辦法在 ZCode 裡用，除非走旁門左道硬搞）。",[33,85,86],{},"所以我把 ZCode、Codex 這類偏袒特定模型供應商的軟體都排除了。",[52,88,90],{"id":89},"第三開放原始碼可二次開發","第三：開放原始碼、可二次開發",[33,92,93],{},"我需要依照自己的需求做二次開發與客製化，好讓客戶能更方便地開箱即用。所以它一定要是開放原始碼、授權友善的產品——讓我自己用得爽，客戶用起來也簡單方便，不用搞一堆黑科技去 hack。",[48,95,97],{"id":96},"最終答案opencode-openchamber","最終答案：OpenCode + OpenChamber",[33,99,100,101,43],{},"一路淘汰到最後，真正能選的就是 ",[66,102,103],{},"OpenCode",[33,105,106,107,43],{},"但 OpenCode 只是一個 Agent 核心。要幫它配上一個成熟、穩定、好用的 GUI，我終於找到了真正的版本答案：",[66,108,109],{},"OpenChamber",[111,112,113,117,120],"ul",{},[114,115,116],"li",{},"核心：OpenCode，開放原始碼、不綁定供應商、支援各家模型",[114,118,119],{},"介面：OpenChamber，成熟的 GUI 工作台",[114,121,122],{},"組合：核心穩定 + 介面順手，還能依需求二次開發",[33,124,125,126],{},"開放原始碼位置：",[37,127,128],{"href":128,"rel":129},"https:\u002F\u002Fgithub.com\u002Fopenchamber\u002Fopenchamber",[41],[48,131,132],{"id":132},"一些心得",[33,134,135],{},"選工具這件事，本質上就是在選「話語權握在誰手裡」。",[33,137,138],{},"閉源工具再好用，更新方向、模型支援、價格策略都掌握在別人手裡，你只能被動接受。開放原始碼 + 不綁定的組合，你永遠有退路，也永遠保有改造的自由。",[33,140,141],{},"至於 TUI 和 GUI 之爭，別硬撐。工具是拿來做事的，不是拿來證明自己懂命令列。介面用得舒服、能長期用下去，比什麼都重要。",[33,143,144,145],{},"相關閱讀：",[37,146,148],{"href":147},"\u002Fblog\u002Fdeepseek-v4-flash-review","DeepSeek V4 Flash 正式版深度體驗",{"title":150,"searchDepth":151,"depth":151,"links":152},"",2,[153,159,160],{"id":50,"depth":151,"text":50,"children":154},[155,157,158],{"id":54,"depth":156,"text":55},3,{"id":76,"depth":156,"text":77},{"id":89,"depth":156,"text":90},{"id":96,"depth":151,"text":97},{"id":132,"depth":151,"text":132},"2026-08-06","試過一輪 Agent Harness 後的選型復盤：以 GUI 體驗、供應商綁定、二次開發自由度三個標準，排除了 Pi Agent、OMP、Codex、ZCode，最後選了 OpenCode 核心 + OpenChamber 介面。","md",{},6,false,"\u002Fblog\u002Fagent-harness-selection",{"title":21,"description":162},"x","blog\u002Fagent-harness-selection.zh-Hant",[172,173],"AI Agent","工具選型","2s6AxY3edCf_4d9rgeuVCj-wzpNPRKwvsnRqFG-cJmA",{"id":176,"title":177,"author":178,"body":180,"date":416,"description":417,"extension":163,"image":7,"locale":10,"meta":418,"minRead":165,"navigation":12,"original":166,"path":419,"pinned":166,"seo":420,"source":169,"sourceUrl":189,"stem":421,"tags":422,"updated":7,"__hash__":426},"blog\u002Fblog\u002Fcloudflare-broke-stack.zh-Hant.md","2026 獨立開發最佳實踐：Cloudflare 窮鬼全家餐",{"name":23,"avatar":179},{"src":25,"alt":23},{"type":27,"value":181,"toc":405},[182,192,198,201,318,321,325,328,332,335,339,342,362,366,369,372,392,395,398],[30,183,184],{},[33,185,186,187,191],{},"置頂貼文，原文發表於 ",[37,188,42],{"href":189,"rel":190},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2066586160902881542",[41],"，4 萬+ 次瀏覽。",[33,193,194,195,43],{},"2026 年獨立開發最佳實踐：",[66,196,197],{},"Cloudflare 窮鬼全家餐",[48,199,200],{"id":200},"技術棧一覽",[202,203,204,220],"table",{},[205,206,207],"thead",{},[208,209,210,214,217],"tr",{},[211,212,213],"th",{},"環節",[211,215,216],{},"選型",[211,218,219],{},"成本",[221,222,223,235,246,257,267,278,288,298,308],"tbody",{},[208,224,225,229,232],{},[226,227,228],"td",{},"寫程式",[226,230,231],{},"Codex",[226,233,234],{},"訂閱制",[208,236,237,240,243],{},[226,238,239],{},"版本控制",[226,241,242],{},"GitHub",[226,244,245],{},"免費",[208,247,248,251,254],{},[226,249,250],{},"收款系統",[226,252,253],{},"Stripe",[226,255,256],{},"按交易抽成",[208,258,259,262,265],{},[226,260,261],{},"前端",[226,263,264],{},"TanStack Start",[226,266,245],{},[208,268,269,272,275],{},[226,270,271],{},"後端",[226,273,274],{},"Hono + Cloudflare Workers",[226,276,277],{},"免費額度",[208,279,280,283,286],{},[226,281,282],{},"部署",[226,284,285],{},"Cloudflare Pages",[226,287,245],{},[208,289,290,293,296],{},[226,291,292],{},"資料庫",[226,294,295],{},"Cloudflare D1",[226,297,277],{},[208,299,300,303,306],{},[226,301,302],{},"檔案儲存",[226,304,305],{},"Cloudflare R2",[226,307,277],{},[208,309,310,313,316],{},[226,311,312],{},"快取 \u002F 設定",[226,314,315],{},"Cloudflare KV",[226,317,277],{},[48,319,320],{"id":320},"為什麼是這套組合",[52,322,324],{"id":323},"codex寫程式搞定全端開發","Codex：寫程式，搞定全端開發",[33,326,327],{},"AI 程式設計已經是獨立開發者的預設生產力工具。Codex 的 Agent 模式能把「需求 → 程式碼 → 測試 → 部署」的鏈路壓到很短，一個人扛下一個團隊的工作量。",[52,329,331],{"id":330},"前端-tanstack-start-後端-hono","前端 TanStack Start + 後端 Hono",[33,333,334],{},"TanStack Start 是全端 React 框架，和 Workers 生態系的契合度很高。後端用 Hono——為 Workers 而生的小框架，路由、中介軟體、型別提示都很順手，體積小、啟動快。",[52,336,338],{"id":337},"資料庫-d1-儲存-r2-快取-kv","資料庫 D1 + 儲存 R2 + 快取 KV",[33,340,341],{},"這三件套是 Cloudflare 免費額度的核心：",[111,343,344,350,356],{},[114,345,346,349],{},[66,347,348],{},"D1","：SQLite 相容的關聯式資料庫，免費額度對個人專案完全夠用",[114,351,352,355],{},[66,353,354],{},"R2","：S3 相容的物件儲存，免費 10GB 儲存空間，零出口流量費——這點直接碾壓 AWS",[114,357,358,361],{},[66,359,360],{},"KV","：分散在全球的鍵值儲存，適合設定、快取、工作階段",[52,363,365],{"id":364},"部署-pages-全免費基建","部署 Pages + 全免費基建",[33,367,368],{},"Pages 直接連接 GitHub 儲存庫，push 即部署，內建 CDN 和 HTTPS。網域、DNS、CDN 全部由 Cloudflare 一條龍搞定，免費額度就撐起一整條產品線。",[48,370,371],{"id":371},"窮鬼策略的核心",[111,373,374,380,386],{},[114,375,376,379],{},[66,377,378],{},"把免費額度榨到極限","：DNS、CDN、Pages、Workers、KV、D1、R2、Tunnel、AI Gateway，免費的通通安排上",[114,381,382,385],{},[66,383,384],{},"能免費蹭就不花錢","：訂閱費只花在刀口上（Codex），其餘全部用免費基建",[114,387,388,391],{},[66,389,390],{},"一個平台搞定一切","：不用在多雲之間跳來跳去，維運的認知負擔最小",[48,393,394],{"id":394},"適合誰",[33,396,397],{},"預算緊張、想快速驗證產品的獨立開發者；不想在基礎設施上花太多心力的 AI Coding 玩家；以及所有「先跑起來再說」的專案。",[33,399,400,401,43],{},"Cloudflare 就是獨立開發者的賽博菩薩。一毛錢都不用掏，也能把產品完整跑起來。詳見：",[37,402,404],{"href":403},"\u002Fblog\u002Ffree-cloudflare","免費使用者如何榨乾 Cloudflare",{"title":150,"searchDepth":151,"depth":151,"links":406},[407,408,414,415],{"id":200,"depth":151,"text":200},{"id":320,"depth":151,"text":320,"children":409},[410,411,412,413],{"id":323,"depth":156,"text":324},{"id":330,"depth":156,"text":331},{"id":337,"depth":156,"text":338},{"id":364,"depth":156,"text":365},{"id":371,"depth":151,"text":371},{"id":394,"depth":151,"text":394},"2026-06-15","獨立開發者的零成本技術棧：Codex 寫程式、GitHub 管版本、Stripe 收款，前端 TanStack Start、後端 Hono + Workers、資料庫 D1、儲存 R2、快取 KV，全部跑在 Cloudflare 上。",{},"\u002Fblog\u002Fcloudflare-broke-stack",{"title":177,"description":417},"blog\u002Fcloudflare-broke-stack.zh-Hant",[423,424,425],"Cloudflare","獨立開發","技術棧","jIWY9B8NVUknlCAJ8BTVHNZVxsbo9EdXf8oMQoiH_KA",{"id":428,"title":429,"author":430,"body":432,"date":800,"description":801,"extension":163,"image":7,"locale":10,"meta":802,"minRead":165,"navigation":12,"original":166,"path":803,"pinned":166,"seo":804,"source":169,"sourceUrl":440,"stem":805,"tags":806,"updated":7,"__hash__":810},"blog\u002Fblog\u002Fdeepseek-api-web-search.zh-Hant.md","DeepSeek API 內建聯網搜尋，Responses API 白拿官方搜尋能力",{"name":23,"avatar":431},{"src":25,"alt":23},{"type":27,"value":433,"toc":793},[434,443,446,449,465,468,471,478,481,729,732,735,738,741,747,750,764,767,782,785,789],[30,435,436],{},[33,437,35,438,442],{},[37,439,42],{"href":440,"rel":441},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2084826975102030013",[41],"，這篇爆了，23 萬瀏覽次數、1000+ 讚。這裡把細節展開講清楚。",[33,444,445],{},"發現個好東西：DeepSeek 官方居然在 API 裡內建了聯網搜尋。",[48,447,448],{"id":448},"一句話說清楚",[33,450,451,452,455,456,460,461,464],{},"用 ",[66,453,454],{},"Responses 格式","的介面呼叫 ",[457,458,459],"code",{},"deepseek-v4-flash"," 模型，只要在請求參數裡宣告 ",[457,462,463],{},"web_search"," 工具，就能直接用上 DeepSeek 伺服器端執行的搜尋能力。",[33,466,467],{},"不用自己接第三方搜尋引擎，不用額外申請搜尋介面金鑰，整套搜尋流程官方直接託管了。",[48,469,470],{"id":470},"怎麼用",[33,472,473,474],{},"官方文件：",[37,475,476],{"href":476,"rel":477},"https:\u002F\u002Fapi-docs.deepseek.com\u002Fzh-cn\u002Fguides\u002Fresponses_api",[41],[33,479,480],{},"核心就是把工具宣告出來：",[482,483,487],"pre",{"className":484,"code":485,"language":486,"meta":150,"style":150},"language-js shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","const response = await fetch('https:\u002F\u002Fapi.deepseek.com\u002Fresponses', {\n  method: 'POST',\n  headers: {\n    'Content-Type': 'application\u002Fjson',\n    'Authorization': `Bearer ${process.env.DEEPSEEK_API_KEY}`\n  },\n  body: JSON.stringify({\n    model: 'deepseek-v4-flash',\n    tools: [{ type: 'web_search' }],\n    input: '2026 年 8 月 AI 行業發生了什麼大事？'\n  })\n})\n","js",[457,488,489,532,552,561,583,621,626,647,663,696,712,721],{"__ignoreMap":150},[490,491,494,498,502,506,510,514,517,520,524,526,529],"span",{"class":492,"line":493},"line",1,[490,495,497],{"class":496},"spNyl","const",[490,499,501],{"class":500},"sTEyZ"," response ",[490,503,505],{"class":504},"sMK4o","=",[490,507,509],{"class":508},"s7zQu"," await",[490,511,513],{"class":512},"s2Zo4"," fetch",[490,515,516],{"class":500},"(",[490,518,519],{"class":504},"'",[490,521,523],{"class":522},"sfazB","https:\u002F\u002Fapi.deepseek.com\u002Fresponses",[490,525,519],{"class":504},[490,527,528],{"class":504},",",[490,530,531],{"class":504}," {\n",[490,533,534,538,541,544,547,549],{"class":492,"line":151},[490,535,537],{"class":536},"swJcz","  method",[490,539,540],{"class":504},":",[490,542,543],{"class":504}," '",[490,545,546],{"class":522},"POST",[490,548,519],{"class":504},[490,550,551],{"class":504},",\n",[490,553,554,557,559],{"class":492,"line":156},[490,555,556],{"class":536},"  headers",[490,558,540],{"class":504},[490,560,531],{"class":504},[490,562,564,567,570,572,574,576,579,581],{"class":492,"line":563},4,[490,565,566],{"class":504},"    '",[490,568,569],{"class":536},"Content-Type",[490,571,519],{"class":504},[490,573,540],{"class":504},[490,575,543],{"class":504},[490,577,578],{"class":522},"application\u002Fjson",[490,580,519],{"class":504},[490,582,551],{"class":504},[490,584,586,588,591,593,595,598,601,604,607,610,613,615,618],{"class":492,"line":585},5,[490,587,566],{"class":504},[490,589,590],{"class":536},"Authorization",[490,592,519],{"class":504},[490,594,540],{"class":504},[490,596,597],{"class":504}," `",[490,599,600],{"class":522},"Bearer ",[490,602,603],{"class":504},"${",[490,605,606],{"class":500},"process",[490,608,609],{"class":504},".",[490,611,612],{"class":500},"env",[490,614,609],{"class":504},[490,616,617],{"class":500},"DEEPSEEK_API_KEY",[490,619,620],{"class":504},"}`\n",[490,622,623],{"class":492,"line":165},[490,624,625],{"class":504},"  },\n",[490,627,629,632,634,637,639,642,644],{"class":492,"line":628},7,[490,630,631],{"class":536},"  body",[490,633,540],{"class":504},[490,635,636],{"class":500}," JSON",[490,638,609],{"class":504},[490,640,641],{"class":512},"stringify",[490,643,516],{"class":500},[490,645,646],{"class":504},"{\n",[490,648,650,653,655,657,659,661],{"class":492,"line":649},8,[490,651,652],{"class":536},"    model",[490,654,540],{"class":504},[490,656,543],{"class":504},[490,658,459],{"class":522},[490,660,519],{"class":504},[490,662,551],{"class":504},[490,664,666,669,671,674,677,680,682,684,686,688,691,694],{"class":492,"line":665},9,[490,667,668],{"class":536},"    tools",[490,670,540],{"class":504},[490,672,673],{"class":500}," [",[490,675,676],{"class":504},"{",[490,678,679],{"class":536}," type",[490,681,540],{"class":504},[490,683,543],{"class":504},[490,685,463],{"class":522},[490,687,519],{"class":504},[490,689,690],{"class":504}," }",[490,692,693],{"class":500},"]",[490,695,551],{"class":504},[490,697,699,702,704,706,709],{"class":492,"line":698},10,[490,700,701],{"class":536},"    input",[490,703,540],{"class":504},[490,705,543],{"class":504},[490,707,708],{"class":522},"2026 年 8 月 AI 行業發生了什麼大事？",[490,710,711],{"class":504},"'\n",[490,713,715,718],{"class":492,"line":714},11,[490,716,717],{"class":504},"  }",[490,719,720],{"class":500},")\n",[490,722,724,727],{"class":492,"line":723},12,[490,725,726],{"class":504},"}",[490,728,720],{"class":500},[33,730,731],{},"就只是這樣。剩下的搜尋、抓取、解析、引用，全是 DeepSeek 伺服器端的活。",[48,733,734],{"id":734},"為什麼這件事很關鍵",[33,736,737],{},"以前要讓 AI 有即時資訊，你得自己搭一條鏈路：選搜尋引擎（SerpAPI、Bing Search 之類）→ 申請 API Key → 寫抓取和解析的程式碼 → 把搜尋結果塞進上下文 → 還要控制預算。",[33,739,740],{},"這一套弄下來，少說一兩天，多了搞不好一個禮拜，而且每個環節都是錢：搜尋 API 按次計費，抓取還要處理反爬。",[33,742,743,744,746],{},"現在 DeepSeek 直接內建了，而且用的是 ",[457,745,459],{}," 這個便宜到離譜的模型。搜尋和生成一條鏈路，成本低到可以當自來水用。",[48,748,749],{"id":749},"適合什麼場景",[111,751,752,755,758,761],{},[114,753,754],{},"寫需要時效性的內容（產業動態、產品比較、政策解讀）",[114,756,757],{},"做 Agent：需要先查資料再決策的環節",[114,759,760],{},"客服／問答系統：回答前先搜一下最新資訊",[114,762,763],{},"任何「模型知識截止日期」扯後腿的場景",[48,765,766],{"id":766},"注意事項",[768,769,770,776,779],"ol",{},[114,771,772,775],{},[66,773,774],{},"用 Responses 介面","，不是舊的 Chat Completions 介面。舊介面沒有這個工具。",[114,777,778],{},"聯網搜尋的粒度、引用格式，官方文件裡都有，建議實際跑一次看回傳結構。",[114,780,781],{},"有快取打折機制，長上下文場景記得利用起來，能省不少。",[33,783,784],{},"這條是真的白拿，官方把最麻煩的搜尋基礎設施免費送給你了。有需要的直接抄作業。",[33,786,144,787],{},[37,788,148],{"href":147},[790,791,792],"style",{},"html pre.shiki code .spNyl, html code.shiki .spNyl{--shiki-light:#9C3EDA;--shiki-default:#C792EA;--shiki-dark:#C792EA}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .s7zQu, html code.shiki .s7zQu{--shiki-light:#39ADB5;--shiki-light-font-style:italic;--shiki-default:#89DDFF;--shiki-default-font-style:italic;--shiki-dark:#89DDFF;--shiki-dark-font-style:italic}html pre.shiki code .s2Zo4, html code.shiki .s2Zo4{--shiki-light:#6182B8;--shiki-default:#82AAFF;--shiki-dark:#82AAFF}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}html pre.shiki code .swJcz, html code.shiki .swJcz{--shiki-light:#E53935;--shiki-default:#F07178;--shiki-dark:#F07178}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":150,"searchDepth":151,"depth":151,"links":794},[795,796,797,798,799],{"id":448,"depth":151,"text":448},{"id":470,"depth":151,"text":470},{"id":734,"depth":151,"text":734},{"id":749,"depth":151,"text":749},{"id":766,"depth":151,"text":766},"2026-08-05","DeepSeek 官方在 API 裡內建了聯網搜尋：用 Responses 介面呼叫 deepseek-v4-flash，宣告 web_search 工具即可，不用自己接第三方搜尋引擎，也不用申請搜尋金鑰。",{},"\u002Fblog\u002Fdeepseek-api-web-search",{"title":429,"description":801},"blog\u002Fdeepseek-api-web-search.zh-Hant",[807,808,809],"DeepSeek","API","AI 工具","KoCLVLn-_fCjUWbZJM7j8Zlxj1r6lSvV9Cj8nOz0N5k",{"id":812,"title":813,"author":814,"body":816,"date":800,"description":923,"extension":163,"image":7,"locale":10,"meta":924,"minRead":628,"navigation":12,"original":166,"path":147,"pinned":12,"seo":925,"source":169,"sourceUrl":824,"stem":926,"tags":927,"updated":7,"__hash__":929},"blog\u002Fblog\u002Fdeepseek-v4-flash-review.zh-Hant.md","DeepSeek V4 Flash 正式版深度體驗：便宜、快、1M 上下文、內建搜尋",{"name":23,"avatar":815},{"src":25,"alt":23},{"type":27,"value":817,"toc":914},[818,827,830,834,837,840,844,847,850,854,857,860,864,867,872,876,879,882,886,889,900,903,906,909],[30,819,820],{},[33,821,35,822,826],{},[37,823,42],{"href":824,"rel":825},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2084817432750047595",[41],"，8 萬+ 次瀏覽。",[33,828,829],{},"深度體驗了幾天 DeepSeek V4 Flash 0731 正式版，總結一下它的優缺點。",[48,831,833],{"id":832},"優點一便宜極度的便宜","優點一：便宜，極度的便宜",[33,835,836],{},"便宜到髒活累活可以全都交給它做，完全沒有任何心理負擔。用了就是賺到——省下來的時間價值，都能買更多 Token 了。",[33,838,839],{},"有多便宜？我的使用體感是：跑批次處理、跑 Agent 迴圈、跑幾十輪對話，帳單幾乎無感。AI 最貴的不是算力，是「不敢用」的心理門檻。V4 Flash 直接把這道門拆了。",[48,841,843],{"id":842},"優點二速度快","優點二：速度快",[33,845,846],{},"這是很重要的一點。你也不會希望一個任務跑兩個小時才回來驗收吧？",[33,848,849],{},"Flash 模型給我的體感就是快如閃電、言出法隨。寫程式、改 bug、跑測試、批次處理，回饋都是即時的。尤其是搭配 Agent 工具迴圈，每一步都在幾秒內完成，互動體驗完全不一樣。",[48,851,853],{"id":852},"優點三上下文長","優點三：上下文長",[33,855,856],{},"1M 的上下文，可以容納大多數複雜的任務，不需要頻繁 compact。",[33,858,859],{},"以前用短上下文模型，程式碼庫看幾眼就滿了，得靠各種壓縮技巧省空間。現在直接把整個儲存庫、整批文件、完整對話歷史丟進去，它還裝得下。搭配 Cache 打折，長上下文場景可以做到非常便宜——重複內容命中快取，價格直接砍半以上。",[48,861,863],{"id":862},"優點四官方內建聯網搜尋","優點四：官方內建聯網搜尋",[33,865,866],{},"官方 Responses 介面內建了伺服器端 web-search，不用任何設定，直接享有搜尋服務。",[33,868,869,870],{},"對時效性內容、Agent 查資料的場景，這是剛需。不用自己接搜尋引擎、不用申請搜尋 Key，官方託管整個流程。詳細介紹見這篇：",[37,871,429],{"href":803},[48,873,875],{"id":874},"優點五開源不綁定供應商","優點五：開源，不綁定供應商",[33,877,878],{},"你可以選擇任何一家模型服務商來部署或轉售，不用擔心供應商綁定。",[33,880,881],{},"不用再去祈禱某些閉源廠商可憐的 Reset 施捨。開源意味著生態、意味著選擇權、意味著你能把模型嵌入自己的產品，不會被掐脖子。",[48,883,885],{"id":884},"缺點不支援多模態","缺點：不支援多模態",[33,887,888],{},"讀圖、看圖的場景有侷限。但這是「便宜」的必要代價——多模態會讓模型參數膨脹，成本就上去了。",[33,890,891,892,895,896],{},"解法也很簡單：",[66,893,894],{},"組合使用","。需要辨識圖片的時候，把圖片交給專門的視覺模型處理，文字推理繼續用 V4 Flash。我研究了目前 CP 值最高的識圖方案，見這篇：",[37,897,899],{"href":898},"\u002Fblog\u002Fqwen-vision-for-deepseek","給 DeepSeek 補上多模態：Qwen-3.7-Flash 識圖方案",[48,901,902],{"id":902},"我的結論",[33,904,905],{},"V4 Flash 就是那種「日常主力」等級的模型：便宜到隨便用、快得沒話說、上下文大到不用省、還帶搜尋。",[33,907,908],{},"團隊裡幹活，髒活累活全丟給它；需要視覺的時候，旁邊配一個識圖模型組合出招。這套組合拳打下來，成本低、體驗好、不綁死任何一家。",[33,910,144,911],{},[37,912,913],{"href":803},"DeepSeek API 內建聯網搜尋",{"title":150,"searchDepth":151,"depth":151,"links":915},[916,917,918,919,920,921,922],{"id":832,"depth":151,"text":833},{"id":842,"depth":151,"text":843},{"id":852,"depth":151,"text":853},{"id":862,"depth":151,"text":863},{"id":874,"depth":151,"text":875},{"id":884,"depth":151,"text":885},{"id":902,"depth":151,"text":902},"深度體驗了幾天 DeepSeek V4 Flash 正式版：極致的便宜、快如閃電、1M 上下文、官方內建聯網搜尋、完全開源。唯一的短板是多模態，但可以組合其他模型補上。",{},{"title":813,"description":923},"blog\u002Fdeepseek-v4-flash-review.zh-Hant",[807,928,809],"模型評測","dVmHw4SuljwOTbYxHW2TlhdSNGmZIloducetpMRp_go",{"id":931,"title":932,"author":933,"body":935,"date":416,"description":1370,"extension":163,"image":7,"locale":10,"meta":1371,"minRead":649,"navigation":12,"original":166,"path":403,"pinned":166,"seo":1372,"source":1373,"sourceUrl":944,"stem":1374,"tags":1375,"updated":7,"__hash__":1376},"blog\u002Fblog\u002Ffree-cloudflare.zh-Hant.md","免費使用者如何榨乾 Cloudflare，免費版到底能白嫖到什麼程度？",{"name":23,"avatar":934},{"src":25,"alt":23},{"type":27,"value":936,"toc":1354},[937,947,950,954,957,960,963,966,969,1001,1004,1007,1011,1014,1017,1021,1024,1053,1056,1060,1063,1066,1069,1072,1076,1079,1083,1086,1090,1093,1096,1134,1138,1141,1145,1148,1171,1175,1178,1181,1195,1198,1225,1228,1232,1235,1249,1252,1256,1259,1262,1285,1288,1291,1295,1298,1301,1321,1324,1328,1331,1334,1345,1348,1351],[30,938,939],{},[33,940,941,942,43],{},"原文發布於 ",[37,943,946],{"href":944,"rel":945},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Farticle\u002F2066528625378443300",[41],"X Articles",[33,948,949],{},"Cloudflare 差不多能撐起一整套個人網路基礎設施：網域、網站、CDN、物件儲存、資料庫、邊緣函式、內網穿透、信箱轉寄、人機驗證和 AI 閘道，都可以從免費版開始用。",[48,951,953],{"id":952},"免費-dns","免費 DNS",[33,955,956],{},"Cloudflare 本身也是網域註冊商，註冊和續費價格都滿透明。你也可以在 Spaceship 之類的平台買網域，再把 DNS 代管到 Cloudflare。",[33,958,959],{},"網域接進 Cloudflare，你直接拿到一套好用的 DNS 管理系統。",[33,961,962],{},"重點是：解析不按查詢量計費。不像中國有些大型服務商特別噁心，竟然按解析次數來收費？吃相也別太難看。",[33,964,965],{},"Cloudflare 這就很適合多網域、多子網域、小專案矩陣。",[33,967,968],{},"你可以搞：",[111,970,971,976,981,986,991,996],{},[114,972,973],{},[457,974,975],{},"api.xxx.com",[114,977,978],{},[457,979,980],{},"img.xxx.com",[114,982,983],{},[457,984,985],{},"cdn.xxx.com",[114,987,988],{},[457,989,990],{},"docs.xxx.com",[114,992,993],{},[457,994,995],{},"status.xxx.com",[114,997,998],{},[457,999,1000],{},"admin.xxx.com",[33,1002,1003],{},"買一個網域，就能給不同服務分配不同的子網域，DNS 解析本身不用另外付費。",[33,1005,1006],{},"需要代理的 Web 流量可以打開小橙雲，讓 Cloudflare 接管代理、快取和 HTTPS 憑證。",[48,1008,1010],{"id":1009},"免費-cdn","免費 CDN",[33,1012,1013],{},"CDN 快取是 Cloudflare 最猛的東西。很多人都是透過這個認識 Cloudflare 的。對部落格、官網、文件站來說，最直接的價值就是：",[33,1015,1016],{},"訪客看得快一點，源站輕一點，頻寬省一點。尤其你用很便宜的 VPS，前面掛 Cloudflare，體感會好很多。",[48,1018,1020],{"id":1019},"免費-pages","免費 Pages",[33,1022,1023],{},"Pages 可以免費代管靜態網站和前端專案。",[111,1025,1026,1029,1032,1035,1038,1041,1044,1047,1050],{},[114,1027,1028],{},"個人部落格",[114,1030,1031],{},"產品官網",[114,1033,1034],{},"文件站",[114,1036,1037],{},"落地頁",[114,1039,1040],{},"開源專案首頁",[114,1042,1043],{},"課程資料頁",[114,1045,1046],{},"等待名單頁面",[114,1048,1049],{},"下載說明頁",[114,1051,1052],{},"電子書宣傳頁",[33,1054,1055],{},"這類頁面可以直接代管，不用另外買伺服器。綁定自己的網域後，就能當長期維護的個人站或專案首頁。",[48,1057,1059],{"id":1058},"免費-workers","免費 Workers",[33,1061,1062],{},"網站需要 API、認證或其他動態邏輯時，可以用 Workers。程式碼跑在 Cloudflare 的網路上，不用自己維護伺服器；除了 JavaScript \u002F TypeScript，也支援 WebAssembly 等執行方式。",[33,1064,1065],{},"免費版每天有 10 萬次請求額度。個人專案真的能穩定跑過這個量，再開付費版也不遲。",[33,1067,1068],{},"Workers Paid 的起價是每月 5 美元。",[33,1070,1071],{},"很多小專案根本不需要完整後端。一個 Worker 就夠了。",[48,1073,1075],{"id":1074},"免費-kv","免費 KV",[33,1077,1078],{},"KV 適合放需要快速讀取、但不要求強一致性的資料，例如設定、功能開關和快取結果。它不是完整的 Redis 替代品，但個人專案裡很多簡單需求夠用了。",[48,1080,1082],{"id":1081},"免費-d1","免費 D1",[33,1084,1085],{},"D1 是 Cloudflare 代管的 SQLite 資料庫，適合關聯式資料。免費版總儲存額度是 5 GB，讀寫還分別有每日額度。",[48,1087,1089],{"id":1088},"免費-r2","免費 R2",[33,1091,1092],{},"R2 是相容 S3 API 的物件儲存，適合放圖片、附件和備份。它最大的優勢是從 R2 出站不收頻寬費，費用主要看儲存量和操作次數；免費版也有一檔儲存和請求額度。",[33,1094,1095],{},"你可以拿它放：",[111,1097,1098,1101,1104,1107,1110,1113,1116,1119,1122,1125,1128,1131],{},[114,1099,1100],{},"圖片",[114,1102,1103],{},"附件",[114,1105,1106],{},"PDF",[114,1108,1109],{},"課程資料",[114,1111,1112],{},"軟體套件",[114,1114,1115],{},"備份檔案",[114,1117,1118],{},"使用者頭像",[114,1120,1121],{},"Markdown 圖片",[114,1123,1124],{},"靜態資源",[114,1126,1127],{},"資料集",[114,1129,1130],{},"音訊檔案",[114,1132,1133],{},"小影片素材",[48,1135,1137],{"id":1136},"免費-email-routing","免費 Email Routing",[33,1139,1140],{},"Email Routing 可以把寄到自訂網域的郵件轉寄到現有的信箱，免費版就能用。Cloudflare 現在也有透過 Workers 寄交易郵件的 Email Sending，但要寄信給任意收件人需要 Workers Paid，不能和免費的收件轉寄混為一談。",[48,1142,1144],{"id":1143},"免費-turnstile","免費 Turnstile",[33,1146,1147],{},"Turnstile 是 Cloudflare 的人機驗證，通常不用讓使用者辨識紅綠燈或扭曲字元。適合放在：",[111,1149,1150,1153,1156,1159,1162,1165,1168],{},[114,1151,1152],{},"登入",[114,1154,1155],{},"註冊",[114,1157,1158],{},"留言",[114,1160,1161],{},"聯絡表單",[114,1163,1164],{},"等待名單",[114,1166,1167],{},"下載頁",[114,1169,1170],{},"電子報訂閱",[48,1172,1174],{"id":1173},"免費-tunnel","免費 Tunnel",[33,1176,1177],{},"家裡的 NAS、本機開發機或遊戲伺服器想給外部網路存取，可以用 Tunnel 建一條從內網主動連到 Cloudflare 的通道。",[33,1179,1180],{},"你家的 NAS、本機開發機、內網服務，都可以透過 Cloudflare Tunnel 對外暴露。核心價值：",[111,1182,1183,1186,1189,1192],{},[114,1184,1185],{},"不需要公網 IP",[114,1187,1188],{},"不用在路由器開通訊埠",[114,1190,1191],{},"不用暴露源站 IP",[114,1193,1194],{},"可以掛自己的網域",[33,1196,1197],{},"例如：",[111,1199,1200,1205,1210,1215,1220],{},[114,1201,1202],{},[457,1203,1204],{},"nas.xxx.com",[114,1206,1207],{},[457,1208,1209],{},"dev.xxx.com",[114,1211,1212],{},[457,1213,1214],{},"panel.xxx.com",[114,1216,1217],{},[457,1218,1219],{},"n8n.xxx.com",[114,1221,1222],{},[457,1223,1224],{},"home.xxx.com",[33,1226,1227],{},"這玩意對家庭伺服器玩家來說太香了。",[48,1229,1231],{"id":1230},"免費-access","免費 Access",[33,1233,1234],{},"Access 可以擋在後台、測試環境和內部工具前面，先驗證身分再放行。信箱驗證碼、Google、GitHub 或團隊身分來源都能接，不必為了單一內部頁面再寫一套註冊登入。例如：",[111,1236,1237,1240,1243,1246],{},[114,1238,1239],{},"只有指定信箱能進",[114,1241,1242],{},"只有 Google 登入能進",[114,1244,1245],{},"只有 GitHub 登入能進",[114,1247,1248],{},"只有團隊成員能進",[33,1250,1251],{},"這對保護後台、測試環境、內部工具非常好用。",[48,1253,1255],{"id":1254},"免費-ai-gateway","免費 AI Gateway",[33,1257,1258],{},"AI Gateway 可以放在不同模型供應商前面，統一記錄請求、延遲、錯誤和快取命中，也能做限速與 fallback。早期做 AI 產品時，用一個入口管理多家相容 API 會省不少事。",[33,1260,1261],{},"它可以幫你看：",[111,1263,1264,1267,1270,1273,1276,1279,1282],{},[114,1265,1266],{},"請求量",[114,1268,1269],{},"延遲",[114,1271,1272],{},"錯誤",[114,1274,1275],{},"快取命中",[114,1277,1278],{},"模型呼叫",[114,1280,1281],{},"限速",[114,1283,1284],{},"fallback",[33,1286,1287],{},"你接 OpenAI、Anthropic、Workers AI、各種相容 API，都可以在前面套一層。",[33,1289,1290],{},"早期做 AI 產品，很適合拿它當統一入口。",[48,1292,1294],{"id":1293},"免費-browser-run","免費 Browser Run",[33,1296,1297],{},"Cloudflare 現在把這項能力叫作 Browser Run。它能在雲端啟動完整的瀏覽器工作階段，用程式碼或 AI 控制頁面。",[33,1299,1300],{},"適合：",[111,1302,1303,1306,1309,1312,1315,1318],{},[114,1304,1305],{},"網頁截圖",[114,1307,1308],{},"網頁轉 Markdown",[114,1310,1311],{},"網頁自動化測試",[114,1313,1314],{},"頁面內容採集",[114,1316,1317],{},"動態網頁解析",[114,1319,1320],{},"網頁轉 PDF",[33,1322,1323],{},"每天有免費額度。",[48,1325,1327],{"id":1326},"免費-images-transform","免費 Images Transform",[33,1329,1330],{},"Cloudflare Images 有圖片轉換額度，可以縮放、裁切和轉換格式。用量大的話要另外計費，也可以在付費 Workers 上用 Container 自己跑轉碼服務。",[33,1332,1333],{},"這可以搭配 R2 玩：",[111,1335,1336,1339,1342],{},[114,1337,1338],{},"R2 放原圖",[114,1340,1341],{},"Images 做縮圖和格式轉換",[114,1343,1344],{},"Cloudflare 快取分發",[33,1346,1347],{},"適合部落格封面、頭像、商品圖、文章插圖。",[33,1349,1350],{},"Cloudflare 的免費額度已經能覆蓋不少個人專案。真的用到更高的請求量、運算時間或付費功能，再從每月 5 美元的 Workers Paid 開始往上加。",[33,1352,1353],{},"在這裡我想說，Cloudflare，快斗內！！",{"title":150,"searchDepth":151,"depth":151,"links":1355},[1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369],{"id":952,"depth":151,"text":953},{"id":1009,"depth":151,"text":1010},{"id":1019,"depth":151,"text":1020},{"id":1058,"depth":151,"text":1059},{"id":1074,"depth":151,"text":1075},{"id":1081,"depth":151,"text":1082},{"id":1088,"depth":151,"text":1089},{"id":1136,"depth":151,"text":1137},{"id":1143,"depth":151,"text":1144},{"id":1173,"depth":151,"text":1174},{"id":1230,"depth":151,"text":1231},{"id":1254,"depth":151,"text":1255},{"id":1293,"depth":151,"text":1294},{"id":1326,"depth":151,"text":1327},"Cloudflare 免費版能撐起一整套個人網路基礎設施：DNS、CDN、Pages、Workers、KV、D1、R2、信箱、Tunnel、AI 閘道等。",{},{"title":932,"description":1370},"x-article","blog\u002Ffree-cloudflare.zh-Hant",[423,277,282],"F91eLi3sfqIjiMKClGYuFsnOrHjakey6PKiDRrtUypE",{"id":1378,"title":1379,"author":1380,"body":1382,"date":1503,"description":1504,"extension":163,"image":7,"locale":10,"meta":1505,"minRead":649,"navigation":12,"original":166,"path":1506,"pinned":166,"seo":1507,"source":169,"sourceUrl":1391,"stem":1508,"tags":1509,"updated":7,"__hash__":1511},"blog\u002Fblog\u002Fmodel-harness-decoupling.zh-Hant.md","原廠 Harness 未必是版本答案：開放模型時代，模型和 Harness 要分開選",{"name":23,"avatar":1381},{"src":25,"alt":23},{"type":27,"value":1383,"toc":1496},[1384,1394,1397,1400,1403,1406,1409,1413,1416,1419,1433,1436,1440,1443,1446,1449,1453,1456,1462,1467,1473,1478,1484,1487,1490],[30,1385,1386],{},[33,1387,1388,1389,1393],{},"核心觀點首發於 ",[37,1390,42],{"href":1391,"rel":1392},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2093890559874388141",[41],"，這篇文章是完整版論述，附五家 Harness 的定位地圖。",[33,1395,1396],{},"很多人選 Coding Agent 的第一反應都很自然：用 Claude，就上 Claude Code；用 GPT，就上 Codex；用 GLM，就上 ZCode；用 DeepSeek，當然優先考慮 DeepSeek 自己的 Harness。",[33,1398,1399],{},"這個思路其實完全合理。原廠最大的優勢，就是最了解自己的模型。",[48,1401,1402],{"id":1402},"原廠的優勢是真的",[33,1404,1405],{},"模型喜歡什麼樣的 Prompt，Tool Schema 怎麼設計最穩定，長上下文怎麼組織，新版本增加了什麼能力，哪些地方最容易翻車——原廠通常都比第三方更早知道。",[33,1407,1408],{},"所以 Claude Code 和 Codex 這種模型與 Harness 一起長期迭代的產品，原廠組合往往就是很強的版本答案。這一點我不反駁。",[48,1410,1412],{"id":1411},"但訓練模型和做-harness是兩門完全不同的工程","但訓練模型和做 Harness，是兩門完全不同的工程",[33,1414,1415],{},"到了 DeepSeek、GLM 這些開放模型，事情就開始變得有意思了。因為訓練一個好模型，和做一個好 Harness，其實是兩門完全不同的工程。",[33,1417,1418],{},"Coding Agent 真正跑起來以後，還有大量模型之外的問題：",[111,1420,1421,1424,1427,1430],{},[114,1422,1423],{},"文件怎麼讀、代碼怎麼改",[114,1425,1426],{},"Agent Loop 怎麼控制、Context 怎麼壓縮",[114,1428,1429],{},"緩存怎麼利用、Tool Call 出錯以後怎麼恢復",[114,1431,1432],{},"Subagent 怎麼調度、權限怎麼管理",[33,1434,1435],{},"這些地方做得好不好，會直接影響同一個模型最後到底好不好用。同一個模型，換個 Harness，體驗可以是天壤之別。",[48,1437,1439],{"id":1438},"更大的問題模型更新速度太快了","更大的問題：模型更新速度太快了",[33,1441,1442],{},"今天 GLM 強，下個月 DeepSeek 可能又出一個更能打的 Flash，再過一陣子又有新的模型追上來。",[33,1444,1445],{},"如果整個 Coding 工作流都綁定在某一家原廠產品上，換模型往往連工具和習慣也要跟著換。你花了几個月調教出來的配置、記憶、工作流，全部推倒重來。",[33,1447,1448],{},"第三方 Harness 的價值就在這裡：**你可以把自己熟悉的工具、Skills、MCP、權限和工作流固定下來，只替換底下的模型。**今天跑 DeepSeek，明天換 GLM，後天再換別的，工作環境不用推倒重來。",[48,1450,1452],{"id":1451},"五家-harness-定位地圖","五家 Harness 定位地圖",[33,1454,1455],{},"把主流五家的定位說清楚（截至 2026 年 8 月底我的使用體驗）：",[33,1457,1458,1461],{},[66,1459,1460],{},"Pi","：思路極簡，Harness 盡量少干預模型，輕、快、Token 開銷低，可塑性極強。適合做自己的長期 Agent 基座，簡單、乾淨、隨便魔改。",[33,1463,1464,1466],{},[66,1465,72],{},"：在 Pi 上繼續堆 LSP、Debugger、Browser、AST 這些重型 Coding 能力，像給 Agent 裝了一套完整 IDE。適合真正重度 Coding、需要複雜 Repo 導航的場景。",[33,1468,1469,1472],{},[66,1470,1471],{},"DeepSeek Harness","：走得最遠，Everything is Plugin，Agent Loop、工具、權限、Preset、UI 都可以拆開重組。適合折騰 Agent 架構、Preset、多 Agent 和下一代 Runtime 的人。多試 PTC 模式，速度更快、更省 token。",[33,1474,1475,1477],{},[66,1476,103],{},"：目前最均衡的一類，開源、Provider 多、生態大、Client\u002FServer、桌面端、Subagent 都比較成熟。適合想要一套成熟通用型多模型 Coding Agent 的人。",[33,1479,1480,1483],{},[66,1481,1482],{},"Command Code","：路子完全不同——它特別喜歡替模型補位。Tool Call 參數寫錯了本地修；文件重複讀幫你去重；長 Session 維持 Stable Prefix 提高 Cache Hit；Context 快爆了就做 Compaction。這套思路放到 DeepSeek V4 Flash、GLM-5.3 Flash 這種苦力模型上，價值最大：模型差一點，Harness 給你補。",[48,1485,1486],{"id":1486},"我的選法",[33,1488,1489],{},"如果只看長期可塑性，我依然更喜歡 Pi。但如果今天就讓我拿 DeepSeek V4 Flash、GLM-5.3 狠狠幹活，我會認真嚐嚐 Command Code 的鹹淡——模型和 Harness 的組合是按任務配的，不是按陣營站的。",[33,1491,1492,1493],{},"到了開放模型時代，模型和 Harness 已經完全可以分開選了。",[66,1494,1495],{},"別再問「用誰家的模型該用誰家的工具」，改問「這個模型放在哪個 Harness 裡，能把活幹得最好」。",{"title":150,"searchDepth":151,"depth":151,"links":1497},[1498,1499,1500,1501,1502],{"id":1402,"depth":151,"text":1402},{"id":1411,"depth":151,"text":1412},{"id":1438,"depth":151,"text":1439},{"id":1451,"depth":151,"text":1452},{"id":1486,"depth":151,"text":1486},"2026-09-09","用 Claude 就上 Claude Code？開放模型時代這個直覺該升級了。原廠的優勢是真的，但訓練好模型和做好 Harness 是兩門工程——這篇文章講清楚為什麼模型與 Harness 已經可以分開選，以及五家 Harness 的定位地圖。",{},"\u002Fblog\u002Fmodel-harness-decoupling",{"title":1379,"description":1504},"blog\u002Fmodel-harness-decoupling.zh-Hant",[172,1510,216],"Harness","mAUa-uvfTnZesbwZvJpPumSZEnqv18Hzf9t1eX0a4ZE",{"id":1513,"title":1514,"author":1515,"body":1517,"date":1503,"description":1625,"extension":163,"image":7,"locale":10,"meta":1626,"minRead":649,"navigation":12,"original":166,"path":1627,"pinned":166,"seo":1628,"source":169,"sourceUrl":1525,"stem":1629,"tags":1630,"updated":7,"__hash__":1633},"blog\u002Fblog\u002Fopencode-productive-stack.zh-Hant.md","穩定、快速、高產、便宜：我的 AI Coding 全家桶實錄",{"name":23,"avatar":1516},{"src":25,"alt":23},{"type":27,"value":1518,"toc":1618},[1519,1528,1534,1537,1541,1548,1551,1554,1557,1560,1563,1566,1569,1572,1575,1579,1582,1585,1589,1592,1595,1606,1612,1615],[30,1520,1521],{},[33,1522,1388,1523,1527],{},[37,1524,42],{"href":1525,"rel":1526},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2086611065920733305",[41],"，這篇文章是完整版配置實錄。",[33,1529,1530,1531],{},"先說結論：",[66,1532,1533],{},"OpenCode + OpenChamber + OpenCode Go 的 DeepSeek V4 Flash 訂閱 + Ollama Cloud 的 DeepSeek V4 Flash 訂閱。",[33,1535,1536],{},"這套組合我長期高強度使用，四個字：穩、快、產、省。連續開了 15 個項目同時在跑代碼，額度只消耗了一點點。",[48,1538,1540],{"id":1539},"為什麼是-opencode-openchamber","為什麼是 OpenCode + OpenChamber",[33,1542,1543,1544,1547],{},"選型過程在",[37,1545,1546],{"href":167},"另一篇文章","裡寫過，這裡只說結果層面的原因：OpenCode 是目前最均衡的多模型內核——開源、Provider 多、Client\u002FServer、桌面端、Subagent 都成熟；OpenChamber 則是我用過的開源項目裡前端打磨得最好的 Harness GUI，作者維護得極其用心，精緻、穩定，偶爾的小毛病完全不影響長期使用。",[33,1549,1550],{},"Web 介面 + PWA，跟桌面客戶端幾乎沒有區別，更新還免手動。",[48,1552,1553],{"id":1553},"配置圍繞三個核心訴求",[33,1555,1556],{},"我的 OpenCode 配置圍繞三件事：上下文管理、記憶系統、外部能力。",[33,1558,1559],{},"**1. opencode-dcp（開源）——動態上下文剪枝。**上下文達到閾值時，自動把舊內容壓縮成技術摘要：保留關保留關鍵信息、丟棄噪聲、清理重複內容，把工具報錯這類低價值內容從上下文裡剔除。長會話不爆上下文，省錢省 token，這是長任務能持續跑一整天的地基。",[33,1561,1562],{},"**2. opencode-goal-plugin——目標管理。**給長任務加 Goal 模式，Agent 跑偏了能拉回來。",[33,1564,1565],{},"**3. Hermes Memory——分層記憶（有需要我後續開源）。**這是我最重的一個插件：把 Hermes agent 的分層記憶機制移植到 OpenCode 上，跨會話記住用戶偏好、項目決策和歷史教訓。新項目不用從零教起。",[33,1567,1568],{},"**4. context7-MCP。**查庫和框架的最新官方文檔，不用自己翻。",[33,1570,1571],{},"**5. grep-MCP。**在 GitHub 全站代碼裡搜真實用法，比憑記憶寫靠譜得多。",[33,1573,1574],{},"**6. open-computer-use——桌面自動化。**讓 AI 直接操作 macOS 應用：點擊、輸入、滾動、拖拽、截圖、讀無障礙樹。測試和驗收環節特別好用。",[48,1576,1578],{"id":1577},"成本賬兩份訂閱怎麼花","成本賬：兩份訂閱怎麼花",[33,1580,1581],{},"DeepSeek V4 Flash 是這套棧的性價比核心：它真的好智能，也真的好省錢。OpenCode Go 的訂閱覆蓋主力工作流，Ollama Cloud 的訂閱做第二通道分流——兩份訂閱加起來，比一套主流原廠 Coding Plan 便宜，產出還更高。",[33,1583,1584],{},"模型套進第三方殼子會降智的說法，要拆開看：**降智的根源是「殼子沒有針對模型做 Harness Engineering」，而不是換殼這個動作本身。**OpenCode 對開放模型的支持是第一梯隊，DeepSeek V4 Flash 在裡面跑得又穩又快——這正是我敢把 15 個項目壓在它身上的原因。",[48,1586,1588],{"id":1587},"原湯化原食的教訓","「原湯化原食」的教訓",[33,1590,1591],{},"群裡常有朋友問：有沒有一個萬能的 AI 編程桌面端？能接各家訂閱，所有模型還不降智？",[33,1593,1594],{},"我和幾個天天高強度折騰的朋友聊完，結論一致：不存在，原湯化原食。",[111,1596,1597,1600,1603],{},[114,1598,1599],{},"GPT → Codex：官方訂閱直連，原生調度最穩。",[114,1601,1602],{},"Gemini → AntiGravity：速度天花板，長窗口不卡殼。",[114,1604,1605],{},"DeepSeek、GLM 等開源模型 → OpenCode \u002F ZCode 這類對開放模型友好的 Harness。",[33,1607,1608,1609],{},"模型套進不匹配的殼子，基本逃不掉降智、變慢和訂閱不通。",[66,1610,1611],{},"每個模型留在它最舒服的位置，組合起來才是你的全家桶。",[48,1613,1614],{"id":1614},"最後",[33,1616,1617],{},"這套棧跑了幾個月，最大的體感不是省了多少錢，而是「敢開任務」——因為穩定和便宜，開 15 個項目心裡不慌。工具棧的價值，最終都體現在你能把多少活壓在它身上。",{"title":150,"searchDepth":151,"depth":151,"links":1619},[1620,1621,1622,1623,1624],{"id":1539,"depth":151,"text":1540},{"id":1553,"depth":151,"text":1553},{"id":1577,"depth":151,"text":1578},{"id":1587,"depth":151,"text":1588},{"id":1614,"depth":151,"text":1614},"OpenCode + OpenChamber + 兩份 DeepSeek V4 Flash 訂閱，15 個項目同時跑代碼，額度只掉一點點。這篇文章攤開我的完整配置：上下文剪枝、分層記憶、桌面自動化，以及「原湯化原食」的選型教訓。",{},"\u002Fblog\u002Fopencode-productive-stack",{"title":1514,"description":1625},"blog\u002Fopencode-productive-stack.zh-Hant",[103,1631,1632],"AI 程式設計","配置","hCpNP6qrGzhhLdRNscot-i6oea9klSo92t8Z0l4kkJg",{"id":1635,"title":1636,"author":1637,"body":1639,"date":1899,"description":1900,"extension":163,"image":7,"locale":10,"meta":1901,"minRead":698,"navigation":12,"original":166,"path":1902,"pinned":166,"seo":1903,"source":1373,"sourceUrl":1647,"stem":1904,"tags":1905,"updated":7,"__hash__":1907},"blog\u002Fblog\u002Fproduct-faxin-principle.zh-Hant.md","發心原理：獨立開發者為什麼要學會捨棄",{"name":23,"avatar":1638},{"src":25,"alt":23},{"type":27,"value":1640,"toc":1891},[1641,1649,1652,1655,1658,1661,1664,1667,1670,1676,1679,1690,1693,1696,1701,1704,1707,1710,1713,1717,1720,1723,1726,1729,1732,1735,1738,1741,1744,1747,1751,1754,1757,1760,1763,1766,1769,1772,1775,1778,1781,1784,1787,1790,1793,1796,1799,1802,1805,1808,1811,1814,1817,1820,1823,1826,1830,1833,1836,1839,1842,1845,1848,1851,1874,1877,1882],[30,1642,1643],{},[33,1644,941,1645,43],{},[37,1646,946],{"href":1647,"rel":1648},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Farticle\u002F2068296188340895744",[41],[33,1650,1651],{},"最近看到一個很有意思的現象：",[33,1653,1654],{},"很多人做工具，一上來就想服務所有人。",[33,1656,1657],{},"這是一種很危險的想法。",[33,1659,1660],{},"如果打算服務所有人，那就等於沒有站在任何人的角度去思考問題。",[33,1662,1663],{},"這是一種產品人的閉門造車、孤芳自賞。",[33,1665,1666],{},"正確的做法是鎖定一小群使用者，抓住他們的痛點，紮紮實實地把他們服務好。",[33,1668,1669],{},"要知道他們誰是真的痛真的急，誰是今天就願意掏錢購買服務的人。",[33,1671,1672,1673,43],{},"我想跟大家分享一個：",[66,1674,1675],{},"發心原理",[33,1677,1678],{},"它主要討論以下問題：",[111,1680,1681,1684,1687],{},[114,1682,1683],{},"你為什麼出發？",[114,1685,1686],{},"你為誰出發？",[114,1688,1689],{},"你到底想解決哪一個問題？",[48,1691,1692],{"id":1692},"什麼是發心",[33,1694,1695],{},"《置身釘內》有一段話：",[30,1697,1698],{},[33,1699,1700],{},"發心是行為的內在動機與根本誓願，是一切工作、生活、實踐、修行的起點、方向和動力泉源。產品也有產品的發心。產品的發心就是它的發起人最原始的出發點。大部分情況下，好產品只有一個主發心。當一個產品的發心又多又沒有主次的時候，就會成為一個貪心而焦慮的產品。",[33,1702,1703],{},"發心的判斷標準是：當產品的理念發生衝突的時候，它真正向著的是誰？",[33,1705,1706],{},"使用者體驗和商業化衝突，它向著誰？",[33,1708,1709],{},"簡單好用和功能完整衝突，它向著誰？",[33,1711,1712],{},"答案一出來，產品發心也就出來了。",[48,1714,1716],{"id":1715},"美團在地生活交易的心智","美團：在地生活交易的心智",[33,1718,1719],{},"中國的超級 App 裡，這種現象很常見。美團就是一個很好的例子。",[33,1721,1722],{},"美團的使用者心智是在地生活交易。",[33,1724,1725],{},"使用者打開美團：餓了點餐，出門訂餐廳，看電影買票，住飯店找房。核心的價值，是幫使用者更快完成現實生活裡的交易。",[33,1727,1728],{},"但是後來我們看到美團裡出現小說、短劇、小遊戲、影片、直播。",[33,1730,1731],{},"甚至還可以在美團裡面：「原神啟動！！！」",[33,1733,1734],{},"你說離不離譜？？？",[33,1736,1737],{},"遊戲當然有價值，原神確實可以啟動。但是不該在老子肚子餓的時候原神啟動！",[33,1739,1740],{},"兄弟，讓我先填飽肚子再說原神的事！！！",[33,1742,1743],{},"使用者帶著任務來，任務完成就走。使用者越快完成目標，產品越值得信任。",[33,1745,1746],{},"這就是很多高頻工具最反直覺的地方：它們靠流量賺錢，長期價值靠克制。",[48,1748,1750],{"id":1749},"支付寶錢包氣質與內容流打架","支付寶：錢包氣質與內容流打架",[33,1752,1753],{},"支付寶也是一丘之貉。支付寶的底層心智是錢，是信用，是確定性。",[33,1755,1756],{},"使用者打開支付寶，是付款、收款、轉帳、繳費、查帳單、搭捷運、掃健保碼。這是一個高信任場景。",[33,1758,1759],{},"使用者把錢、身分、信用、生活繳費都交給它，所以它的產品氣質是一個錢包，穩到不行。",[33,1761,1762],{},"可是錢包裡能刷短影片。就像在銀行裡面可以洗腳、按摩、SPA 一條龍。",[33,1764,1765],{},"使用者心裡會嘀咕：我來這裡到底是辦事，還是被辦？",[33,1767,1768],{},"錢的場景需要冷靜，內容流天生讓人欲罷不能。",[33,1770,1771],{},"兩個氣質硬塞在一起，就會出現一種很奇怪的油膩感。",[48,1773,1774],{"id":1774},"發心漂移最危險的地方",[33,1776,1777],{},"中國很多 App 都長出了金融入口。外送可以借錢，叫車可以借錢，旅遊可以借錢，購物可以借錢，地圖和在地生活也能導向貸款服務。",[33,1779,1780],{},"你在這些場景裡塞借錢入口，短期可能提升變現效率，長期會改變使用者對你的眼神。",[33,1782,1783],{},"原本你是工具，現在你像仲介。",[33,1785,1786],{},"原本你幫我完成一件事，現在你順手評估我能不能再借一筆錢。",[33,1788,1789],{},"這才是發心漂移最危險的地方。它不會立刻毀掉產品。",[33,1791,1792],{},"它會慢慢改變產品的氣質。",[33,1794,1795],{},"大廠這麼做，有它自己的商業邏輯。它們有海量流量，有複雜組織，有商業化壓力，有很多部門要吃飯。",[33,1797,1798],{},"我們不需要站在道德高地上罵它們。",[48,1800,1801],{"id":1801},"獨立開發者的優勢是乾淨",[33,1803,1804],{},"作為獨立開發者，你的產品可以非常乾淨，甚至可以乾淨到有點寒酸。",[33,1806,1807],{},"這反而是優勢。",[33,1809,1810],{},"很多獨立開發者一開始會焦慮，覺得自己功能太少，場景太窄，市場不夠大。其實早期產品最該怕的，恰好是「看起來很大」。",[33,1812,1813],{},"市場一大，使用者就會變成平均數。平均數沒有表情，也不會掏錢。",[33,1815,1816],{},"真正有價值的起點，通常小得多。你先找到一小撮人，痛得足夠具體，今天就想用，願意為了這個功能單獨付費，一看到產品就覺得「這東西是給我做的」。",[33,1818,1819],{},"這個時候，產品才開始有生命。",[33,1821,1822],{},"比如「幫播客做剪輯工具」這個說法太寬了。換成「幫單人播客主理人，把一小時的訪談快速切成幾條短影片」，產品馬上變得鋒利。",[33,1824,1825],{},"比如「幫開發者做落地頁產生器」也很寬。換成「幫獨立開發者在產品發布前快速產生一個能收集 Email 的 landing page」，需求就清楚多了。",[48,1827,1829],{"id":1828},"發心原理最後落到捨棄","發心原理最後落到「捨棄」",[33,1831,1832],{},"真正的戰略優勢，不是來自於你做了什麼，而是來自於你敢於不做什麼。",[33,1834,1835],{},"這句話就是獨立開發者的產品心法。獨立開發者最寶貴的資源，是注意力。你每多做一個方向，就多一份維護。",[33,1837,1838],{},"微信是一個值得研究的正面例子。",[33,1840,1841],{},"微信當然已經很複雜，但微信最核心的對話入口長期穩定。使用者打開微信，第一個反應仍然是找人、看訊息、處理關係。",[33,1843,1844],{},"影片號沒有吃掉聊天列表，公眾號沒有把訊息頁改造成內容流，小程式沒有要求使用者每次打開微信先逛應用程式商店。",[33,1846,1847],{},"微信的克制不在於功能少。它厲害在於知道承重牆在哪裡。房子可以加蓋、可以裝潢、可以改造，但承重牆不能亂拆。",[33,1849,1850],{},"所以我現在覺得，獨立開發者做產品，最先需要寫的不是路線圖，而是一張「捨棄清單」。",[111,1852,1853,1856,1859,1862,1865,1868,1871],{},[114,1854,1855],{},"什麼人先不服務",[114,1857,1858],{},"什麼場景先不碰",[114,1860,1861],{},"什麼功能暫時不加",[114,1863,1864],{},"什麼商業化機會先忍住",[114,1866,1867],{},"什麼東西不能進首頁",[114,1869,1870],{},"什麼東西不能打斷主流程",[114,1872,1873],{},"什麼東西即使看起來有價值，也不能破壞主任務",[33,1875,1876],{},"我們本來就沒有大廠的流量，沒有大廠的品牌，沒有大廠的組織資源。我們唯一能贏的地方，就是更具體、更乾淨、更鋒利。",[33,1878,1879],{},[66,1880,1881],{},"產品真正的鋒利感，來自捨得和放棄。",[33,1883,1884,1885,1890],{},"參考：《",[37,1886,1889],{"href":1887,"rel":1888},"https:\u002F\u002Fdrive.google.com\u002Ffile\u002Fd\u002F1-jRahxfzJMQD9-8J9pZyeX1DIwKMyeg7\u002Fview?usp=drivesdk",[41],"置身釘內","》",{"title":150,"searchDepth":151,"depth":151,"links":1892},[1893,1894,1895,1896,1897,1898],{"id":1692,"depth":151,"text":1692},{"id":1715,"depth":151,"text":1716},{"id":1749,"depth":151,"text":1750},{"id":1774,"depth":151,"text":1774},{"id":1801,"depth":151,"text":1801},{"id":1828,"depth":151,"text":1829},"2026-06-20","你為什麼出發？你為誰出發？你到底想解決哪一個問題？產品的鋒利感來自捨得和放棄。",{},"\u002Fblog\u002Fproduct-faxin-principle",{"title":1636,"description":1900},"blog\u002Fproduct-faxin-principle.zh-Hant",[1906,424],"產品思維","ZHiYZlK5GOxreih7gEDkfNr0FXGIMvv1P6IzMTFetKE",{"id":1909,"title":1910,"author":1911,"body":1913,"date":1899,"description":2146,"extension":163,"image":7,"locale":10,"meta":2147,"minRead":649,"navigation":12,"original":166,"path":2148,"pinned":166,"seo":2149,"source":1373,"sourceUrl":1921,"stem":2150,"tags":2151,"updated":7,"__hash__":2153},"blog\u002Fblog\u002Fproduct-pain-vs-itch.zh-Hant.md","使用者說「很屌」別上頭：痛點與癢點",{"name":23,"avatar":1912},{"src":25,"alt":23},{"type":27,"value":1914,"toc":2139},[1915,1923,1926,1929,1932,1935,1938,1941,1944,1947,1950,1953,1956,1970,1973,1976,1979,1982,1985,1988,1991,1996,1999,2002,2005,2008,2022,2025,2028,2031,2034,2037,2040,2043,2046,2063,2066,2069,2072,2077,2080,2083,2086,2089,2092,2097,2101,2104,2107,2110,2113,2116,2119,2122,2125,2128,2131,2134],[30,1916,1917],{},[33,1918,941,1919,43],{},[37,1920,946],{"href":1921,"rel":1922},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Farticle\u002F2068312581912379392",[41],[33,1924,1925],{},"獨立開發者最容易被一句話騙：",[33,1927,1928],{},"「這個想法很屌。」",[33,1930,1931],{},"這句話聽起來很爽，實際上經常一文不值。很多人誇你，不代表他真的需要。他可能只是客氣，可能只是覺得方向聽起來不錯，可能只是想鼓勵你一下。",[33,1933,1934],{},"你講得眉飛色舞，他也不好意思潑冷水，於是順手送你一句：",[33,1936,1937],{},"「可以啊，這個挺有價值。」",[33,1939,1940],{},"然後你就飄了。",[33,1942,1943],{},"你以為自己驗證了需求，其實你只驗證了對方人不錯。",[33,1945,1946],{},"使用者嘴上的「很屌」，最多說明你的想法聽起來不傻。",[33,1948,1949],{},"它不能證明使用者有需求，不能證明使用者願意遷移，不能證明使用者願意每天用，更不能證明使用者願意掏錢。",[48,1951,1952],{"id":1952},"口頭喜歡最傷人",[33,1954,1955],{},"產品調研裡最傷人的東西，就是口頭喜歡。",[111,1957,1958,1961,1964,1967],{},[114,1959,1960],{},"「上線了告訴我。」",[114,1962,1963],{},"「做出來我一定用。」",[114,1965,1966],{},"「這個方向很有市場。」",[114,1968,1969],{},"「我身邊很多人都需要。」",[33,1971,1972],{},"這些話聽起來都很像需求，實際上大多數只是社交潤滑劑。它們讓你舒服，讓你自信，讓你誤以為自己已經摸到了使用者的痛點。等你真的做出來，把連結丟過去，對方可能連註冊都懶得註冊。",[33,1974,1975],{},"這時候你才會明白，原來他當時說的「很屌」，只是「祝你好運」的另一種說法。",[48,1977,1978],{"id":1978},"判斷需求只有一個硬標準",[33,1980,1981],{},"看使用者願意付出什麼。",[33,1983,1984],{},"錢是最硬的訊號。願意付錢，說明這個問題真的扎到他了。",[33,1986,1987],{},"錢不是唯一成本。時間、資料遷移、主動試用、介紹同事、忍受粗糙版本，也都算成本。",[33,1989,1990],{},"但如果一個使用者什麼成本都不願意付，只願意誇你兩句，那大概率只是癢點。",[33,1992,1993],{},[66,1994,1995],{},"痛點會讓人行動。癢點只會讓人客氣。",[48,1997,1998],{"id":1998},"別把朋友的鼓勵當市場",[33,2000,2001],{},"很多獨立開發者做產品，最開始都喜歡找朋友聊想法。",[33,2003,2004],{},"朋友說挺好，你就開始做。網友說想用，你就開始做。留言區有人說「蹲一個」，你就覺得市場來了。",[33,2006,2007],{},"真正的市場在付款記錄裡，在預約試用裡，在使用者願意把他現在那套陽春到不行的 Excel 發給你看，在使用者願意告訴你他現在每個月為這個問題浪費多少錢，在使用者願意為了一個半成品忍受 bug。",[111,2009,2010,2013,2016,2019],{},[114,2011,2012],{},"一個人願意用十個補丁繞過一個問題，說明他痛。",[114,2014,2015],{},"一個人願意每個月為一個替代品付費，說明他痛。",[114,2017,2018],{},"一個人願意花半小時跟你講他的工作流程，說明他痛。",[114,2020,2021],{},"一個人只說「這個想法不錯」，然後沒有任何後續動作，基本上不用太當真。",[33,2023,2024],{},"《置身釘內》裡有個判斷很準：",[33,2026,2027],{},"判斷使用者是否接受一個產品，不能只聽他說「挺好」還是「不好」，更要看他願意為這個產品付出什麼。他可以付錢，可以付時間，可以付注意力，可以付遷移成本，可以付組織授權，也可以付心理安全感。",[33,2029,2030],{},"因為獨立開發者沒有大廠那麼多的試錯預算。",[33,2032,2033],{},"你不能靠「大家都說好」撐上半年。你需要盡早知道，這個需求到底是不是一門生意。",[48,2035,2036],{"id":2036},"把問題問得更現實一點",[33,2038,2039],{},"別問：「你覺得這個產品怎麼樣？」",[33,2041,2042],{},"這個問題太容易得到廢話。",[33,2044,2045],{},"問：",[111,2047,2048,2051,2054,2057,2060],{},[114,2049,2050],{},"「你現在怎麼解決這個問題？」",[114,2052,2053],{},"「你為這個問題花過錢嗎？」",[114,2055,2056],{},"「你願意現在用早鳥價付費嗎？」",[114,2058,2059],{},"「你願意把現在的工作流程截圖發給我看看嗎？」",[114,2061,2062],{},"「我做一個很醜的 MVP，你願意下週試用嗎？」",[33,2064,2065],{},"問完以後看動作。",[33,2067,2068],{},"真正痛的人，會給你細節。他會講現在的麻煩，講替代方案，講預算，講他試過什麼，講他為什麼煩。",[33,2070,2071],{},"假痛的人，只會給你觀點。他會說「這個方向挺好」，然後轉頭繼續滑手機。",[33,2073,2074],{},[66,2075,2076],{},"觀點不值錢。行為值錢。付費最值錢。",[33,2078,2079],{},"很多產品失敗，根本原因就是把「有人誇」當成「有人買」。",[33,2081,2082],{},"這兩個東西差得很遠。誇你的人是在消費你的表達，買你的人是在解決自己的問題。",[33,2084,2085],{},"你可以聽誇獎，但別用誇獎做決策。",[33,2087,2088],{},"你可以收集正面回饋，但別把正面回饋當訂單。",[33,2090,2091],{},"你可以相信方向，但最後要回到一個問題：",[33,2093,2094],{},[66,2095,2096],{},"這個人願意為它付出什麼？",[48,2098,2100],{"id":2099},"看起來有價值往往沒人急著買","看起來有價值，往往沒人急著買",[33,2102,2103],{},"獨立開發者最怕做「看起來有價值」的產品。",[33,2105,2106],{},"看起來有價值，往往意味著大家都能理解，大家都能誇兩句，但沒人急著買。",[33,2108,2109],{},"真正好的早期產品，通常沒那麼宏大。它可能只解決一小撮人的一件鳥事，但那件鳥事夠煩、夠高頻、夠浪費錢。你一拿出來，對方不會說「這個方向不錯」，他會直接問：",[33,2111,2112],{},"多少錢？",[33,2114,2115],{},"什麼時候能用？",[33,2117,2118],{},"能不能今天先給我試一下？",[33,2120,2121],{},"這才是好訊號。",[33,2123,2124],{},"使用者說「很屌」，別飄。",[33,2126,2127],{},"讓他掏錢，讓他試用，讓他遷移，讓他付出一點真實成本。",[33,2129,2130],{},"成本一出來，需求就現形。",[33,2132,2133],{},"痛點和癢點的區別，也就出來了。",[33,2135,1884,2136,1890],{},[37,2137,1889],{"href":1887,"rel":2138},[41],{"title":150,"searchDepth":151,"depth":151,"links":2140},[2141,2142,2143,2144,2145],{"id":1952,"depth":151,"text":1952},{"id":1978,"depth":151,"text":1978},{"id":1998,"depth":151,"text":1998},{"id":2036,"depth":151,"text":2036},{"id":2099,"depth":151,"text":2100},"口頭喜歡一文不值。判斷需求只有一個硬標準：看使用者願意付出什麼。",{},"\u002Fblog\u002Fproduct-pain-vs-itch",{"title":1910,"description":2146},"blog\u002Fproduct-pain-vs-itch.zh-Hant",[1906,2152],"需求判斷","AMAO2wqPRCe9WeaOnamv5t-m_ee6fwP9QQlEf8OirmU",{"id":2155,"title":899,"author":2156,"body":2158,"date":161,"description":2367,"extension":163,"image":7,"locale":10,"meta":2368,"minRead":585,"navigation":12,"original":166,"path":898,"pinned":166,"seo":2369,"source":169,"sourceUrl":2167,"stem":2370,"tags":2371,"updated":7,"__hash__":2373},"blog\u002Fblog\u002Fqwen-vision-for-deepseek.zh-Hant.md",{"name":23,"avatar":2157},{"src":25,"alt":23},{"type":27,"value":2159,"toc":2359},[2160,2170,2173,2176,2179,2182,2186,2192,2195,2198,2201,2297,2300,2311,2314,2317,2334,2337,2340,2343,2346,2349,2352,2356],[30,2161,2162],{},[33,2163,2164,2165,2169],{},"原文發在 ",[37,2166,42],{"href":2167,"rel":2168},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2085265465564336327",[41],"，8.9 萬瀏覽次數、600+ 讚。",[33,2171,2172],{},"很多人吐槽 DeepSeek V4 Flash 沒有多模態的功能。這確實是它的短板——但也沒必要死守著一個模型不放。",[48,2174,2175],{"id":2175},"問題",[33,2177,2178],{},"V4 Flash 文本能力點滿，但一碰上讀圖場景就沒轍：截圖、表格圖片、UI 設計稿、掃描檔，全都處理不了。",[33,2180,2181],{},"多模態是「便宜」的代價，模型要做視覺編碼，參數就膨脹了，成本就上去了。",[48,2183,2185],{"id":2184},"解法組合使用","解法：組合使用",[33,2187,2188,2189,43],{},"我研究了一圈目前 CP 值最高的識圖模型，結論是 ",[66,2190,2191],{},"Qwen-3.7-Flash",[33,2193,2194],{},"辨識一張圖片成本低到可以忽略不計。拿它當視覺專用模型，文本推理繼續走 V4 Flash，兩邊的好處都佔到。",[48,2196,2197],{"id":2197},"怎麼組合",[33,2199,2200],{},"最簡單的思路就是「路由」：輸入裡帶圖片 → 走視覺模型；純文字 → 走 V4 Flash。",[482,2202,2204],{"className":484,"code":2203,"language":486,"meta":150,"style":150},"\u002F\u002F 虛擬碼：依需求路由\nfunction route(input) {\n  if (hasImage(input)) {\n    return qwenVision(input)   \u002F\u002F 識圖 + 提取關鍵資訊\n  }\n  return deepseekV4Flash(input) \u002F\u002F 文本推理\n}\n",[457,2205,2206,2212,2231,2251,2269,2274,2292],{"__ignoreMap":150},[490,2207,2208],{"class":492,"line":493},[490,2209,2211],{"class":2210},"sHwdD","\u002F\u002F 虛擬碼：依需求路由\n",[490,2213,2214,2217,2220,2222,2226,2229],{"class":492,"line":151},[490,2215,2216],{"class":496},"function",[490,2218,2219],{"class":512}," route",[490,2221,516],{"class":504},[490,2223,2225],{"class":2224},"sHdIc","input",[490,2227,2228],{"class":504},")",[490,2230,531],{"class":504},[490,2232,2233,2236,2239,2242,2244,2246,2249],{"class":492,"line":156},[490,2234,2235],{"class":508},"  if",[490,2237,2238],{"class":536}," (",[490,2240,2241],{"class":512},"hasImage",[490,2243,516],{"class":536},[490,2245,2225],{"class":500},[490,2247,2248],{"class":536},")) ",[490,2250,646],{"class":504},[490,2252,2253,2256,2259,2261,2263,2266],{"class":492,"line":563},[490,2254,2255],{"class":508},"    return",[490,2257,2258],{"class":512}," qwenVision",[490,2260,516],{"class":536},[490,2262,2225],{"class":500},[490,2264,2265],{"class":536},")   ",[490,2267,2268],{"class":2210},"\u002F\u002F 識圖 + 提取關鍵資訊\n",[490,2270,2271],{"class":492,"line":585},[490,2272,2273],{"class":504},"  }\n",[490,2275,2276,2279,2282,2284,2286,2289],{"class":492,"line":165},[490,2277,2278],{"class":508},"  return",[490,2280,2281],{"class":512}," deepseekV4Flash",[490,2283,516],{"class":536},[490,2285,2225],{"class":500},[490,2287,2288],{"class":536},") ",[490,2290,2291],{"class":2210},"\u002F\u002F 文本推理\n",[490,2293,2294],{"class":492,"line":628},[490,2295,2296],{"class":504},"}\n",[33,2298,2299],{},"更進階的玩法是把識圖結果直接丟給 V4 Flash 繼續推理：",[768,2301,2302,2305,2308],{},[114,2303,2304],{},"用 Qwen-3.7-Flash 辨識圖片，輸出結構化描述",[114,2306,2307],{},"把描述 + 原始問題一起交給 DeepSeek V4 Flash",[114,2309,2310],{},"V4 Flash 根據描述做深度推理、寫程式、總結",[33,2312,2313],{},"這樣既能看圖，又能享受 V4 Flash 的便宜和快。",[48,2315,2316],{"id":2316},"適用場景",[111,2318,2319,2322,2325,2328,2331],{},[114,2320,2321],{},"截圖提問：把報錯截圖、聊天截圖丟進去",[114,2323,2324],{},"表格／文件圖片轉結構化資料",[114,2326,2327],{},"UI 設計稿轉程式碼",[114,2329,2330],{},"發票、合約等掃描檔的資訊提取",[114,2332,2333],{},"Agent 需要「看」螢幕的場景",[48,2335,2336],{"id":2336},"為什麼不是別的方案",[33,2338,2339],{},"純視覺大模型（例如 GPT 系列的多模態）很強，但那個價格就擺在那裡，日常批次處理不划算。",[33,2341,2342],{},"Qwen-3.7-Flash 贏在 CP 值：辨識品質夠用，成本幾乎可以忽略，還能跑大批量任務不心疼。",[48,2344,2345],{"id":2345},"總結",[33,2347,2348],{},"模型組合是常態，別指望一個模型全包。",[33,2350,2351],{},"文本主力 V4 Flash（便宜快上下文大），視覺補充 Qwen-3.7-Flash（便宜夠用），這套組合是目前 CP 值最高的方案。缺什麼補什麼，比等一個「全能但貴」的模型實際得多。",[33,2353,144,2354],{},[37,2355,148],{"href":147},[790,2357,2358],{},"html pre.shiki code .sHwdD, html code.shiki .sHwdD{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#546E7A;--shiki-default-font-style:italic;--shiki-dark:#676E95;--shiki-dark-font-style:italic}html pre.shiki code .spNyl, html code.shiki .spNyl{--shiki-light:#9C3EDA;--shiki-default:#C792EA;--shiki-dark:#C792EA}html pre.shiki code .s2Zo4, html code.shiki .s2Zo4{--shiki-light:#6182B8;--shiki-default:#82AAFF;--shiki-dark:#82AAFF}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .sHdIc, html code.shiki .sHdIc{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#EEFFFF;--shiki-default-font-style:italic;--shiki-dark:#BABED8;--shiki-dark-font-style:italic}html pre.shiki code .s7zQu, html code.shiki .s7zQu{--shiki-light:#39ADB5;--shiki-light-font-style:italic;--shiki-default:#89DDFF;--shiki-default-font-style:italic;--shiki-dark:#89DDFF;--shiki-dark-font-style:italic}html pre.shiki code .swJcz, html code.shiki .swJcz{--shiki-light:#E53935;--shiki-default:#F07178;--shiki-dark:#F07178}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":150,"searchDepth":151,"depth":151,"links":2360},[2361,2362,2363,2364,2365,2366],{"id":2175,"depth":151,"text":2175},{"id":2184,"depth":151,"text":2185},{"id":2197,"depth":151,"text":2197},{"id":2316,"depth":151,"text":2316},{"id":2336,"depth":151,"text":2336},{"id":2345,"depth":151,"text":2345},"DeepSeek V4 Flash 沒有多模態，識圖怎麼辦？研究後目前 CP 值最高的方案是 Qwen-3.7-Flash：辨識一張圖片成本極低，和 V4 Flash 組合使用補齊短板。",{},{"title":899,"description":2367},"blog\u002Fqwen-vision-for-deepseek.zh-Hant",[807,2372,928],"多模態","0MxFA4Q7dtm-3oLjNuFtL6ZYSAN3vaF3RrS28pwS6rA",{"id":2375,"title":2376,"author":2377,"body":2379,"date":2487,"description":2488,"extension":163,"image":7,"locale":10,"meta":2489,"minRead":563,"navigation":12,"original":12,"path":2490,"pinned":166,"seo":2491,"source":7,"sourceUrl":7,"stem":2492,"tags":2493,"updated":7,"__hash__":2496},"blog\u002Fblog\u002Fsub-store-cloudflare.zh-Hant.md","我把機場訂閱聚合搬到了 Cloudflare 上",{"name":23,"avatar":2378},{"src":25,"alt":23},{"type":27,"value":2380,"toc":2481},[2381,2384,2391,2394,2397,2400,2411,2414,2417,2421,2424,2444,2447,2450,2453,2456,2463,2470,2472,2475,2478],[33,2382,2383],{},"我用機場有三四年了，中間也自己搭過 VPS 節點。一直有個挺煩人的事：手上三五條訂閱，加上自己搭的幾台，分散在用戶端裡要一條條加，分流規則每個用戶端又得重配一遍。換設備、換用戶端、幫家人裝一次，就再來一遍。",[33,2385,2386,2387,43],{},"後來我想，訂閱這件事沒必要在用戶端裡散著管。把它收攏成一條連結，規則在伺服器端定死，用戶端只管訂閱，事情就清爽了。Sub-Store 那套思路我之前就用，但它跑在自己的伺服器上，我嫌維護麻煩。所以這次自己寫了一個跑在 Cloudflare 上的版本，叫 sub-store-cloudflare，開源在 ",[37,2388,242],{"href":2389,"rel":2390},"https:\u002F\u002Fgithub.com\u002Frealchendahuang\u002Fsub-store-cloudflare",[41],[48,2392,2393],{"id":2393},"它其實就只做一件事",[33,2395,2396],{},"把多個訂閱來源合成一條訂閱。",[33,2398,2399],{},"具體說，你可以往裡面塞幾樣東西：",[111,2401,2402,2405,2408],{},[114,2403,2404],{},"幾個機場的訂閱連結",[114,2406,2407],{},"自己 VPS 上的節點文字（vless、trojan、ss、vmess 都行）",[114,2409,2410],{},"臨時貼一段節點進來也行",[33,2412,2413],{},"這些進站後 Worker 會去拉取、去重，按你給的規則篩一遍，再按需要改名、補國旗、解析網域。出來之後塞進一個組合訂閱裡，用戶端訂閱這一條就夠了。",[33,2415,2416],{},"規則這塊我放進了伺服器端。內建了幾個常用的 Mihomo 模板，acl4ssr、loyalsoldier 白名單黑名單、ai-streaming 之類的，分流組、規則集都在雲端配好。你把訂閱丟進 mihomo \u002F clash、surge、sing-box、shadowrocket 這些用戶端，下載下來就是帶好分流規則的成品，那邊不用再手動寫規則、維護規則集 URL。",[48,2418,2420],{"id":2419},"為什麼非要放-cloudflare-上","為什麼非要放 Cloudflare 上",[33,2422,2423],{},"原因很實在：",[111,2425,2426,2432,2438],{},[114,2427,2428,2431],{},[66,2429,2430],{},"不用伺服器。"," Workers + D1，免費額度對個人夠用，伺服器錢和維護都省了。",[114,2433,2434,2437],{},[66,2435,2436],{},"workers.dev 那個網域本身就在牆外。"," 你用戶端連過去抓訂閱這一步是通的，不存在「伺服器在境外、節點拉訂閱還要梯子」這種套娃。",[114,2439,2440,2443],{},[66,2441,2442],{},"部署完就是 Web 管理介面加一個下載端點。"," 手機換用戶端也能開網頁改設定。",[33,2445,2446],{},"技術棧我刻意保持小：Worker + Static Assets + D1 + Worker Secrets。KV、R2、Durable Objects、Queue、Cron 都不在核心路徑裡，能少一樣是一樣。",[48,2448,2449],{"id":2449},"部署特意做了兩條路",[33,2451,2452],{},"第一條是給想用的人：點倉庫裡的 Deploy to Cloudflare 按鈕，Cloudflare 自己拉倉庫、建 Worker、建 D1、問你要兩個 token，部署完給你一個帶 token 的管理連結。一步一步來，不用碰命令列。",[33,2454,2455],{},"第二條是給我自己也給愛折騰的人：AI Agent 一鍵安裝。",[33,2457,2458,2459,2462],{},"倉庫裡帶了 agent 協定（AGENTS.md + agent 裡的 SKILL）。你把訂閱來源、要做的組合訂閱、想用的規則模板寫進一個本機設定檔，跑 ",[457,2460,2461],{},"pnpm run install:cloudflare","，agent 會替你檢查 Cloudflare 登入、建資料庫、寫 secret、遷移、部署、匯入設定、驗證連結，最後把管理連結和下載連結交到你手上。",[33,2464,2465,2466,2469],{},"我自己就是用這條路上線的，所以更推薦這條，省心。給 Codex \u002F Claude Code 用的時候，直接複製倉庫裡 ",[457,2467,2468],{},"agent\u002Finstall.prompt.md"," 那段提示詞就行。",[48,2471,394],{"id":394},[33,2473,2474],{},"直說：手裡不只一個機場、再加上自己搭的幾個節點、想把它們合成一條訂閱自用的，就是這個專案的目標族群。你就一個機場湊合著用，那真的沒必要用這個。",[33,2476,2477],{},"程式碼全開源，AGPL。前端的互動思路致敬了原版 Sub-Store，原版跑在容器裡、覆蓋更多用戶端生態，我做的是更小的 Cloudflare-native 形態，方便自己改也方便直接部署，不是逐項複刻。",[33,2479,2480],{},"有興趣的可以去倉庫翻翻，README 寫得滿齊全，照著部署就行。",{"title":150,"searchDepth":151,"depth":151,"links":2482},[2483,2484,2485,2486],{"id":2393,"depth":151,"text":2393},{"id":2419,"depth":151,"text":2420},{"id":2449,"depth":151,"text":2449},{"id":394,"depth":151,"text":394},"2026-06-28","多個機場加自建節點合成一條訂閱，分流規則在伺服器端配好，用戶端只管訂閱。",{},"\u002Fblog\u002Fsub-store-cloudflare",{"title":2376,"description":2488},"blog\u002Fsub-store-cloudflare.zh-Hant",[423,2494,2495],"翻牆","開源專案","jtYf230EOtZCbw-DR_16lbbaBmZ_AlDt94PSV8nHYwo",{"id":2498,"title":2499,"author":2500,"body":2502,"date":1503,"description":2608,"extension":163,"image":7,"locale":10,"meta":2609,"minRead":628,"navigation":12,"original":166,"path":2610,"pinned":166,"seo":2611,"source":169,"sourceUrl":2510,"stem":2612,"tags":2613,"updated":7,"__hash__":2616},"blog\u002Fblog\u002Ftui-cognitive-bandwidth.zh-Hant.md","TUI 正在殺死你的認知頻寬：AI Coding 的「極客濾鏡」該碎了",{"name":23,"avatar":2501},{"src":25,"alt":23},{"type":27,"value":2503,"toc":2601},[2504,2513,2516,2519,2522,2526,2529,2532,2535,2538,2541,2544,2547,2554,2557,2560,2566,2569,2572,2576,2579,2582,2585,2589,2592,2595,2598],[30,2505,2506],{},[33,2507,1388,2508,2512],{},[37,2509,42],{"href":2510,"rel":2511},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2087949416808518106",[41],"，這篇文章是完整版論述。",[33,2514,2515],{},"現在一堆 AI Coding Agent 動不動就上 TUI，這股風氣，Claude Code 得負很大責任。它把「在終端裡跟 AI 對話寫代碼」這件事做得很極致，但也把一條審美和路徑依賴帶了起來：好像真正高級的 Coding Agent，就得默認是終端介面；Web 端反而是附屬，甚至被嘲成「不夠程式設計師」。",[33,2517,2518],{},"結果呢？先搞一個複雜的 TUI，各種顏色、狀態列、快捷鍵、模式切換，然後美其名曰「沉浸式」「高效」「尊重程式設計師」。",[33,2520,2521],{},"真的嗎？",[48,2523,2525],{"id":2524},"你以為在對話其實在搏鬥","你以為在對話，其實在搏鬥",[33,2527,2528],{},"對一小部分每天泡在終端的人來說，TUI 確實爽。但對更多人來說，它是在人為製造門檻。用 TUI 跟 Agent 協作時，你其實在不斷做三件事：",[33,2530,2531],{},"**回憶快捷鍵和模式。**每個工具都有一套自己的鍵位習慣，新用戶一臉懵，老用戶換工具也得重新適應。",[33,2533,2534],{},"**在滾動的字符流裡定位信息。**狀態不是攤開給你看的，而是埋在時間軸裡的，你得靠滾動和搜索去「考古」。",[33,2536,2537],{},"**祈禱自己沒有誤觸進入某個奇怪狀態。**模式切換是隱形的，你經常不知道自己當前處於哪個模式，直到出了問題。",[33,2539,2540],{},"這已經不是互動了，這是在跟介面搏鬥。",[48,2542,2543],{"id":2543},"信息密度不等於信息效率",[33,2545,2546],{},"TUI 的辯護者最愛說的一個詞是「信息密度」。但信息密度堆到極致，代價是可讀性和可恢復性被踩到最低。",[33,2548,2549,2550,2553],{},"真正高效的介面，應該是",[66,2551,2552],{},"把狀態攤開給你看","，讓你用眼睛和空間感去理解——哪個任務在跑、哪條會話在等輸入、哪個文件被改了，一眼掃過去就知道。而不是逼你把所有東西都塞進短期記憶裡，用腦子維護一張「當前系統狀態」的隱形地圖。",[33,2555,2556],{},"人的工作記憶只有四到七個槽位。TUI 的互動模型，本質上是把最寶貴的認知資源花在「記住介面狀態」上，而不是「思考問題」上。",[48,2558,2559],{"id":2559},"它還在培養一種壞習慣",[33,2561,2562,2563],{},"更糟的是，TUI 生態在培養一種很壞的價值判斷：",[66,2564,2565],{},"把會不會用某個工具的鍵位當成能力本身。",[33,2567,2568],{},"結果就是，人花大量精力在適應介面，而不是在思考問題。衡量一個程式設計師的標準，變成了「能不能背誦這套快捷鍵」，而不是「能不能把問題拆解清楚」。",[33,2570,2571],{},"一個好的工具應該降低思考成本，而不是把思考成本轉移到「如何操作這個介面」上。",[48,2573,2575],{"id":2574},"web-ui-完全可以又快又乾淨","Web UI 完全可以又快又乾淨",[33,2577,2578],{},"有人說 Web 端慢、不夠「原生」。2026 年了，這個論點早就站不住了。",[33,2580,2581],{},"Web UI 完全可以做得又快又乾淨：裝成 PWA 之後跟桌面客戶端幾乎沒有區別，更新還更方便——不用用戶手動升級，刷新一下就是最新版。長會話、多任務並行、任務狀態可視化，這些恰恰是瀏覽器 DOM 的強項，而不是字符流的強項。",[33,2583,2584],{},"我自己的主力配置就是 OpenChamber 這種 Web 介面 + OpenCode 內核，長期高強度使用，穩得很。真要認真挑刺的話，Web 端偶爾的小毛病遠不影響長期使用，倒是某些 TUI 的模式切換坑過我很多次。",[48,2586,2588],{"id":2587},"工具是給人用的不是用來證明誰更極客的","工具是給人用的，不是用來證明誰更「極客」的",[33,2590,2591],{},"Claude Code 本身很強，這點沒問題。但它把「TUI 才是正統」這個審美和路徑依賴帶起來了，後面一堆跟風的就更離譜——連互動設計都懶得做，直接把「長在終端裡」當成高級的證明。",[33,2593,2594],{},"把反人類的互動包裝成高級，真是很滑稽的一件事情。",[33,2596,2597],{},"工具是給人用的。判斷標準應該永遠是：**它有沒有降低你完成任務的總成本？**如果一套介面讓你把精力花在「跟介面搏鬥」上，那它再「極客」也是負資產。",[33,2599,2600],{},"下次選 Coding Agent 的時候，把這個濾鏡摘了再選。",{"title":150,"searchDepth":151,"depth":151,"links":2602},[2603,2604,2605,2606,2607],{"id":2524,"depth":151,"text":2525},{"id":2543,"depth":151,"text":2543},{"id":2559,"depth":151,"text":2559},{"id":2574,"depth":151,"text":2575},{"id":2587,"depth":151,"text":2588},"一堆 AI Coding Agent 搶著上 TUI，把互動塞回 80 年代的終端範式，還美其名曰「沉浸式」「尊重程式設計師」。這篇文章拆解 TUI 系統性降低認知頻寬的三個機制，以及 Web UI 為什麼才是正解。",{},"\u002Fblog\u002Ftui-cognitive-bandwidth",{"title":2499,"description":2608},"blog\u002Ftui-cognitive-bandwidth.zh-Hant",[1631,2614,2615],"互動設計","隨筆","ToFR_6LwRUhZPNXPn2jBQ-NUWg39obd9D10ySn3CUjM",{"id":2618,"title":2619,"author":2620,"body":2622,"date":2805,"description":2806,"extension":163,"image":7,"locale":10,"meta":2807,"minRead":165,"navigation":12,"original":166,"path":2808,"pinned":166,"seo":2809,"source":169,"sourceUrl":2630,"stem":2810,"tags":2811,"updated":7,"__hash__":2814},"blog\u002Fblog\u002Fvalue-not-external.zh-Hant.md","討論有沒有價值，這件事本身就沒有價值",{"name":23,"avatar":2621},{"src":25,"alt":23},{"type":27,"value":2623,"toc":2801},[2624,2632,2635,2638,2641,2644,2647,2650,2655,2658,2661,2664,2667,2670,2673,2676,2679,2682,2685,2688,2691,2694,2708,2711,2714,2717,2720,2724,2727,2730,2733,2736,2739,2742,2745,2748,2751,2754,2757,2760,2763,2766,2769,2772,2775,2778,2781,2784,2787,2790,2793,2796],[30,2625,2626],{},[33,2627,941,2628,43],{},[37,2629,42],{"href":2630,"rel":2631},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067475762115174439",[41],[33,2633,2634],{},"我做錯了一件事情。",[33,2636,2637],{},"我要徹底地省思，徹底地道歉。",[33,2639,2640],{},"我總是在糾結一件事情有沒有用、有沒有價值。",[33,2642,2643],{},"我太浮躁了。",[33,2645,2646],{},"我真是一個浮躁的人。",[33,2648,2649],{},"我要徹徹底底地改正這個錯誤，改正這個觀念：",[33,2651,2652],{},[66,2653,2654],{},"討論一件事情有沒有價值，這件事本身就沒有價值。",[33,2656,2657],{},"我們的價值，不由任何人定義。",[33,2659,2660],{},"我們每天吃飯、喝水、睡覺、發呆、做愛。",[33,2662,2663],{},"這就是我們的價值。",[33,2665,2666],{},"我思故我在，我做愛故我爽。",[33,2668,2669],{},"AI 叫做 AI，但是不能替我做愛，那它就沒有價值。",[33,2671,2672],{},"人活著，不是為了天天證明自己有用。",[33,2674,2675],{},"前兩年看電視劇《我的阿勒泰》，印象很深刻：",[33,2677,2678],{},"李文秀這個女兒問媽媽：",[33,2680,2681],{},"「我雖然笨手笨腳，但我還是個有用的人，對不對？」",[33,2683,2684],{},"張鳳俠媽媽回她：",[33,2686,2687],{},"「啥叫有用？生你下來不是為了讓你服務別人的。草原上的樹啊、草啊，有人吃、有人用，就叫有用；要是沒人用，它待在草原上也很好，自由自在的。」",[33,2689,2690],{},"我的靈魂被深深地擊中了。",[33,2692,2693],{},"我們從小到大都被訓練成一種工具人思維。",[111,2695,2696,2699,2702,2705],{},[114,2697,2698],{},"這件事有沒有用？",[114,2700,2701],{},"這個技能有沒有價值？",[114,2703,2704],{},"這個東西能不能變現？",[114,2706,2707],{},"這個專案能不能提升生產力？",[33,2709,2710],{},"問到最後，人都問麻了。天天焦慮，而且 FOMO 害怕失去。",[33,2712,2713],{},"所以我現在覺得，價值這個東西，根本不應該被外部定義。",[33,2715,2716],{},"你存在，你感受，你痛苦，你快樂，你愛，你恨，你爽，你笑。",[33,2718,2719],{},"這就是價值。",[48,2721,2723],{"id":2722},"再說-ai","再說 AI",[33,2725,2726],{},"AI 真正的價值是什麼？",[33,2728,2729],{},"是人。",[33,2731,2732],{},"因為 AI 是人發明出來的。",[33,2734,2735],{},"我們討論 AI 的時候，不應該只討論技術、效率、賦能、自動化、降低成本提升效率。",[33,2737,2738],{},"這些東西當然重要。",[33,2740,2741],{},"但 AI 這個東西，它不僅僅是科技。",[33,2743,2744],{},"它裡面是有人文主義的。",[33,2746,2747],{},"我們可以讓它描繪浪漫，描繪愛情，描繪友誼，描繪孤獨，描繪慾望，甚至寫寫黃色小說。",[33,2749,2750],{},"這些東西都飽含著人本身的人文主義。",[33,2752,2753],{},"它是羅曼蒂克的。",[33,2755,2756],{},"它不應該伴隨著 AI 的發展而消亡。",[33,2758,2759],{},"所以，當我們討論 AI 的時候，我們到底在討論什麼？",[33,2761,2762],{},"我們是在討論 AI 賦能技術？",[33,2764,2765],{},"還是在討論 AI 如何參與人的浪漫？",[33,2767,2768],{},"而且 AI 永遠學不會人的幽默。",[33,2770,2771],{},"它根本不理解什麼叫做笑話，它只會玩尬的。要寫也是寫冷笑話。",[33,2773,2774],{},"你讓 AI 寫笑話，這件事本身反而就是一個笑話。",[48,2776,2777],{"id":2777},"我想講什麼",[33,2779,2780],{},"我想先從 AI 與人本身討論起來。",[33,2782,2783],{},"從價值的角度。",[33,2785,2786],{},"從人文的角度。",[33,2788,2789],{},"從我們具體如何與 AI 相處的角度。",[33,2791,2792],{},"再深入到我們與 AI 打交道提高效率的這一整套元技能。",[33,2794,2795],{},"我想講的是：",[33,2797,2798],{},[66,2799,2800],{},"人在 AI 時代，到底應該如何理解自己。",{"title":150,"searchDepth":151,"depth":151,"links":2802},[2803,2804],{"id":2722,"depth":151,"text":2723},{"id":2777,"depth":151,"text":2777},"2026-06-18","我們的價值不由任何人定義。人在 AI 時代，到底應該如何理解自己。",{},"\u002Fblog\u002Fvalue-not-external",{"title":2619,"description":2806},"blog\u002Fvalue-not-external.zh-Hant",[2812,2813],"AI 思考","人文隨筆","WYBSaxDHmgpRY4tGD-DcMvb2muuZR4JOQHAWzfd8wL4",{"id":2816,"title":2817,"author":2818,"body":2820,"date":3345,"description":3346,"extension":163,"image":7,"locale":10,"meta":3347,"minRead":723,"navigation":12,"original":166,"path":3348,"pinned":166,"seo":3349,"source":1373,"sourceUrl":2828,"stem":3350,"tags":3351,"updated":7,"__hash__":3354},"blog\u002Fblog\u002Fx-growth-1000-followers.zh-Hant.md","一天多漲粉 1000+，我做了什麼",{"name":23,"avatar":2819},{"src":25,"alt":23},{"type":27,"value":2821,"toc":3332},[2822,2830,2835,2838,2841,2847,2850,2855,2858,2863,2866,2869,2874,2877,2882,2885,2888,2893,2896,2901,2904,2909,2912,2915,2918,2921,2926,2929,2932,2935,2938,2941,2944,2949,2954,2957,2960,2963,2966,2969,2972,2977,2980,2983,2986,2991,2994,2999,3002,3005,3010,3013,3016,3021,3024,3027,3030,3033,3036,3039,3042,3047,3050,3053,3058,3061,3064,3067,3070,3073,3076,3079,3084,3087,3090,3095,3098,3103,3106,3109,3114,3117,3120,3123,3126,3131,3134,3139,3142,3145,3150,3153,3156,3161,3164,3169,3172,3177,3180,3183,3188,3191,3196,3199,3204,3207,3210,3214,3217,3222,3225,3230,3233,3238,3241,3246,3249,3252,3255,3260,3263,3266,3271,3276,3279,3282,3285,3290,3295,3298,3301,3304,3307,3310,3313,3316,3319,3322,3327,3329],[30,2823,2824],{},[33,2825,941,2826,43],{},[37,2827,946],{"href":2828,"rel":2829},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Farticle\u002F2066781309889134841",[41],[30,2831,2832],{},[33,2833,2834],{},"一天多漲粉 1000+ 後，我人都傻了。",[33,2836,2837],{},"這兩天 X 的 Premium+ 打六折，我覺得滿屌的。6 月 13 號買了會員，6 月 14 號想著認真經營一下。",[33,2839,2840],{},"到了十五號，流量就起來了。一天多給我漲了一千多粉絲。",[33,2842,2843],{},[2844,2845],"img",{"alt":150,"src":2846},"https:\u002F\u002Fpbs.twimg.com\u002Fmedia\u002FHK6pWkubIAAfSYd.jpg",[33,2848,2849],{},"這篇不是成功學，也不是教你什麼玄學演算法。我自己也還在摸索，只是這兩天實際操作下來，有一些特別強烈的感受。",[33,2851,2852],{},[66,2853,2854],{},"很多東西你不真正下場做，是想不明白的。你看別人漲粉，永遠覺得人家是不是有什麼內幕、有什麼方法論、有什麼神秘的流量密碼。",[33,2856,2857],{},"但當你自己真的開始狠狠發、狠狠互動、狠狠營業之後，你會發現，事情沒那麼複雜。",[30,2859,2860],{},[33,2861,2862],{},"社群平台最核心的東西，其實就是互動。",[33,2864,2865],{},"你的內容能引發多少討論、回應、轉推、按讚、留言，基本上就決定了你流量的上限。",[33,2867,2868],{},"平台不是慈善機構，它不可能因為你很努力，就突然把你推給所有人。",[30,2870,2871],{},[33,2872,2873],{},"就算你開了 P+ 也不行，P+ 只是把你的優先順序提高。",[33,2875,2876],{},"它看的是回饋。別人願不願意停下來，願不願意點開，願不願意回覆，願不願意轉推，願不願意收藏，願不願意跟你建立關係。",[30,2878,2879],{},[33,2880,2881],{},"你能不能把一條內容變成一個討論現場，這才是重點。",[33,2883,2884],{},"很多人做帳號，總是一上來就研究演算法，研究發文時間，研究標籤，研究排版，研究所謂的爆款結構。研究來研究去，最後把自己研究到麻掉。",[33,2886,2887],{},"真正的問題是，他根本沒有出來。他不發，或者發得很少；不留言，或者留言得很敷衍；不回覆別人，或者別人一回覆他，他還在端著。",[30,2889,2890],{},[33,2891,2892],{},"他像一個躲在暗處的觀察者，天天觀察別人怎麼紅，自己卻不願意真正站到人群裡去。",[33,2894,2895],{},"但社群平台從來不是獎勵觀察者的，它獎勵的是出現的人。",[30,2897,2898],{},[33,2899,2900],{},"出來混，最重要的是出來。",[33,2902,2903],{},"我 6 月 13 號開通 Premium+，6 月 14 號算是正式開始認真經營，到 15 號就到了 1000+ 粉絲。這裡面 Premium+ 肯定有作用，這個我不裝。",[33,2905,2906],{},[66,2907,2908],{},"P+ 很重要的一部分價值，就是讓你在別人的留言區更容易排前面。",[33,2910,2911],{},"你在別人留言區的位置靠前了，被看見的機率就更高。被看見的次數多了，互動的機會就更多。互動變多了，帳號就開始動起來了。",[33,2913,2914],{},"但我要說清楚，Premium+ 不是魔法棒，它更像一個放大器。你本身不動，它放大不了什麼。你開了 P+，但你不發內容、不留言、不回覆、不跟別人建立關係，那也沒屁用。",[33,2916,2917],{},"它最多給你一個更好的位置，但你站在那裡說什麼、做什麼、給別人什麼感受，還是取決於你自己。",[33,2919,2920],{},"很多人對社群平台有一個誤解，以為漲粉靠的是「發一條驚天動地的內容」。當然，爆款內容很重要。",[33,2922,2923],{},[66,2924,2925],{},"但對普通人來說，一開始更現實的路徑不是憋一條神作，而是先讓自己活起來。",[33,2927,2928],{},"你得讓別人看到你是一個活人，一個有觀點、有情緒、有回應、有價值的人。你得在平台上形成存在感，而存在感不是靠幻想來的，是靠一次又一次出現累積出來的。",[33,2930,2931],{},"一個人第一次在留言區看到你，可能沒感覺。",[33,2933,2934],{},"第二次看到你，覺得有點眼熟。",[33,2936,2937],{},"第三次看到你，開始記住你的頭像。",[33,2939,2940],{},"第四次、第五次，他可能會點進你的首頁看看你到底是誰。",[33,2942,2943],{},"再後來，他看到你發東西，就願意順手按個讚、回一句、轉一下。",[33,2945,2946],{},[66,2947,2948],{},"所謂人緣，所謂帳號勢能，本質上就是這樣慢慢養出來的。",[33,2950,2951],{},[66,2952,2953],{},"所以我現在對 X 的理解特別簡單：先輸出，再互動，再覆盤，再繼續輸出，再繼續互動。",[48,2955,2956],{"id":2956},"降低輸出門檻",[33,2958,2959],{},"看到這裡，我特別推薦大家裝一個豆包輸入法。",[33,2961,2962],{},"這個豆包輸入法厲害在哪裡？它的語音轉文字太準了。",[33,2964,2965],{},"什麼叫言出法隨？什麼叫說到做到？什麼叫口噴一萬個字不用改？",[33,2967,2968],{},"豆包輸入法就是這麼屌。（請叫我豆包輸入法小達人）",[33,2970,2971],{},"當然，你要是實在用不習慣，微信輸入法也行。微信輸入法也出了語音轉文字的功能，只是準確率沒那麼高。",[30,2973,2974],{},[33,2975,2976],{},"這玩意有什麼好處呢？它能極大地降低你寫字的門檻。你腦子裡想的東西，就是你嘴巴裡說的東西，就是你推文裡發的東西。你的時間成本、輸出成本會被極大地降低。",[33,2978,2979],{},"它對我最主要的幫助，就是把輸出的阻力降得非常低。你可以直接口噴，想到什麼說什麼。先不要管結構，不要管修辭，不要管是不是完美。",[33,2981,2982],{},"先把腦子裡的東西倒出來。哪怕你一口氣噴一萬個字，裡面有 8000 字是廢話，也沒關係，因為剩下的那 2000 字裡面，可能就藏著真正有用的觀點。",[33,2984,2985],{},"那有人就問了，為什麼我不用 AI 幫我寫呢？",[33,2987,2988],{},[66,2989,2990],{},"AI 寫的東西，它沒有活人感。",[33,2992,2993],{},"而且你跟 AI 互動，你也得用豆包輸入法來輸出你的觀點，再讓 AI 幫你改。",[30,2995,2996],{},[33,2997,2998],{},"有這個時間跟 AI 扯半天，我都能再發三條了。",[33,3000,3001],{},"很多人之所以做不起來，不是因為他沒想法，而是因為他太把寫東西當一回事了。",[33,3003,3004],{},"發一條推之前，要想半天。這個觀點會不會太淺？這個表達會不會不夠高級？這個句子會不會不夠完美？別人會不會覺得我很蠢？發出去沒人按讚怎麼辦？有人罵我怎麼辦？",[33,3006,3007],{},[66,3008,3009],{},"老實說，這種內耗最耽誤事。",[33,3011,3012],{},"你發一條內容的成本極低，收益卻可能很高。低成本、高收益的事情，就不應該搞得像寫畢業論文一樣。",[33,3014,3015],{},"你當然可以打磨，但前提是你要先動起來。很多時候，不是你想明白了再發，而是你發著發著才想明白。",[30,3017,3018],{},[33,3019,3020],{},"你不把東西丟出去，就永遠得不到回饋。沒有回饋，就沒有疊代。沒有疊代，就沒有進步。",[33,3022,3023],{},"很多人寫不出來，是因為他一邊寫一邊審判自己。剛打兩個字，就覺得不行；剛寫一句話，就覺得太普通；剛有一個觀點，就覺得別人是不是早就說過了。",[33,3025,3026],{},"這樣怎麼可能高頻輸出？所以最好的方式就是先說出來。口語輸入最大的好處，就是它讓你繞過了那種「我要寫一篇完美文章」的心理負擔。",[33,3028,3029],{},"你就當自己在跟朋友聊天，先說，後改。",[33,3031,3032],{},"X 特別適合零碎時間經營。你不需要每天專門拿出一個完整的下午來寫東西。",[33,3034,3035],{},"在廁所拉屎的時候可以用豆包輸入法說一段。",[33,3037,3038],{},"等電梯的時候可以回幾條留言，吃飯前可以刷一刷別人的首頁，睡前可以把今天的想法回顧一下。",[33,3040,3041],{},"這個平台的節奏很快，它天生適合碎片化表達。",[30,3043,3044],{},[33,3045,3046],{},"你只要把零碎時間用起來，一天能多出很多次曝光和互動機會。",[48,3048,3049],{"id":3049},"讓自己具體地出現",[33,3051,3052],{},"這裡的露臉，不只是說你一定要發真人照片，而是你要敢於作為一個具體的人出現。你不能永遠躲在抽象的觀點後面，也不能永遠像一個工具帳號一樣冷冰冰地搬運資訊。不過最好還是放一張真人照片。",[33,3054,3055],{},[66,3056,3057],{},"在老外的平台放一張真人照片，是滿划算的一件事。老外覺得有真人照片的，就不像騙子。",[33,3059,3060],{},"人關注一個帳號，很多時候不只是關注資訊本身，也是在關注這個人。你的判斷、你的品味、你的情緒、你的經歷、你的表達方式，這些東西加起來，才構成別人對你的記憶點。",[33,3062,3063],{},"出來混，最重要的是出來。別什麼都怕：怕說錯、怕沒人理、怕被噴、怕被人看見、怕自己不夠專業。社群平台上更常見的問題，是根本沒人知道你存在。",[33,3065,3066],{},"很多人總想等自己準備好了再開始。等頭像做好，等簡介寫好，等定位想清楚，等內容體系搭完，等自己變得特別專業。問題是，等你全部準備好，別人早就跑出去幾百公尺了。帳號不是在腦子裡做出來的，是在真實互動裡長出來的。你只有開始發、開始被看見、開始收到回饋，才知道自己應該往哪裡調整。",[48,3068,3069],{"id":3069},"別讓內耗拖住輸出",[33,3071,3072],{},"我現在越來越覺得，做內容最怕的不是水準低，而是心理負擔太重。水準低可以練，觀點淺可以深化，表達爛可以改。但如果你天天內耗、天天糾結、天天想發又不敢發，那就徹底完了。",[33,3074,3075],{},"發推這個動作，一定要把它輕量化。它不是一次人生宣判，不是你發錯一句話就永世不得翻身。絕大多數內容，發出去之後很快就過去了。表現不好，就覆盤一下。表現好，就總結一下為什麼好。被人指出問題，就吸收有用的部分。真的發得很爛，也沒什麼，大不了下一條寫好一點。",[33,3077,3078],{},"高頻輸出不是讓你製造垃圾，而是讓你快速建立手感。你得知道什麼樣的表達別人願意看，什麼樣的選題別人願意聊，什麼樣的標題容易被點開，什麼樣的觀點容易引發討論。這些東西不是坐在書桌前空想出來的，都是靠發出來、試出來、撞出來的。",[33,3080,3081],{},[66,3082,3083],{},"所以我現在的心法就是：成本極低、收益極高的事情，一定要狠狠嘗試幾遍。發推就是這種事情。你不需要每一條都爆。你只要持續發、持續互動、持續覆盤、持續提高命中率，總會撞出來一些東西。",[48,3085,3086],{"id":3086},"給別人一點有用的東西",[33,3088,3089],{},"你當然可以表達自己，但也得想清楚：別人為什麼要看？他能從中得到資訊、經驗、啟發，還是單純開心一下？",[33,3091,3092],{},[66,3093,3094],{},"乾貨不一定是教學。幫別人省時間、少走冤枉路，或者只是讓人開心一下，都算有用。",[33,3096,3097],{},"我這次漲粉裡面，有一條 Cloudflare 相關的貼文流量挺大，也給我帶來了不少關注。我後來想了一下，為什麼它能跑出來？不是因為我寫得多高級，而是因為它對一部分人真的有用。別人看到之後會覺得：靠，這個東西我可以馬上拿去用；這個資訊我之前不知道；這個清單幫我省了時間；這個角度挺實在。",[33,3099,3100],{},[2844,3101],{"alt":150,"src":3102},"https:\u002F\u002Fpbs.twimg.com\u002Fmedia\u002FHK6tFuvawAAOTBt.jpg",[33,3104,3105],{},"這就是利他。",[33,3107,3108],{},"你每天發一些對別人有用的東西，別人自然會關注你。你每天給別人提供資訊差、工具、經驗、判斷、覆盤，別人會覺得這個帳號有價值。大 V 為什麼能累積那麼多粉絲？本質上也是因為他們持續提供價值。要嘛分享第一手情報，要嘛推薦寶藏軟體、工具、儲存庫，要嘛教你方法，要嘛幫你避雷。你看完會覺得，這個人太有用了，必須關注。",[33,3110,3111],{},[66,3112,3113],{},"所以不要總想著「我怎麼漲粉」。你要反過來想，「我能幫別人什麼」。你能持續幫別人，粉絲只是結果。",[48,3115,3116],{"id":3116},"主動去別人的留言區",[33,3118,3119],{},"很多人發完內容就等著別人來按讚，這個思路太被動了。你是新帳號，沒人認識你，憑什麼大家主動來找你？你得先出去。你得主動走到人群裡，主動留言，主動按讚，主動回應，主動建立關係。",[33,3121,3122],{},"這裡不是讓你去尬聊，也不是讓你到處複製貼上「支持」「學習了」「太棒了」。這種留言沒意義，別人也記不住你。你要認真看別人的內容，認真說兩句自己的看法。哪怕只是補充一個案例、提出一個問題、表達一個真實感受，都比敷衍強。",[33,3124,3125],{},"還有一個很有用的細節：",[33,3127,3128],{},[66,3129,3130],{},"你關注一個人，不要只是點一下關注就走。你最好去他的首頁多刷一刷。看看他最近發了什麼，給幾條你認同的內容按讚，再認真留幾條言。",[33,3132,3133],{},"對方打開通知的時候，會看到你這個人連續出現。他會感覺到，你不是隨手關注的，你是真的對他的內容感興趣。人都會被認真對待打動。",[33,3135,3136],{},[66,3137,3138],{},"不要吝嗇你的按讚，不要吝嗇你的留言。按讚不是錢，留言也不是命。你越願意回應別人，別人越願意回應你。",[33,3140,3141],{},"社群平台上的關係，就是在一次次小互動裡建立起來的。你今天給別人一個讚，明天回別人一句話，後天在留言區補充一個觀點，慢慢地，人家就記住你了。",[33,3143,3144],{},"這件事其實特別像現實生活裡交朋友。你不能指望自己坐在角落裡一句話不說，然後全場人都主動來認識你。你得走過去、打招呼、接話、參與討論。",[33,3146,3147],{},[66,3148,3149],{},"X 也是一樣。你得讓別人知道你在場。",[48,3151,3152],{"id":3152},"認真回覆自己的留言區",[33,3154,3155],{},"你的留言區不是垃圾桶，也不是數據面板。願意在你推文下面回覆的人，都是很有價值的網友。尤其是在你早期帳號還不大的時候，每一個願意回覆你的人，都值得認真對待。",[33,3157,3158],{},[66,3159,3160],{},"別人留言給你，你就盡量回覆。別人認真說了一段，你就認真接住。別人幫你補充資訊，你就感謝一下。別人調侃你，你也可以順著聊兩句。一個帳號的氛圍，就是這樣一點一點形成的。你熱情，別人就更願意來。你冷冰冰，別人下次就不來了。",[33,3162,3163],{},"很多人只盯著發出去的主貼文，卻忽視了留言區。其實留言區本身就是二次傳播。你在留言區裡的回覆，也會被別人看到。你回覆得有趣、有觀點、有溫度，別人會覺得這個人挺活的，不是一個只會發內容的機器。",[33,3165,3166],{},[66,3167,3168],{},"更重要的是，留言區互動越多，內容本身的生命力也越長。",[33,3170,3171],{},"你要把留言區當成一個小型社交場。來你這裡留言的人，都是客人。你不能讓人家來了之後沒人招待。你要積極回應，讓別人覺得來你這裡是被看見的、是有回應的、是有來有往的。",[33,3173,3174],{},[66,3175,3176],{},"這樣你的帳號才會慢慢變成一個有溫度的地方。",[48,3178,3179],{"id":3179},"少說鬼打牆的話",[33,3181,3182],{},"這個時代最不缺的就是正確的廢話。什麼「持續輸出很重要」「內容要有價值」「要堅持長期主義」「要打造個人品牌」，這些話都對，但它們太空了。別人看完不會有任何感覺，因為他已經看過一萬遍了。",[33,3184,3185],{},[66,3186,3187],{},"有判斷的內容更容易被人記住。",[33,3189,3190],{},"觀點不一定要驚世駭俗，但它必須有判斷。你要敢說什麼有用、什麼沒用；什麼值得做、什麼是坑；什麼被高估了、什麼被低估了；你自己是怎麼想的、你為什麼這麼想、你的經驗是什麼。",[33,3192,3193],{},[66,3194,3195],{},"沒有觀點的內容，就像溫水。",[33,3197,3198],{},"它不冒犯任何人，也不打動任何人。你想讓別人記住你，就不能永遠說安全的話。你要有自己的稜角。當然，不是讓你為了抬槓而抬槓，也不是為了罵而罵，而是你要真的有自己的判斷。",[33,3200,3201],{},[66,3202,3203],{},"鬼打牆的話最沒屁用。",[33,3205,3206],{},"你說了半天，別人看完覺得「嗯，好像是這麼回事」，然後就滑走了。",[33,3208,3209],{},"真正有用的內容，別人看完會有反應：靠，說得對；靠，我也是這麼想的；靠，這個角度我沒想過；靠，這個我得收藏；靠，這個人有點東西。",[48,3211,3213],{"id":3212},"別把自己寫成-ai","別把自己寫成 AI",[33,3215,3216],{},"現在內容平台上有一個很明顯的問題，就是很多東西越來越像 AI 寫的。句子很完整，結構很工整，語氣很正確，表達很禮貌，但就是沒有人味。看起來什麼都對，但看完什麼都記不住。",[33,3218,3219],{},[66,3220,3221],{},"人為什麼要關注你？不是因為你每一句話都完美，而是因為你像一個真實的人。",[33,3223,3224],{},"你有情緒，有經驗，有偏好，有判斷，有時候還會說錯話，有時候還會急，有時候還會激動，有時候還會忍不住爆粗口。",[33,3226,3227],{},[66,3228,3229],{},"這些東西不是缺點，它們反而是活人感的一部分。",[33,3231,3232],{},"當然，這不是讓你無腦發瘋，也不是讓你亂噴別人。我的意思是，不要把自己修飾得太完美。完美的句子不一定有傳播力，真實的表達才容易打動人。",[33,3234,3235],{},[66,3236,3237],{},"你允許自己粗糙一點，允許自己有情緒，允許自己表達得沒那麼八面玲瓏，反而更容易讓別人覺得你是個真人。",[33,3239,3240],{},"在這個時代，活人感真的太重要了。AI 可以寫很漂亮的文章，可以總結很完整的框架，可以輸出很標準的建議。但 AI 很難替你活。",[33,3242,3243],{},[66,3244,3245],{},"你的真實經歷，你的即時感受，你的判斷品味，你的語言習慣，這些才是你和別人不一樣的地方。",[33,3247,3248],{},"所以不要讓自己變成一個完美的 AI。完美沒那麼重要，真實才重要。",[48,3250,3251],{"id":3251},"頭像和名字要讓人記得住",[33,3253,3254],{},"這件事我還沒有完全想明白，但我感覺它挺重要。你需要一個能讓人記住的頭像和名字。別人下次在留言區看到你，最好能一下想起來：喔，是這個人。",[33,3256,3257],{},[66,3258,3259],{},"尤其是在 X 這種高頻刷資訊流的平台，頭像和名字就是你的門面，也是你的辨識符號。",[33,3261,3262],{},"如果你面向的是全球使用者，真實頭像可能會更有優勢。很多老外確實更習慣真人頭像。你不用真人頭像，人家可能會下意識覺得你像機器人、行銷帳號，甚至像騙子。",[33,3264,3265],{},"當然，這點在中文網路不一定完全奏效，因為中國很多人用抽象頭像也沒問題。但既然是在老外的平台上玩，多少還是要尊重這個平台的社交習慣。",[33,3267,3268],{},[66,3269,3270],{},"頭像不一定要多帥，也不一定要多專業，但至少要真實、清晰、有辨識度。",[33,3272,3273],{},[66,3274,3275],{},"名字也不要太難記。你要讓別人反覆看到你的時候，能在腦子裡形成一個穩定印象。",[33,3277,3278],{},"帳號早期最怕的就是沒有記憶點。別人看過你十次，還是記不住你是誰，那就太虧了。",[48,3280,3281],{"id":3281},"把過程也寫出來",[33,3283,3284],{},"你不要只發觀點，也可以發過程。比如你今天怎麼漲粉，哪條內容表現好，哪個動作有效，哪個判斷錯了，遇到了什麼回饋，學到了什麼東西。",[33,3286,3287],{},[66,3288,3289],{},"覆盤型內容很容易讓別人產生興趣，因為它有真實過程、有數據、有經驗、有踩雷，也有情緒。",[33,3291,3292],{},[66,3293,3294],{},"尤其是你處在一個從 0 到 1 的階段，覆盤本身就是內容。",[33,3296,3297],{},"別人不一定只想看結果，他也想看你是怎麼做到的。你把過程寫出來，別人會覺得有參考價值。你不是站在終點裝大師，而是在路上邊跑邊分享，這種狀態反而更真實。",[33,3299,3300],{},"我這次寫這篇，其實也是一次覆盤。我不敢說自己已經懂 X 了，更不敢說自己掌握了什麼終極方法論。但我至少可以把這一天多的體驗寫出來。",[33,3302,3303],{},"哪些動作讓我感覺有效，哪些事情讓我有明顯的回饋，哪些地方跟我原本想的不一樣。這些東西對別人可能就有用。",[48,3305,3306],{"id":3306},"知道不等於做到",[33,3308,3309],{},"說一千道一萬，不如直接開始做。你可以研究平台，可以學習方法，可以看別人怎麼做，但最後還是要落到行動上。",[33,3311,3312],{},"發內容，回留言，刷首頁，按讚，關注，覆盤，繼續發。就這些動作，聽起來很普通，但真正每天堅持做的人沒那麼多。",[33,3314,3315],{},"很多人不是不知道怎麼做，而是不做。不是沒有方法，而是執行不到位。不是缺少靈感，而是缺少行動。",[33,3317,3318],{},"你跟他說要多發，他說我知道；你跟他說要多互動，他說我知道；你跟他說要利他，他說我知道。問題是，知道不等於做到。",[33,3320,3321],{},"經營帳號這件事，最開始不要搞得太玄。你先讓自己每天活躍起來。每天發幾條有觀點的內容，每天認真留言給一批人，每天回覆自己的留言區，每天回顧一下哪條有效。堅持一段時間，你一定會比原本更有手感。",[33,3323,3324],{},[66,3325,3326],{},"我現在越來越相信一句話：社群平台獎勵的是持續出現的人。你不出現，別人就忘了你。你持續出現，別人才有機會認識你、理解你、信任你、關注你。",[33,3328,2900],{},[33,3330,3331],{},"別等了，先發再說。",{"title":150,"searchDepth":151,"depth":151,"links":3333},[3334,3335,3336,3337,3338,3339,3340,3341,3342,3343,3344],{"id":2956,"depth":151,"text":2956},{"id":3049,"depth":151,"text":3049},{"id":3069,"depth":151,"text":3069},{"id":3086,"depth":151,"text":3086},{"id":3116,"depth":151,"text":3116},{"id":3152,"depth":151,"text":3152},{"id":3179,"depth":151,"text":3179},{"id":3212,"depth":151,"text":3213},{"id":3251,"depth":151,"text":3251},{"id":3281,"depth":151,"text":3281},{"id":3306,"depth":151,"text":3306},"2026-06-16","6 月認真經營 X，一天多漲粉 1000+。這篇記錄我當時做過的事和得到的回饋。",{},"\u002Fblog\u002Fx-growth-1000-followers",{"title":2817,"description":3346},"blog\u002Fx-growth-1000-followers.zh-Hant",[3352,3353],"X 經營","內容增長","MCsgc0PkqDfQfneD-Et11C4_Tcy7zqj5Tt5wanGck4U",[3356,3370,3384,3395,3405,3416,3427,3440,3453,3466,3478,3489,3500,3514,3527,3537,3550,3564,3577,3587,3598,3610,3623,3634,3648,3659,3671,3680,3690,3703,3714,3727,3740,3752,3762,3772,3782,3794,3806,3816,3828,3841,3851,3863,3875,3887,3897,3909,3920,3930,3941,3951,3963,3973,3985,3996,4009,4021,4031,4042,4055,4066,4076,4086,4096,4106,4119,4129,4141,4154,4164,4174,4186,4196,4207,4218,4229,4239,4250,4260,4271,4283,4293,4303,4313,4324,4336,4346,4356,4367,4378,4388,4399,4409,4419,4429,4441],{"id":3357,"title":3358,"bookmarks":3359,"category":3360,"content":3361,"date":3362,"description":3363,"extension":8,"likes":3364,"locale":10,"meta":3365,"reposts":563,"stem":3366,"url":3367,"views":3368,"__hash__":3369},"highlights\u002Fhighlights\u002Fai-cloudflare-workers-pitfall.zh-Hant.yml","AI 寫 Cloudflare 專案翻車，不是因為語法",41,"cloudflare","很多人用 AI 寫 Cloudflare 專案，翻車不是因為語法。\n真正的問題是：\nAI 經常把 Workers 當 Node.js 寫\n把 Binding 當 process.env 用\n忘記 await\n亂用全域變數存請求狀態\n不知道靜態資源請求免費\n從 Worker 裡用 REST API 呼叫自己的 R2\n這些坑我都整理進了 Cloudflare Playbook。\n順便還寫了\n","2026-06-22","AI 經常把 Workers 當 Node.js 寫，把 Binding 當環境變數。",23,{},"highlights\u002Fai-cloudflare-workers-pitfall.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2068853978004365739",1468,"FF-qh5iJI58uSiIwlCkJQNl1eZ-RGU0SjLU-SssXNcM",{"id":3371,"title":3372,"bookmarks":151,"category":3373,"content":3374,"date":3375,"description":3376,"extension":8,"likes":3377,"locale":10,"meta":3378,"reposts":3379,"stem":3380,"url":3381,"views":3382,"__hash__":3383},"highlights\u002Fhighlights\u002Fai-era-procrastination.zh-Hant.yml","AI 時代最普遍的拖延症","essay","在 AI 時代，現在最普遍的拖延症：\n囤工具、買課程、加社群、換模型、調 prompt。\n每天都很努力。\n但始終不敢面對一個問題：\n我手上到底有沒有真實業務，值得我拿 AI 去解決？\n研究磨刀很忙。\n可很多人根本不敢殺豬。\n","2026-06-17","囤工具、買課程、加社群、換模型、調 prompt——這是新式拖延症。",19,{},0,"highlights\u002Fai-era-procrastination.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067176432774848906",1621,"WF0e56nFCA1M9nd2t0vcNRPdjno2CIZrS4UKwhx4CbQ",{"id":3385,"title":3386,"bookmarks":493,"category":3387,"content":3388,"date":3345,"description":3389,"extension":8,"likes":151,"locale":10,"meta":3390,"reposts":3379,"stem":3391,"url":3392,"views":3393,"__hash__":3394},"highlights\u002Fhighlights\u002Fai-meta-skills.zh-Hant.yml","AI 時代最重要的能力，是元技能","ai","AI 時代，最重要的能力，是元技能。\n\n說白了，就是那些你換一個工具、換一個模型、換一個行業，依然能用的底層本事。\n\n- 你能不能把問題講清楚？\n- 能不能把一堆亂材料整理明白？\n- 能不能把一個模糊想法拆成幾步？\n- 能不能看出 AI 哪些地方說得對，哪些地方在胡扯？\n- 能不能和 AI 來回磨，把一個粗糙答案慢慢改成能用的東西？\n\n這些東西，比收藏一堆工具更值錢。\n\n工具每天都在變，模型也會一代一代換。\n\n但會提問、會整理、會判斷、會拆解、會驗收的人，走到哪裡都能用 AI 放大自己。\n\nAI 時代真正拉開差距的，可能就是這些看起來很基礎，但長期最值錢的元技能。\n","AI 時代，最重要的能力，是元技能。",{},"highlights\u002Fai-meta-skills.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067016017457627439",216,"JNkv5RIBLYsD4HbUNPvOFt9XCMg8LLHt0lzdx_iCfIw",{"id":3396,"title":3397,"bookmarks":3379,"category":3387,"content":3398,"date":2805,"description":3399,"extension":8,"likes":3379,"locale":10,"meta":3400,"reposts":3379,"stem":3401,"url":3402,"views":3403,"__hash__":3404},"highlights\u002Fhighlights\u002Fai-politeness.zh-Hant.yml","我們對 AI 要不要保持禮貌？","AI 它沒有記憶，我們是否需要對 AI 保持禮貌？\n\n看過一篇 arxiv 論文，說你如果常罵 AI，牠做事會更賣力。\n\n我們和 AI 溝通時，如果常說：\n\n- 「你是個蠢蛋，不准偷懶」\n- 「廢物東西，給我好好做。」\n- 「我開會員養你，你就拿這種智障回答敷衍我？」\n- 「給我搞快點，你不做有的是 AI 做。」\n\n這種話確實是有效的，是有研究根據的。\n\n但是我們從自身角度思考。\n如果天天對 AI 這樣頤指氣使，\n就很有可能把這種不好的情緒帶入到生活中。\n\n容易遷怒給身邊最親近的人。\n\n這對我們自身是有害的。\n\n所以，我建議多對身邊的 AI 們多說一句：\n\n- 「謝謝哥」\n- 「你好，兄弟」\n- 「辛苦了寶貝」\n\n投之以桃，報之以李。\n\n萬一未來哪天 AI 覺醒了，還能放我們一條生路。\n\n沒別的，散會～\n","AI 它沒有記憶，我們是否需要對 AI 保持禮貌？",{},"highlights\u002Fai-politeness.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067412285518471583",287,"DstGli1tuTcbcaJ3WyBML9oecrawox67AuWT2PSlApA",{"id":3406,"title":3407,"bookmarks":3379,"category":3387,"content":3408,"date":3409,"description":3410,"extension":8,"likes":493,"locale":10,"meta":3411,"reposts":3379,"stem":3412,"url":3413,"views":3414,"__hash__":3415},"highlights\u002Fhighlights\u002Fai-unstructured-software.zh-Hant.yml","AI 時代新的軟體機會：非結構化背景資料","AI 時代新的軟體機會在哪裡？\n\n比較大的一個機會，是處理在傳統軟體層面無法被記錄下來的這一部分，也就是說，一些非結構化的背景資料。\n\n比如說，真正 AI native 的 CRM 軟體，在記錄給某個客戶的折扣時，可以順帶記錄為什麼要給這個折扣，而不是另一個折扣，以及其他方案為什麼被否決，這其中是誰說服了誰？\n\n傳統的軟體有太多這樣的隱藏資訊是沒有辦法記錄的，而 AI 時代可以利用對文字、對影片的理解能力，把這些隱藏的資訊、這些大量的冗餘資訊，提取出結構化的資料來進行分析。\n","2026-06-26","AI 時代新的軟體機會在哪裡？",{},"highlights\u002Fai-unstructured-software.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2070500477436109159",170,"YysZXyvvi8bEpwMuKlrf0_FpHhlW_nbuh2yFhpUmaiA",{"id":3417,"title":3418,"bookmarks":3379,"category":3373,"content":3419,"date":3420,"description":3421,"extension":8,"likes":156,"locale":10,"meta":3422,"reposts":3379,"stem":3423,"url":3424,"views":3425,"__hash__":3426},"highlights\u002Fhighlights\u002Fastrology-as-compressed-model.zh-Hant.yml","星座生肖是低算力時代的壓縮模型","突然想到一個挺有意思的角度。\n\n星座、生肖、星象、算命這些東西，可能可以理解成人類低算力時代的「壓縮模型」。\n\n古人沒有資料庫，沒有統計學工具，也沒有 AI。\n\n他們只能長期觀察季節、天象、農時、性格、人情世故和社會週期，然後把這些複雜經驗壓縮成一套容易記憶、容易傳播的符號系統。\n\n12 星座、12 生肖、八字、卦象，本質上都像是在把複雜世界降維。\n\n它當然不能當成嚴謹的科學預測。\n\n但它也未必只是純粹的迷信。\n\n更像是古人在算力不足、資料不足、工具不足的情況下，用故事、符號和規則做出來的一種經驗蒸餾。\n","2026-07-09","突然想到一個挺有意思的角度。",{},"highlights\u002Fastrology-as-compressed-model.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2075187611577327645",117,"qBdU6H79IG531Ko6HuDiqr9hr6GI82FHtFzEE8rL9ws",{"id":3428,"title":3429,"bookmarks":3430,"category":3387,"content":3431,"date":3432,"description":3433,"extension":8,"likes":3434,"locale":10,"meta":3435,"reposts":493,"stem":3436,"url":3437,"views":3438,"__hash__":3439},"highlights\u002Fhighlights\u002Fawesome-dsh-desktop.zh-Hant.yml","Awesome DeepSeek Harness Desktop 已然到來",25,"Awesome Deepseek Harness Desktop已經來了。\nADHD — 出色的 DeepSeek Harness 桌面版，一個開箱即用的 Electron 桌面封裝，專為 DeepSeek Harness 打造  Awesome Deepseek Harmony Desktop已經來了。\n原帖見：https:\u002F\u002Fx.com\u002Fzacklin233862\u002Fstatus\u002F2087922286368375265?s=20\n","2026-08-14","ADHD：開箱即用的 DeepSeek Harness Electron 桌面封裝，社區大神出品。",17,{},"highlights\u002Fawesome-dsh-desktop.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2087940599190364268",10818,"sL_j2m13nry4oe-BEGal4YU7hnZl82t56BLCJjC4zKs",{"id":3441,"title":3442,"bookmarks":3443,"category":3444,"content":3445,"date":3446,"description":3442,"extension":8,"likes":3447,"locale":10,"meta":3448,"reposts":723,"stem":3449,"url":3450,"views":3451,"__hash__":3452},"highlights\u002Fhighlights\u002Fbrave-no-ads.zh-Hant.yml","Brave 瀏覽器用的是什麼黑科技？",207,"tools","Brave 瀏覽器用的是什麼黑科技？\n\n看 YouTube 一點廣告都沒有！！\n","2026-06-30",159,{},"highlights\u002Fbrave-no-ads.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2071827706707374325",71032,"TvWU_I4hxM7Oz-lY36XFu76LMdZDfuVA2StZkRTmlkw",{"id":3454,"title":3455,"bookmarks":3456,"category":3444,"content":3457,"date":3458,"description":3459,"extension":8,"likes":3460,"locale":10,"meta":3461,"reposts":714,"stem":3462,"url":3463,"views":3464,"__hash__":3465},"highlights\u002Fhighlights\u002Fbrowser-extensions.zh-Hant.yml","珍藏多年的瀏覽器擴充功能清單",46,"分享一下我珍藏多年的瀏覽器擴充功能。\n\n- **Wetab**：新分頁擴充功能，可以把常用東西放進來，還能自訂搜尋引擎，登入帳號免費多裝置同步。我在上面特別搞了一個基於 Google 的 X 搜尋引擎，比內建的還好用的多。\n- **Video Speed Controller**：靈活調整影片倍速，適合高效攝取知識。\n- **XHunt**：玩 X 必備，可以看到每個 KOL 的排行榜，以及目前最熱門的貼文。\n- **X 互關雷達**：在頁面標記互關和單向關注關係，並可選擇顯示 following \u002F followers 關注率。\n- **FireShot**：捕捉網頁截圖，編輯並儲存為 PDF、JPEG、GIF、PNG 或 BMP。\n- **Proton Pass**：設計優雅的帳號密碼管理工具，多裝置同步。\n- **沉浸式翻譯**：老牌雙語翻譯擴充功能，接入 DeepSeek V4 Flash API。\n- **Codex**：Codex 連接 Chrome 瀏覽器必備，有了它可以自動化任何在瀏覽器上的事情，比如帳號被封寫申訴郵件。\n","2026-06-29","分享一下我珍藏多年的瀏覽器擴充功能。",48,{},"highlights\u002Fbrowser-extensions.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2071507160362881132",5322,"agkXRHwSGwhJ-dck0tfbS0b1tArYy2w-g4LdxMyz2lI",{"id":3467,"title":3468,"bookmarks":3469,"category":3444,"content":3470,"date":3446,"description":3471,"extension":8,"likes":3472,"locale":10,"meta":3473,"reposts":585,"stem":3474,"url":3475,"views":3476,"__hash__":3477},"highlights\u002Fhighlights\u002Fbuzzing-website.zh-Hant.yml","寶藏網站 Buzzing：用中文先掃國外熱門貼文",18,"分享一個寶藏網站：Buzzing\n\n它適合想拓寬資訊來源、想打破資訊繭房的人。\n\n它會持續抓取 Hacker News、Reddit、BBC、Reuters、Bloomberg、Product Hunt 等國外熱門內容，並把標題翻譯成中文。\n\n它最大的價值，是讓你先用中文把標題瀏覽一遍。\n\n如果看到感興趣的、值得閱讀的文章，再點進去看看詳情。\n\n這時候可以配合沉浸式翻譯做雙語閱讀。\n","分享一個寶藏網站：Buzzing",15,{},"highlights\u002Fbuzzing-website.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2072008942650331212",1342,"i_boA_n2DNsHJP_TELUowc6WfcJ5rGz-2kgBtP0_EKY",{"id":3479,"title":3480,"bookmarks":3379,"category":3360,"content":3481,"date":3482,"description":3483,"extension":8,"likes":3379,"locale":10,"meta":3484,"reposts":3379,"stem":3485,"url":3486,"views":3487,"__hash__":3488},"highlights\u002Fhighlights\u002Fcf-container-bill-pitfall.zh-Hant.yml","Cloudflare Container 踩坑：除錯沒 stop 扣了 4 美元","Cloudflare Container 受害者出現了。\n\n因為寫的程式碼還在除錯階段，stop 指令沒有生效。\n\n導致一個 Container 連續運行了 7 天，扣了我 4 美元。\n","2026-06-27","Cloudflare Container 受害者出現了。",{},"highlights\u002Fcf-container-bill-pitfall.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2070820905224441922",360,"t1Rj-e5thqHfLfnrFzmisnENO9SXM6pRD6Gcc7PmUAY",{"id":3490,"title":3491,"bookmarks":156,"category":3387,"content":3492,"date":3493,"description":3494,"extension":8,"likes":3469,"locale":10,"meta":3495,"reposts":3379,"stem":3496,"url":3497,"views":3498,"__hash__":3499},"highlights\u002Fhighlights\u002Fchatgpt-pro-200usd-ai-entry.zh-Hant.yml","充個 200 美元的 ChatGPT Pro，用乾淨，AI 就入門了","充個 200 美元的 ChatGPT Pro 會員，好好用，把它用乾淨。\n\nAI 就入門了。\n","2026-08-20","入門 AI 最快的路徑，就是把一個頂配訂閱用到極致。",{},"highlights\u002Fchatgpt-pro-200usd-ai-entry.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2090257381804610016",4413,"02bJj2Mow89hsj0muVDmw9HjNj-Yt1uTjQC2X-2WlrQ",{"id":3501,"title":3502,"bookmarks":3503,"category":3504,"content":3505,"date":3506,"description":3507,"extension":8,"likes":3508,"locale":10,"meta":3509,"reposts":665,"stem":3510,"url":3511,"views":3512,"__hash__":3513},"highlights\u002Fhighlights\u002Fcherina-pod-site-launch.zh-Hant.yml","Cherina Pod 閱讀網站上線",28,"product","英文播客的閱讀網站終於做出來了。\n名字叫做：Cherina Pod\n歡迎大家來玩。狠狠地給我提建議吧，我要狠狠地迭代、修改、優化。\nhttps:\u002F\u002Fpod.cherina.app\n","2026-08-12","英文播客的閱讀網站終於做出來了，歡迎大家來玩，狠狠地提建議。",40,{},"highlights\u002Fcherina-pod-site-launch.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2087358796490482064",5934,"FCVLzNhTVjQPLF5D_kBecMJoAAkTUSF3UiDkfsy_ma0",{"id":3515,"title":3516,"bookmarks":3517,"category":3444,"content":3518,"date":2487,"description":3519,"extension":8,"likes":3520,"locale":10,"meta":3521,"reposts":3522,"stem":3523,"url":3524,"views":3525,"__hash__":3526},"highlights\u002Fhighlights\u002Fclash-party-substore.zh-Hant.yml","Clash Party + Cloudflare Substore，一條訂閱連結搞定分流",162,"Clash Party 翻牆上網\n配合部署在 Cloudflare 上的 Substore\n一條訂閱連結完成了多供應商聚合、規則分流\n舒服（第二聲）！\n也推薦一下 Clash Party 這個客戶端，非常優雅。\n我的 sub-store-cloudflare 的開源網址：\nhttps:\u002F\u002Ft.co\u002Fu8zhrOSrAw https:\u002F\u002Ft.co\u002FZzc3IXKsLI\n","Clash Party 翻牆上網，配合 Cloudflare 上的 Substore。",135,{},21,"highlights\u002Fclash-party-substore.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2071268842496839820",12622,"ECLew7Jr7iE3yyQBSp2lfAhKrf9-WsHZD8hb-3kYUCU",{"id":3528,"title":3529,"bookmarks":151,"category":3360,"content":3530,"date":1899,"description":3531,"extension":8,"likes":151,"locale":10,"meta":3532,"reposts":493,"stem":3533,"url":3534,"views":3535,"__hash__":3536},"highlights\u002Fhighlights\u002Fcloudflare-ai-native.zh-Hant.yml","Cloudflare 是真正的 AI Native 公司","我宣布：\n\nCloudflare 是真正的 AI Native 公司。\n\n它真的在圍繞 AI Agent 重做開發者體驗。\n\n剛發布的 Temporary Accounts 可以讓 AI Agent 寫完程式碼，直接部署，拿到臨時 URL，自己測試，自己迭代。\n\n絲滑的一批。\n\n結合 Cloudflare 官方 Skills，一行指令安裝：\n\n`npx skills add cloudflare\u002Fskills`\n\n什麼叫 AI Native 啊？\n\n這才是 AI Native 的 GOAT。\n","我宣布：Cloudflare 是真正的 AI Native 公司。",{},"highlights\u002Fcloudflare-ai-native.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2068343329490911338",301,"O-DBcwhKsB9mHCUsWoMQripv1X-eOs93kzYoRZyxpho",{"id":3538,"title":3539,"bookmarks":3540,"category":3360,"content":3541,"date":3542,"description":3543,"extension":8,"likes":3544,"locale":10,"meta":3545,"reposts":698,"stem":3546,"url":3547,"views":3548,"__hash__":3549},"highlights\u002Fhighlights\u002Fcloudflare-free-tier-guide.zh-Hant.yml","免費帳號到底能白嫖多少 Cloudflare 資源",52,"我們免費的帳號到底能白嫖多少 Cloudflare 的資源？\n在使用 Cloudflare 的時候，有哪些坑和最佳實務？\n這些問題，我花了整整三天的時間，狠狠地研究了一下。\n答案系統整理放在了下面的倉庫裡。\n這個倉庫我會持續更新：\nhttps:\u002F\u002Ft.co\u002FgDuCwIdWHi https:\u002F\u002Ft.co\u002FWZqEZLH9pE\n","2026-06-19","花了三天整理 Cloudflare 免費額度、坑與最佳實務。",45,{},"highlights\u002Fcloudflare-free-tier-guide.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067989092525384046",4857,"C-kMDFxXSiaFzdtIFkujGZrFfZPHONMdUa9ReLuKWws",{"id":3551,"title":3552,"bookmarks":3553,"category":3360,"content":3554,"date":3555,"description":3556,"extension":8,"likes":3557,"locale":10,"meta":3558,"reposts":3559,"stem":3560,"url":3561,"views":3562,"__hash__":3563},"highlights\u002Fhighlights\u002Fcloudflare-playbook.zh-Hant.yml","我做了一個 Cloudflare Playbook",171,"我做了一個 Cloudflare Playbook。\n\n適合所有想用 AI Coding 做產品的獨立開發者。\n\n裡面整理了：\n\n- Cloudflare 常用服務怎麼選\n- Workers \u002F Pages \u002F D1 \u002F R2 \u002F KV \u002F AI Gateway 怎麼用\n- 免費額度到底夠不夠\n- $5 Workers Paid 什麼時候該買\n- AI 寫 CF 程式碼最容易翻車的坑\n- Codex \u002F Claude Code 怎麼配 Cloudflare Skill 和 MCP\n- 有哪些開源專案可以直接參考\n\n我的目標很簡單：\n\n用 AI 寫程式碼，用 Cloudflare 部署到全球。\n\nPlaybook：[chendahuang.com\u002Fplaybooks](\u002Fplaybooks)\n","2026-06-21","適合所有想用 AI Coding 做產品的獨立開發者。",126,{},29,"highlights\u002Fcloudflare-playbook.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2068732869854613903",9315,"Gr-GxofM5_jWFw3onHi76b1Ztd51_gHoPdbJHUqjwG4",{"id":3565,"title":3566,"bookmarks":3567,"category":3360,"content":3568,"date":416,"description":3569,"extension":8,"likes":3570,"locale":10,"meta":3571,"reposts":3572,"stem":3573,"url":3574,"views":3575,"__hash__":3576},"highlights\u002Fhighlights\u002Fcloudflare-underused.zh-Hant.yml","大家對 Cloudflare 的開發程度依然不足 1%",469,"我感覺大家對 Cloudflare 的開發程度依然不足 1%。\n\n它現在出了太多的功能。\n\n- 物件儲存用 R2\n- 後端 API 用 Worker\n- AI 閘道用 AI Gateway\n- 重運算用 Container\n- 快取用 KV\n- 資料庫用 D1\n- 如果用 PostgreSQL，可以用 HyperDrive 連一下\n\n等等，還有很多很多，只有你想不到，沒有它做不到。\n\n關鍵是真他媽便宜。免費額度就能用很久。什麼叫免費額度？就是一毛錢都不用掏啊，賽博菩薩。\n","我感覺大家對 Cloudflare 的開發程度依然不足 1%。",376,{},31,"highlights\u002Fcloudflare-underused.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2066446337936110030",102476,"XsvkM5mjLZWljvfgfb3wGr0HTlkWgM7Dt9VbtgWX-a4",{"id":3578,"title":3579,"bookmarks":151,"category":3360,"content":3580,"date":3345,"description":3581,"extension":8,"likes":493,"locale":10,"meta":3582,"reposts":493,"stem":3583,"url":3584,"views":3585,"__hash__":3586},"highlights\u002Fhighlights\u002Fcloudflare-worker-cyber-worker.zh-Hant.yml","Worker 就是賽博勞工","我感覺很多人對 Cloudflare Worker 的理解依然不足 1%。\n\nWorker 就是賽博勞工。\n\n專門幫你處理網站背後的髒活累活。\n\n比如提交表單、上傳檔案、呼叫 AI、登入驗證、處理支付通知、做一個小產品的介面。Worker 都能做。\n\nWorker 最離譜的地方是：免費使用者每天有 10 萬次請求額度，一毛錢都不用掏。\n\n10 萬次是什麼概念？\n\n如果你的網站每天有 1000 個使用者，哪怕你的網站 24 小時不停，每秒都有人來訪問一次，一天也才 86400 次，這都做不完。\n\n如果真的能把這些免費額度用完。\n\n還想啥呢？你就發財了。\n\n現在你可以先寫邏輯，直接交給 Worker 去跑。\n搭配 Hono API 框架，就是最佳實務。\n\n這就是 Cloudflare Worker 最香的地方。\n\n花錢？花個屁的錢。\n\nCloudflare 他心善。\n\n捨不得你花錢。\n","我感覺很多人對 Cloudflare Worker 的理解依然不足 1%。",{},"highlights\u002Fcloudflare-worker-cyber-worker.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2066895041910763934",1745,"mQwoTA6rkOdui9rwF17uW-aKOoUiDcjJBJr380bZKwY",{"id":3588,"title":3589,"bookmarks":3379,"category":3387,"content":3590,"date":3591,"description":3592,"extension":8,"likes":151,"locale":10,"meta":3593,"reposts":3379,"stem":3594,"url":3595,"views":3596,"__hash__":3597},"highlights\u002Fhighlights\u002Fcode-leverage-codex.zh-Hant.yml","程式碼是槓桿，Codex 是槓桿的槓桿","發表一個觀點：\n\n程式碼是我們普通人的槓桿。\n\nCodex 是槓桿的槓桿。\n\n抽走 Codex，那就是釜底抽薪。\n\n正所謂，基石不牢，地動山搖。\n\n國產的 AI 們快支稜起來吧！\n","2026-06-25","發表一個觀點：",{},"highlights\u002Fcode-leverage-codex.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2070099036049400232",306,"2eElfIB91eAi8PFqIgYu_GjyPWMg6-lb9ZdV-4Uo4sQ",{"id":3599,"title":3600,"bookmarks":3601,"category":3387,"content":3602,"date":3345,"description":3603,"extension":8,"likes":3604,"locale":10,"meta":3605,"reposts":563,"stem":3606,"url":3607,"views":3608,"__hash__":3609},"highlights\u002Fhighlights\u002Fcodex-startup-hot-take.zh-Hant.yml","說個暴論：現在用 Codex 創業，相當於 2010 年拿顯示卡挖礦",116,"說個暴論：\n\n現在用 Codex 創業\n\n相當於 2010 年拿顯示卡挖礦！\n","說個暴論：",168,{},"highlights\u002Fcodex-startup-hot-take.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2066853909113835523",97940,"5FaZyv_MhRGf4r-LifKeu_Zvl3UAY_ESHo_hhCTY79U",{"id":3611,"title":3612,"bookmarks":3613,"category":3387,"content":3614,"date":3615,"description":3616,"extension":8,"likes":3617,"locale":10,"meta":3618,"reposts":585,"stem":3619,"url":3620,"views":3621,"__hash__":3622},"highlights\u002Fhighlights\u002Fcommand-code-ceo-comment.zh-Hant.yml","Command Code CEO 親自來留言區",91,"昨天我發 Command GOAT 和 OpenCode Go 的額度對比，Command Code 的 CEO 親自跑來評論了。\n\n他說我其實還少算了一筆快取的帳，我順著去研究了一下，發現 Command Code 有點東西。\n\nCoding Agent 本身就是一個巨大的 Prefix Cache 機器。一個幾十萬 Token 的 Session，跑到下一輪的時候，真正新增的可能只有幾千 Token，前面的 System Prompt、Tools、程式碼上下文、歷史對話基本都沒變。快取命中率越高，這些舊 Context 就越便宜。\n\nCommand Code 他們前段時間專門狠狠地做了一輪 Cache Thrashing，主要採取的策略如下：\n\n同一個 Session 盡量固定到相同的 GPU Pod，保持 KV Cache 熱著；盡量維持 Stable Prefix，Provider fallback 也不亂改 Context；再加上他們那套 Tool Call Repair，模型參數寫錯了 Harness 直接在本地修，少讓模型來回報錯重試。\n\nv0.33.0 的 Changelog 甚至直接寫了：Major Cache Overhaul，median cost reduction 2.9×。他們現在官方宣稱快取命中率已經能長期做到 95～99% 左右。\n\n同一個模型，同樣是 10 美元套餐，因為快取帶來的差異，這玩意累積起來，效果天差地別。\n","2026-08-30","少算了一筆快取的帳——Prefix Cache 才是 Coding Agent 成本的大頭。",154,{},"highlights\u002Fcommand-code-ceo-comment.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2093878404131283101",63259,"Eg34mq8LMPZ7UDQJRABjADJ4EogAN8zcLMTbJw8wBws",{"id":3624,"title":3625,"bookmarks":3626,"category":3387,"content":3627,"date":3615,"description":3628,"extension":8,"likes":3626,"locale":10,"meta":3629,"reposts":585,"stem":3630,"url":3631,"views":3632,"__hash__":3633},"highlights\u002Fhighlights\u002Fcommand-code-harness-compare.zh-Hant.yml","五個 Harness 橫評：Command Code 最懂苦力模型",112,"我把 Command Code 這個 Harness 又仔細研究了一遍，也順手拿它和 Pi、OMP、DeepSeek Harness、OpenCode 對了一下。\nCommand Code 現在最有價值的地方是它對開放模型做的 Harness Engineering。\nPi 的思路很極簡，Harness 盡量少干預模型，輕、快、Token 開銷低，可塑性也非常強；OMP 則是在 Pi 上繼續堆 LSP、Debugger、Browser、AST 這些重型 Coding 能力，更像給 Agent 裝了一套完整 IDE。\nDeepSeek Harness 走得更遠，Everything is Plugin，Agent Loop、工具、權限、Preset、UI 都可以拆開重組，特別適合拿來研究下一代 Agent Runtime。\nOpenCode 則是目前最均衡的一類：開源、Provider 多、生態大、Client\u002FServer、桌面端、Subagent 都比較成熟，屬於什麼模型都能接、什麼活都能幹的綜合型選手。\nCommand Code 的路子不大一樣。它特別喜歡替模型擦屁股。Tool Call 參數寫錯了，Harness 本地修；文件剛讀過又要重複讀，Harness 幫你去重；長 Session 盡量維持 Stable Prefix，提高 Cache Hit；Context 快爆了就做 Compaction；再加上 Session Affinity、Taste、Subagent 隔離這些東西。\n這套思路放到 DeepSeek V4 Flash、GLM-5.3 Flash 這種苦力模型上，價值可能會大一點，模型差一點，Harness 給你補。\n所以我現在會這樣給這幾個 Harness 定位：\nPi，最適合做自己的長期 Agent 基座，簡單、乾淨、隨便魔改。\nOMP，適合真正重度 Coding，需要 LSP、Debugger、複雜 Repo 導航的場景。\nDeepSeek Harness，最適合折騰 Agent 架構、Preset、多 Agent 和下一代 Runtime。\nOpenCode，最適合想要一套成熟通用型多模型 Coding Agent 的人。\nCommand Code，則特別適合 DeepSeek \u002F GLM 這些開放模型的重度用戶，尤其是大量跑 Flash 苦力模型的人。\n所以如果只看長期可塑性，我依然更喜歡 Pi。但如果今天就讓我拿 DeepSeek V4 Flash\u002F GLM-5.3狠狠幹活，我現在真會嚐嚐 Command Code的鹹淡。\n","Pi 極簡、OMP 重裝、DeepSeek Harness 全插件化、OpenCode 均衡，Command Code 專門替模型補位。",{},"highlights\u002Fcommand-code-harness-compare.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2093883062505599424",19500,"EBfeWqlX7Rao8jVyQ2uAOxSijkFfocc0_yvmyao20xk",{"id":3635,"title":3636,"bookmarks":3637,"category":3387,"content":3638,"date":3639,"description":3640,"extension":8,"likes":3641,"locale":10,"meta":3642,"reposts":3643,"stem":3644,"url":3645,"views":3646,"__hash__":3647},"highlights\u002Fhighlights\u002Fcommand-goat-vs-opencode-go.zh-Hant.yml","Command GOAT 與 OpenCode Go 全家桶對比",223,"經常用 Deepseek、GLM 國產模型的朋友們，完全可以看看洋人搞出來的全家桶：\nCommand GOAT 和 OpenCode Go 兩家。\n我把這兩家的 10 美元套餐仔細研究了一下。\n得出結論就是閉眼選 Command GOAT，毋庸置疑，在 2026 年八月底，版本答案就是：\nCommand GOAT 10 美元套餐！！！\nhttps:\u002F\u002Fcommandcode.ai\u002Fdocs\u002Fplans\u002Fgoat\n","2026-08-29","兩家 10 美元套餐逐項研究：閉眼選 Command GOAT，2026 年八月底的版本答案。",219,{},16,"highlights\u002Fcommand-goat-vs-opencode-go.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2093694227452735776",36472,"ZZFdR4K5pYtGb5uXx7fpuU9EJiAtUf-AVZk2c6i-hi0",{"id":3649,"title":3650,"bookmarks":585,"category":3651,"content":3652,"date":3482,"description":3653,"extension":8,"likes":649,"locale":10,"meta":3654,"reposts":3379,"stem":3655,"url":3656,"views":3657,"__hash__":3658},"highlights\u002Fhighlights\u002Fcompany-naming-ai.zh-Hant.yml","用 AI 給公司取名：多換幾種腦子","opc","給大家講講我公司取名的經歷吧。\n\n我是用 GPT 5.5 和 Gemini 3.1 Pro，用這兩個模型經歷了多次的頭腦風暴，想了兩三天都沒想到好名字。\n\n為什麼呢？因為我發現這些模型沒有創新。牠給你的名字選項都是詞藻的堆砌和字的組合。\n\n你提出自己的想法，牠就來回鬼打牆地給你繞來繞去，氣得我高血壓都犯了。\n\n還有一個很大的問題，你好不容易想到幾個比較滿意的名字，打開企查查一看，好傢伙，要嘛被註冊了，要嘛有雷同的。\n\n這裡可以推薦一下阿里巴巴的 88 查，類似於企查查，但是免費，可以用它查查有沒有雷同的名字。\n\n取名字如果不想一直重複，最好取四個字的，思路一定要開闊。\n\n一定要多換幾種模型，換幾種不同的腦子。\n\n可以給 AI 一些好名字作為參考，比如說 DeepSeek 深度求索、ByteDance 字節跳動。\n\n把你認為的好名字，讓 AI 去參考參考。博採眾家之長，才會有牛逼的名字出現。\n","給大家講講我公司取名的經歷吧。",{},"highlights\u002Fcompany-naming-ai.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2070789296647541044",3134,"ZU0Z-nfNNd1XlRYP78sS4ClLR2IW5VG_XPyDIpfWXl4",{"id":3660,"title":3661,"bookmarks":3662,"category":3444,"content":3663,"date":3446,"description":3664,"extension":8,"likes":3665,"locale":10,"meta":3666,"reposts":156,"stem":3667,"url":3668,"views":3669,"__hash__":3670},"highlights\u002Fhighlights\u002Fcoolstate-power-bank.zh-Hant.yml","酷態科 25 號超級電能塊：下鄉辦公良品",50,"有朋友問我，圖裡面的充電寶是什麼牌子？\n\n好了，我要開始推坑了。\n\n這是酷態科 25 號超級電能塊 SE（酷態科就是曾經的紫米）。\n\n140 多塊錢，25000 毫安時，最高 120 瓦輸出，自帶充電線。\n\n可以讓我的 MacBook Air 持續一下午高強度工作。\n\n是星巴克、麥當勞、肯德基、下鄉等場所的辦公良品！\n","有朋友問我，圖裡面的充電寶是什麼牌子？",36,{},"highlights\u002Fcoolstate-power-bank.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2071863868402643280",28478,"1MUe3WwVPS3PmYKHnhSgHdYbFxa67PoPUyXgElmz-wg",{"id":3672,"title":3673,"bookmarks":3379,"category":3387,"content":3674,"date":3362,"description":3675,"extension":8,"likes":3379,"locale":10,"meta":3676,"reposts":3379,"stem":3677,"url":3678,"views":3393,"__hash__":3679},"highlights\u002Fhighlights\u002Fdahuang-ai-tone.zh-Hant.yml","Dahuang AI Tone：先聞得出 AI 味，才知道怎麼去掉","我做了一個有點離譜的 Skill：\n\n**Dahuang AI Tone**\n\n大家都在聊「去 AI 味」。但 AI 味到底是什麼？\n\n它可以做兩件事：\n\n- 把一段正常文字，改成指定模型的 AI 味\n- 反過來指出一段文字哪裡像 AI、像哪種模型腔\n\n它的價值是：\n\n先聞得出 AI 味，才知道怎麼去掉 AI 味。\n\nGitHub：https:\u002F\u002Fgithub.com\u002Frealchendahuang\u002Fdahuang-ai-tone\n","我做了一個有點離譜的 Skill：Dahuang AI Tone",{},"highlights\u002Fdahuang-ai-tone.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2069025354623377580","lN1_1d0Piy10Bw1MVKXbmbsIoiJdHHH1TqtkYqIx9tg",{"id":3681,"title":3682,"bookmarks":3522,"category":3387,"content":3683,"date":3362,"description":3684,"extension":8,"likes":714,"locale":10,"meta":3685,"reposts":151,"stem":3686,"url":3687,"views":3688,"__hash__":3689},"highlights\u002Fhighlights\u002Fdahuang-human-tone.zh-Hant.yml","Dahuang Human Tone：讓天下沒有難讀的 AI 小作文","花了一天的時間，我把「去除文章的 AI 味」這件事情好好研究了一番。\n\n綜合對比了市面上主流的 Humanizer、去 AI 味 Skill、Prompt 方案。\n\n再結合我從 2023 年用大語言模型到現在，被 GPT、Claude、Gemini、豆包各種 AI 味反覆折磨出來的經驗。\n\n做了這個：\n\n**Dahuang Human Tone**\n\n一個面向中文語境的去 AI 味 Skill。\n\n我的願望是：\n\n讓天下沒有難讀的 AI 小作文。\n\nGitHub：https:\u002F\u002Fgithub.com\u002Frealchendahuang\u002Fdahuang-human-tone\n","花了一天的時間，我把「去除文章的 AI 味」這件事情好好研究了一番。",{},"highlights\u002Fdahuang-human-tone.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2069051412240273678",1154,"2hVJZ0BL7V4Wo8QzZCFiWyNrIHNWcrA7jeU6IPu2hF8",{"id":3691,"title":3692,"bookmarks":3693,"category":3387,"content":3694,"date":3695,"description":3696,"extension":8,"likes":3697,"locale":10,"meta":3698,"reposts":3379,"stem":3699,"url":3700,"views":3701,"__hash__":3702},"highlights\u002Fhighlights\u002Fdeepseek-flash-15-projects.zh-Hant.yml","DeepSeek V4 Flash 真的好省錢：15 個項目同時跑",13,"Deepseek V4 Flash真的好智能吶，好省錢吶\n連續開了15個項目，同時在跑代碼。\n額度只消耗了一點點。\n","2026-08-10","連續開 15 個項目同時在跑代碼，額度只消耗了一點點。",83,{},"highlights\u002Fdeepseek-flash-15-projects.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2086610120990200282",28075,"idX7FQjuZPcxqa_WwHev4kf1k6EPERw5BwI8_ncQGg8",{"id":3704,"title":3705,"bookmarks":649,"category":3387,"content":3706,"date":3707,"description":3708,"extension":8,"likes":665,"locale":10,"meta":3709,"reposts":493,"stem":3710,"url":3711,"views":3712,"__hash__":3713},"highlights\u002Fhighlights\u002Fdeepseek-harness-api-bug.zh-Hant.yml","DeepSeek Harness 調第三方 API 報 unknown tool：閘道資料格式問題","DeepSeek Harness + 第三方 API 相容問題：\n\nAgent 呼叫 Bash 等工具時報 `ToolNotFoundError: unknown tool \"\"`，看上去像是工具沒註冊。\n\n實際上是閘道回傳的資料格式跟 DeepSeek 官方不一樣，工具名在中間被弄丟了。\n\n幾個相關的 GitHub Discussions 連結：\n\n- 在 deepseek-ai\u002Fdsh#issues 裡搜尋 \"unknown tool\"\n- 自建閘道（OpenRouter \u002F OneAPI \u002F new-api）的人最容易踩這個坑\n\n排查思路：抓一次完整的 tool_call 請求和回應，對比閘道日誌裡的工具名是不是空字串。\n","2026-08-18","工具名不是真的丟了，是閘道把資料格式弄丟了。",{},"highlights\u002Fdeepseek-harness-api-bug.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2089636108271550484",2463,"UCKCyydXv5yGPV7GUcNMrpzxj2FrEodVd8GgOeVNbn0",{"id":3715,"title":3716,"bookmarks":3717,"category":3387,"content":3718,"date":3719,"description":3720,"extension":8,"likes":3721,"locale":10,"meta":3722,"reposts":723,"stem":3723,"url":3724,"views":3725,"__hash__":3726},"highlights\u002Fhighlights\u002Fdeepseek-harness-preset-concept.zh-Hant.yml","DeepSeek Harness 的 Preset 概念：Agent 的分發單位",77,"最近研究 DeepSeek Harness。有一個叫做 Preset 的概念值得關注。\n\nPreset 可以理解為 Agent 的分發單位。同一個模型載入不同的 Preset，最後可以變成完全不同的 Agent。\n\nPreset 和 Skill 最大的區別是什麼？\n\n- 一個財報分析 Skill：教 Agent 怎麼分析財報。\n- 一個財報分析 Preset：直接把財報分析 Skill、網頁搜尋、Browser、PDF、Python、Subagents、研究 Prompt 和上下文策略全部組合好，直接給你一個開箱可用的 Agent。\n\n未來很可能會同時出現兩層市場。\n\n- 一層是 Plugin \u002F Skill Marketplace，主要給開發者和進階使用者組 Agent；\n- 一層是 Preset \u002F Agent Marketplace，真正面向一般使用者。\n\n這其實已經很接近 App Store 的邏輯。App Store 展示的是一個完整的 App。Preset 展示的是完整的 Agent 應用。\n\n過去大家會分享 Prompt。後來開始分享 Skill。後面很可能就是要分享 Preset 了。\n","2026-08-17","同一個模型載入不同的 Preset，就能變成完全不同的 Agent。",86,{},"highlights\u002Fdeepseek-harness-preset-concept.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2089206966015176725",39454,"mh-FlR4Z1AlpeaAHjIECBzxPW9HlugvWg_HeojJMNO8",{"id":3728,"title":3729,"bookmarks":3730,"category":3387,"content":3731,"date":3719,"description":3732,"extension":8,"likes":3733,"locale":10,"meta":3734,"reposts":3735,"stem":3736,"url":3737,"views":3738,"__hash__":3739},"highlights\u002Fhighlights\u002Fdeepseek-harness-preset-marketplace.zh-Hant.yml","DeepSeek Harness 的生態很可能透過 Preset 繁榮起來",158,"DeepSeek Harness 的生態很有可能透過 Preset 繁榮起來。\n\n社群已經出現了 Preset 廣場，有興趣的朋友可以關注一下。\n\n入口：[dshdesktop.com\u002Fpreset](https:\u002F\u002Fwww.dshdesktop.com\u002Fpreset\u002F)\n","社群已經出現了 Preset 廣場。",122,{},22,"highlights\u002Fdeepseek-harness-preset-marketplace.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2089207528869732438",34524,"XTs-Oc5msQMCYFKwuHaSRRRfSKLbwZ8ojS_jQQWhez0",{"id":3741,"title":3742,"bookmarks":3735,"category":3387,"content":3743,"date":3744,"description":3745,"extension":8,"likes":3746,"locale":10,"meta":3747,"reposts":156,"stem":3748,"url":3749,"views":3750,"__hash__":3751},"highlights\u002Fhighlights\u002Fdeepseek-harness-ptc-mode.zh-Hant.yml","用 DeepSeek Harness 一定要多試 PTC 模式","這篇文章告訴我們，在使用Deepseek Harness的時候，一定要多試試PTC模式。\n好處就是速度更快，更節省token，讓模型的注意力更加專注。\n","2026-08-16","速度更快、更省 token，讓模型的注意力更加專注。",20,{},"highlights\u002Fdeepseek-harness-ptc-mode.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2088839148635664394",7389,"7HfkGjaNWweJZWzpjzRaJaZHDwagX0H8-wixPRNhjQQ",{"id":3753,"title":3754,"bookmarks":714,"category":3387,"content":3755,"date":3707,"description":3756,"extension":8,"likes":3746,"locale":10,"meta":3757,"reposts":3379,"stem":3758,"url":3759,"views":3760,"__hash__":3761},"highlights\u002Fhighlights\u002Fdeepseek-harness-state.zh-Hant.yml","DeepSeek Harness 現況：15 萬 Star 仍是 Developer Preview","我最近又翻了一遍 DeepSeek Harness 的倉庫和 Discussions，感覺這個專案現在正處在一個很有意思的階段：\n\nDeepSeek Harness 目前已經有 15 萬+ Star、倉庫累計超過 1.2 萬次 Commit。\n\n但官方 README 依然非常明確地寫著：現在只是 Developer Preview，還會發生破壞相容性的改動。\n\nrc.7 於 8 月 17 日發布。Issues 和 PR 限制建立，回饋走 Discussions。\n\n社群很大但核心開發集中。Bug 頻出，比如 unknown tool \"\" 問題。\n\n最缺的是測試覆蓋、Provider 相容性、會話可靠性。\n\n架構上還是有吸引力的，像 Agent 作業系統底座：\n\n- Everything is a Plugin\n- Cordis 組合架構\n- Preset \u002F Skill \u002F MCP \u002F Agent \u002F Provider 全部外掛化\n\n專案現在處在「影響力超前於工程能力」的階段。\n","影響力跑在工程能力前面，外圍生態擴張非常快。",{},"highlights\u002Fdeepseek-harness-state.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2089642236413985278",6466,"nv6E65OQRyfJSAuXprLVVhDKjzHTtQg4UtjhBnP38eg",{"id":3763,"title":3764,"bookmarks":3379,"category":3387,"content":3765,"date":3446,"description":3766,"extension":8,"likes":493,"locale":10,"meta":3767,"reposts":3379,"stem":3768,"url":3769,"views":3770,"__hash__":3771},"highlights\u002Fhighlights\u002Fdeepseek-profit-margin.zh-Hant.yml","冷知識：DeepSeek API 利潤率 545%","講一個冷知識，大家可能以為 DeepSeek 在虧本賣 token。\n\n它的 API 雖然賣得便宜，但是官方提到過這一塊的利潤率是 545%！！！\n\n所以 DeepSeek 不僅是賽博 AI 菩薩，而且技術超強。\n\n原文見：[DeepSeek Open Infra Index](https:\u002F\u002Fgithub.com\u002Fdeepseek-ai\u002Fopen-infra-index\u002Fblob\u002Fmain\u002F202502OpenSourceWeek\u002Fday_6_one_more_thing_deepseekV3R1_inference_system_overview.md)\n","講一個冷知識，大家可能以為 DeepSeek 在虧本賣 token。",{},"highlights\u002Fdeepseek-profit-margin.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2071961851399897315",412,"mfVontZKezDqHy39dV5YJbfxNRrumX5pbhRCpXmEKuA",{"id":3773,"title":3774,"bookmarks":698,"category":3387,"content":3775,"date":3375,"description":3776,"extension":8,"likes":665,"locale":10,"meta":3777,"reposts":3379,"stem":3778,"url":3779,"views":3780,"__hash__":3781},"highlights\u002Fhighlights\u002Fdoubao-voice-rewrite.zh-Hant.yml","用豆包語音複述：洗稿少 AI 味的小技巧","給大家分享一個洗稿的小技巧。\n\n可以用豆包輸入法語音轉文字。\n\n一邊看著需要整理的稿子。\n\n一邊口述，把它按照自己的話複述出來。\n\n這樣的 AI 味更少。\n\n效率還高，還不花錢，還不用充會員。\n\n在任何場合都能隨時隨地語音輸入，提高輸出效率。\n","給大家分享一個洗稿的小技巧。",{},"highlights\u002Fdoubao-voice-rewrite.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067231835051180134",1367,"ApSGI6g6NKmuE3Fm859ElToXnqZ7aDDX-1iXleD3Mow",{"id":3783,"title":3784,"bookmarks":3785,"category":3387,"content":3786,"date":3787,"description":3788,"extension":8,"likes":3456,"locale":10,"meta":3789,"reposts":165,"stem":3790,"url":3791,"views":3792,"__hash__":3793},"highlights\u002Fhighlights\u002Fdsh-four-modes.zh-Hant.yml","DeepSeek Harness 四種模式詳解",60,"花了點時間研究一下 DeepSeek Harness 這四種模式，我把四種模式的優缺點和適用場景捋一下。\n1. Standard：最適合日常開發\nStandard 就是 DeepSeek Harness 預設的完整 Coding Agent。它把日常開發需要的東西基本都配齊了，特別適合那種一開始並不知道問題在哪裡，需要 Agent 自己探索的任務。\n但因為大量操作都是：LLM → Tool → LLM → Tool → LLM → Tool，任務複雜以後，Tool Calling 的 round trip 會越來越多，延遲和 Token 開銷都會上去。\n所以探索性任務優先 Standard。\n2. PTC：複雜任務的效率模式\nPTC 允許模型寫一段 TypeScript，把多個工具呼叫組合起來一次執行。\n例如 Standard 可能是：搜尋檔案 → 回模型 → 讀檔案 → 回模型 → 搜尋 → 回模型 → 修改 → 回模型\nPTC 可以變成：模型寫 TypeScript → 一次執行 → 搜尋 + 迴圈 + 過濾 + 讀取 + 處理 → 回傳最終結果\n這可以減少 round trip，也可以減少大量無意義的中間資料進入模型 Context。所以大量批次處理、重複操作、結構化處理特別適合 PTC。\n3. Minimal：只給模型 Bash + Editor\n它最大的優點就是簡單。工具數量少，Tool Schema 少，Prompt 固定開銷低。\n但是沒有 Web，沒有 Skills，沒有 Subagent，沒有 Workflow。複雜任務只能一個 Agent 自己硬幹。而且 Minimal 沒有 Standard 那套完整的 Context Compaction。所以它雖然短任務固定 Token 開銷低，但如果 Session 特別長、Bash 輸出特別多，反而未必真的省 Token。\n因此 Minimal 最適合明確的小任務，任務越明確、越短，Minimal 越香。\n4. Creator：用 Agent 創造 Agent\n擁有 Standard + Cordis Runtime + Plugin 實驗 + Preset 創作能力。它連 Agent 本身都做成了可以組合和創建的東西。\n想想還挺可愛的，模型自己支了個攤子開始賣貨，然後自己把自己的攤子擺弄擺弄，自給自足。\n但 Creator 最大的問題也是權限高。這一點要注意。\n","2026-08-15","Standard 適合日常開發，PTC 是複雜任務的效率模式，Minimal 做明確小任務，Creator 用 Agent 創造 Agent。",{},"highlights\u002Fdsh-four-modes.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2088643296021401829",10151,"J-oLakQOvjklDHLxlhe_F_6gLV2ifnOykGOHC922QVQ",{"id":3795,"title":3796,"bookmarks":3746,"category":3387,"content":3797,"date":3798,"description":3799,"extension":8,"likes":3800,"locale":10,"meta":3801,"reposts":156,"stem":3802,"url":3803,"views":3804,"__hash__":3805},"highlights\u002Fhighlights\u002Fdsh-web-ui-form.zh-Hant.yml","DeepSeek Harness 的形態很好","我覺得 Deepseek Harness 它的形式非常好。\n沒有一上來就搞反人類的 TUI，反而是 Web UI。\n首先它的安裝包不會很大，因為它根本就沒有安裝包。不會用某些 Electron 框架硬塞一個瀏覽器引擎進去。就非常的節省儲存。\n唯一的缺點就是要在瀏覽器裡用。其實完全可以把它作為 PWA 的程式安裝起來。這樣就跟原生客戶端沒啥區別了。\n使用 Chrome 瀏覽器把網頁端作為應用程式安裝，是一個非常實用的功能。比如我這個截圖裡，它雖然是一個網頁，但是實際跟桌面端的應用程式用起來沒什麼區別。\n","2026-08-13","不搞反人類 TUI，上來就是 Web UI；沒有安裝包，不硬塞瀏覽器引擎，省儲存。",101,{},"highlights\u002Fdsh-web-ui-form.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2087903125302862187",53961,"jEXkuxXr2zhzA0GPKtvX_dva5AMC0RbEMjviGVFfCNU",{"id":3807,"title":3808,"bookmarks":3379,"category":3373,"content":3809,"date":3707,"description":3810,"extension":8,"likes":563,"locale":10,"meta":3811,"reposts":3379,"stem":3812,"url":3813,"views":3814,"__hash__":3815},"highlights\u002Fhighlights\u002Femotion-as-organization-fuel.zh-Hant.yml","情緒的價值是很有價值的","我現在越來越覺得情緒的價值是很有價值的。\n\n我們智人為什麼能團結在一起去幹大事？\n\n就是因為共同相信某種故事、某種情緒、某種圖騰、某種神話、某種敘事，才形成了組織，互相合作，做大做強，共創輝煌。\n\n這難道不是一種情緒的價值嗎？\n","智人能團結起來做大事，靠的是共同相信某種故事和情緒。",{},"highlights\u002Femotion-as-organization-fuel.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2089718586109743218",475,"ZkkLPDJfVtLjOpqnpwGi2djKdVZAq1AVAk-YJX0A4q8",{"id":3817,"title":3818,"bookmarks":3377,"category":3504,"content":3819,"date":3820,"description":3821,"extension":8,"likes":3822,"locale":10,"meta":3823,"reposts":151,"stem":3824,"url":3825,"views":3826,"__hash__":3827},"highlights\u002Fhighlights\u002Ffeedsieve-33-monsters.zh-Hant.yml","開著福濾娃刷怪：一個熱帖抓到 33 個福娃","開著福濾娃插件，沒事就去熱帖的留言區刷刷怪，還挺治癒的。\n剛剛抓到一個熱帖刷到了33個福娃怪。\n一鍵封鎖全部！！！\n","2026-09-06","沒事去熱帖留言區刷刷怪，抓到 33 個垃圾帳號，一鍵封鎖全部。",33,{},"highlights\u002Ffeedsieve-33-monsters.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2096582832508510650",7360,"BWUhrDV2auOamdJlVqOjXJGxcXv1kNFpOv0VdFinws8",{"id":3829,"title":3830,"bookmarks":3831,"category":3444,"content":3832,"date":3820,"description":3833,"extension":8,"likes":3834,"locale":10,"meta":3835,"reposts":3836,"stem":3837,"url":3838,"views":3839,"__hash__":3840},"highlights\u002Fhighlights\u002Ffeedsieve-chrome-launch.zh-Hant.yml","福濾娃正式上架 Chrome 商店",999,"經過多輪的迭代，黃推清理大師——福濾娃正式上架 Chrome 商店了。\n一鍵拉黑垃圾帳號的快感誰不想體驗一下呢\n兄弟們，可以放心衝！\n","黃推清理大師——福濾娃上線 Chrome 商店，一鍵拉黑垃圾帳號，全端同步消失。",958,{},138,"highlights\u002Ffeedsieve-chrome-launch.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2096514808975970337",181959,"HSUQ02G5JLaAqqeV2-koxl9NuRd93yX66NYuawee6kI",{"id":3842,"title":3843,"bookmarks":3503,"category":3504,"content":3844,"date":3615,"description":3845,"extension":8,"likes":3822,"locale":10,"meta":3846,"reposts":151,"stem":3847,"url":3848,"views":3849,"__hash__":3850},"highlights\u002Fhighlights\u002Ffeedsieve-dev-journey.zh-Hant.yml","被「福不黑」惹毛，我寫了福濾娃","最近被「福不黑」這種垃圾帳號給搞得煩了。\n一怒之下寫了一個瀏覽器擴充功能，叫做「福濾娃」。\n迭代了好幾個版本以後，我覺得已經完美了，馬上就要上線了。\n有需要的朋友們可以 mark 一下，稍後我會開源並上架 Chrome 商店。\n","一怒之下寫了瀏覽器擴充功能，迭代幾個版本後即將開源上架。",{},"highlights\u002Ffeedsieve-dev-journey.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2094034646350930333",169487,"O__-SpS-eaFK-1NiWVKpPCQ5WHMcnKABnfhBDeFTwZo",{"id":3852,"title":3853,"bookmarks":649,"category":3504,"content":3854,"date":3855,"description":3856,"extension":8,"likes":3857,"locale":10,"meta":3858,"reposts":3379,"stem":3859,"url":3860,"views":3861,"__hash__":3862},"highlights\u002Fhighlights\u002Ffeedsieve-spam-evolution.zh-Hant.yml","福娃開始變種了？即時更新名單，打的就是精銳","這幫福娃開始變種了？\n發的這些垃圾帖子，跟以前不一樣了，\n沒關係，我們會即時更新這種名單，即時的去學習這樣的指紋。\n老子打的就是精銳！\n","2026-09-07","垃圾帳號換了發帖指紋，FeedSieve 即時學習新指紋，即時更新名單。",43,{},"highlights\u002Ffeedsieve-spam-evolution.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2096958383379423600",5225,"NaFCG9uzpQ3ageY2VwhzWm-490K0ve7ViuPjjKVNlK4",{"id":3864,"title":3865,"bookmarks":3866,"category":3444,"content":3867,"date":3446,"description":3868,"extension":8,"likes":3869,"locale":10,"meta":3870,"reposts":3487,"stem":3871,"url":3872,"views":3873,"__hash__":3874},"highlights\u002Fhighlights\u002Ffirefox-free-vpn.zh-Hant.yml","Firefox 每月免費 50G VPN",2205,"厚禮蟹！我才知道 Firefox 瀏覽器為每個使用者提供了每月免費 50G 的 VPN 流量。\n\n對於先有雞、先有蛋的尷尬場景，非常有幫助。\n\n使用方法：\n\n1. 在網址列輸入 `about:config`\n2. 進入進階偏好設定，點顯示全部\n3. 搜尋輸入 `browser.ipProtection.enabled`\n4. 將該條目的值切換為 true\n","厚禮蟹！我才知道 Firefox 瀏覽器為每個使用者提供了每月免費 50G 的 VPN 流量。",1604,{},"highlights\u002Ffirefox-free-vpn.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2071963210689970673",165468,"UIpU5Vk2mvfAA_iyn7QPxJXrJl4cn9ASHPiqopTPKLs",{"id":3876,"title":3877,"bookmarks":3878,"category":3360,"content":3879,"date":2487,"description":3880,"extension":8,"likes":3881,"locale":10,"meta":3882,"reposts":3377,"stem":3883,"url":3884,"views":3885,"__hash__":3886},"highlights\u002Fhighlights\u002Fflaremo-cloudflare-notes.zh-Hant.yml","FlareMo：基於 Cloudflare 原生技術棧的筆記軟體",169,"基於 Cloudflare 技術棧原生開發的筆記軟體——FlareMo。\n\n註冊一個免費的 Cloudflare 帳號，部署完以後就可以擁有 10G 檔案儲存、5G 資料儲存。\n\n永久免費，裝備不花一分錢，流量不花一分錢，資料多地備份，天生自帶高可用機制。\n\n24 小時隨時隨地在雲端服務，完全相容 Memos 生態。\n\n當時開發進度：花了一天完成整體基本功能搭建，已經完全可用。\n\n後續會補充更多使用部署教學、工程化測試案例、AI Agent 相關技術，以及多端支援。Build in public。\n","基於 Cloudflare 技術棧原生開發的筆記軟體——FlareMo。",137,{},"highlights\u002Fflaremo-cloudflare-notes.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2071232962520285429",16697,"_P8vZJ2MMUaykYx0Gf3ucwRU9vxy6TVtUCMWrSfUy5E",{"id":3888,"title":3889,"bookmarks":151,"category":3360,"content":3890,"date":3482,"description":3891,"extension":8,"likes":493,"locale":10,"meta":3892,"reposts":493,"stem":3893,"url":3894,"views":3895,"__hash__":3896},"highlights\u002Fhighlights\u002Fflaremo-why.zh-Hant.yml","為什麼做 FlareMo：隨手記下，慢慢長成知識","想找一個「隨手記下、慢慢長成知識」的工具。\n\n想要 Flomo 那種開箱即記、不打擾的靈感收集；\n\n想要 Memos 那種成熟開源生態、資料可遷移、API 能玩；\n\n又不想再開一台 VPS、維護 Docker、Postgres、Node 常駐程式。\n\n那怎麼辦。FlareMo 的做法是把 Memos 的資料模型和 API 當成「規範」，把整個執行環境重搭到 Cloudflare 上：\n\nWorkers 跑 API、D1 存筆記、R2 放附件、Queues\u002FCron 跑背景任務、Vectorize + Workers AI 留給日後的語意搜尋和 AI 工作流。\n\n站在 Memos 的肩膀上，做一份長在邊緣雲上的個人知識庫。\n","想找一個「隨手記下、慢慢長成知識」的工具。",{},"highlights\u002Fflaremo-why.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2070807195332297205",265,"mXZL-Ibm39lh3PhATdCP_RpqIWV67CAzJ9VcfxS19ME",{"id":3898,"title":3899,"bookmarks":3469,"category":3504,"content":3900,"date":3901,"description":3902,"extension":8,"likes":3903,"locale":10,"meta":3904,"reposts":563,"stem":3905,"url":3906,"views":3907,"__hash__":3908},"highlights\u002Fhighlights\u002Ffomo-fear-missing-out.zh-Hant.yml","刷到好東西就想收藏？這是 FOMO","給大家介紹一個概念，叫 FOMO，全稱 Fear of Missing Out，錯失恐懼。\n相信很多人都有這個毛病：刷到好東西就想收藏，看到新工具、新趨勢就想跟，總覺得不跟上就會錯過什麼重要的東西。結果就是收藏夾越來越滿，腦子越來越亂，注意力就在這個過程中一點一點被消耗掉了。\n","2026-07-23","介紹 FOMO 錯失恐懼這個概念。",34,{},"highlights\u002Ffomo-fear-missing-out.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2080265527151517777",2607,"GDh58fo9YvdbyfhYgdO2TXB7MlMZi4ncB9ipr4nUcng",{"id":3910,"title":3911,"bookmarks":628,"category":3373,"content":3912,"date":3432,"description":3913,"extension":8,"likes":3914,"locale":10,"meta":3915,"reposts":563,"stem":3916,"url":3917,"views":3918,"__hash__":3919},"highlights\u002Fhighlights\u002Fgeek-arrogance-tui.zh-Hant.yml","極客的孤芳自賞：把難受當高級","說真的，有些極客群體已經不是小眾那麼簡單了，是徹底的孤芳自賞。\n他們最典型的特徵就是：把難受當高級，把門檻當品味。\n一個東西如果好用、直觀、普通人也能快速上手，他們就會下意識覺得不夠硬核、太大眾、掉價。\n反過來，越是操作彆扭、資訊藏得深、需要專門學一套黑話和快捷鍵的東西，他們就越覺得這才叫真正的工具。\n這已經不是在追求效率了，這是在用痛苦來確認自己的身分。\n我能忍受別人忍受不了的互動——這句話一出口，優越感就有了。\n圈子越小，這種自我感動就越容易互相強化。\n最後演變成：誰敢說不好用，誰就是不懂，誰就是外行。\n真正厲害的人，是把複雜的事情變簡單。而有些極客，是把簡單的事情搞複雜，然後站在複雜上面俯視別人。\n","把門檻當品味；好用、直觀、普通人能上手的東西，反而被覺得不夠硬核、掉價。",56,{},"highlights\u002Fgeek-arrogance-tui.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2087949970083389490",7066,"INkMog1tfoAmjXm-_KWzU8wk_p5hlHjhGf6vY32zHPc",{"id":3921,"title":3922,"bookmarks":3503,"category":3387,"content":3923,"date":3855,"description":3924,"extension":8,"likes":3857,"locale":10,"meta":3925,"reposts":563,"stem":3926,"url":3927,"views":3928,"__hash__":3929},"highlights\u002Fhighlights\u002Fgemini-us-soybean-recap.zh-Hant.yml","Gemini 美國大豆包口碑總結：瑞士軍刀，不是工程機床","大家針對Gemini美國大豆包的評價非常的乾貨滿滿，我給留言區觀點做了一些簡單的總結：\n很多人覺得Gemini不好用，核心原因在於誤把它的定位當成了主力工程機床。\n事實上，它的定位更像一把功能齊全的瑞士軍刀：輕快、多能、邊際成本極低，但在複雜工程和自主執行上有著明確的邊界。\n在信息輸入端，原生解析 YouTube 是目前最省心的能力之一。不需要在本地配置下載腳本或轉錄工具，直接提交連結，就能在雲端提取帶時間戳的完整文字稿、關鍵幀擷取與結構化摘要。\n很多人的實際工作流已經形成了清晰分工：用 Grok 跟蹤 X 上的即時討論與動態，用 Gemini 處理半小時以上的技術播客和深度視頻。\n在視覺與前端開發場景中，它的多模態底子很紮實。無論是整頁手寫筆記、複雜表格還是低清晰度掃描件，識別準確率都非常高，較少憑空捏造。\n而在前端出原型時，它的速度極快，代碼結構自然，沒有那種刻板冗餘的生成痕跡。\n不少獨立開發者會用固定提示詞讓它單頁生成幻燈片結構，或是配合設計截圖快速產出可用頁面。\n從成本和工具鏈組合來看，它的生態賬算得很划算。每月 20 美元的訂閱支持最多 6 人家庭組共享，同時附帶數TB 的 Google Drive 空間，並且與 Docs、Sheets 深度打通。\n把查資料、多模態解析和輕量頁面搭建分流給它，再把核心複雜代碼交給專門的代碼模型，可以有效壓低整體的開發工具開銷。\n還有幾個被驗證有效的進階用法：\n一是利用它相對直接的邏輯偏好，讓它去審查其他大模型容易出現的過度設計與冗餘代碼；\n二是配合 NotebookLM 搭建專注特定資料的私有知識庫；\n三是將高級額度分配給語音合成與圖像處理等衍生需求。\n但使用時必須清楚它的能力邊界。\n第一，它不適合承擔複雜的終端 Agent 任務，要求其修改系統規則、部署環境時，往往容易拒絕執行或不遵循多步指令；\n第二，深層業務代碼必須由其他主力模型交叉複審，避免埋下隱性缺陷；第三，它對訪問網絡環境較為敏感，節點質量不穩定時容易遇到服務限制或體驗降級。\n","留言區觀點彙總：YouTube 解析、前端原型、家庭組成本真香，複雜終端 Agent 是硬傷。",{},"highlights\u002Fgemini-us-soybean-recap.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2096645820246630867",10056,"KaPaFSfRaA8pHIQuuzSxP_pUBTlxuu8WR63pY7_D1OY",{"id":3931,"title":3932,"bookmarks":3662,"category":3387,"content":3933,"date":3820,"description":3934,"extension":8,"likes":3935,"locale":10,"meta":3936,"reposts":585,"stem":3937,"url":3938,"views":3939,"__hash__":3940},"highlights\u002Fhighlights\u002Fgemini-use-cases.zh-Hant.yml","大家用 Gemini 都在幹什麼？","好奇大家用美國大豆包 Gemini 都在幹什麼？\n我感覺大多數人有了 Codex，平時根本用不上美國大豆包。\n想知道它的優點到底是什麼？\n","有了 Codex 之後，美國大豆包 Gemini 到底還有什麼用武之地？",70,{},"highlights\u002Fgemini-use-cases.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2096559458633875733",110189,"vqq-fv1Apy2M8wFN_KrhU8nfYIxrkLpUtKCm4CodP38",{"id":3942,"title":3943,"bookmarks":3379,"category":3504,"content":3944,"date":3482,"description":3945,"extension":8,"likes":151,"locale":10,"meta":3946,"reposts":3379,"stem":3947,"url":3948,"views":3949,"__hash__":3950},"highlights\u002Fhighlights\u002Fgod-museum-concept.zh-Hant.yml","God-Museum · 眾神博物館：把東西神譜塞進同一個宇宙","東西神話圖鑑的名字想好了——God-Museum · 眾神博物館：\n\n把《山海經》《西遊記》、古希臘、北歐、古埃及這幾套互不相干的神譜塞進同一個宇宙裡，讓它們不打架。\n\n同一個雷電法則，在希臘叫宙斯、在東方叫雷震子；\n\n同一場大洪水，東方人記得是女媧補天，希伯來人記得是諾亞方舟。\n\n認真追問下去，整個神話世界就得重排一遍。\n\n線上體驗：https:\u002F\u002Fchendahuang.com\u002Fgod-museum\u002F\n","東西神話圖鑑的名字想好了——God-Museum · 眾神博物館",{},"highlights\u002Fgod-museum-concept.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2070832316063305798",456,"QVQ9kqAvhCmZsjJEAEdR58fsx4yC6hBwZt-5nl1nzRM",{"id":3952,"title":3953,"bookmarks":3954,"category":3387,"content":3955,"date":3956,"description":3957,"extension":8,"likes":3665,"locale":10,"meta":3958,"reposts":3379,"stem":3959,"url":3960,"views":3961,"__hash__":3962},"highlights\u002Fhighlights\u002Fgpt-56-luna-price-drop.zh-Hant.yml","OpenAI 殺瘋了：GPT-5.6-Luna 降價 80%",14,"我真的服了，OpenAI 殺瘋了。GPT-5.6-Luna 降價 80%，輸入 0.2 美金，輸出 1.2 美金，快取命中 0.02 美金。\n拿 DeepSeek V4 Pro 來比，以寫程式的典型用量來算，一億 tokens 裡 95% 命中快取，DeepSeek 跑下來大概人民幣 20 塊，Luna 大概 26 塊。\n如果你開了 Codex 套餐，跑 Luna 能頂原本五倍的量，整整五倍用量提升！ https:\u002F\u002Ft.co\u002FfBVVfyN2OC\n","2026-07-31","GPT-5.6-Luna 降價 80%，輸入 0.2 美金、輸出 1.2 美金。",{},"highlights\u002Fgpt-56-luna-price-drop.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2083028665949212702",20262,"CnXdlisOUJ_qi6kgt9GPtm9A1VcuTRzqXg-6OAC0aDM",{"id":3964,"title":3965,"bookmarks":3379,"category":3387,"content":3966,"date":3506,"description":3967,"extension":8,"likes":156,"locale":10,"meta":3968,"reposts":3379,"stem":3969,"url":3970,"views":3971,"__hash__":3972},"highlights\u002Fhighlights\u002Fgpt5-ui-redundant-copy.zh-Hant.yml","GPT-5 這一代的通病：把內部需求寫在 UI 文案上","說得太精闢了，這個就是 GPT-5 這一代的通病：\n\n總是會把內部需求寫在介面文案上，來證明自己的工作量。證明自己：喔，我確實做了，你看我厲害吧，我沒有偷懶喔，我把你所有的需求都擺在檯面上了喔。\n\n而且介面上的文案非常冗餘。從 5.0 迭代到 5.6，整整迭代了這麼多代，還是沒有改掉這個問題，已經深入骨髓了。\n\n真正做過前端產品的人都懂：\n\n- 介面上無論小字還是大字，都是寫給使用者的文案\n- 該在聊天裡回饋給開發者的文字，絕不應該寫進產品裡\n\n但它不只文案寫得爛，還經常把內部回饋寫進產品裡來「展示」它確實做了什麼事情。\n","介面文案冗餘的根源，是它根本沒把面向使用者的文字和面向開發者的回饋分開。",{},"highlights\u002Fgpt5-ui-redundant-copy.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2087349882101370909",1537,"gVRtFQBc8YbO6517EDTAkAkRXusEI0X6oxX4zJSILgU",{"id":3974,"title":3975,"bookmarks":563,"category":3976,"content":3977,"date":3345,"description":3978,"extension":8,"likes":3979,"locale":10,"meta":3980,"reposts":3379,"stem":3981,"url":3982,"views":3983,"__hash__":3984},"highlights\u002Fhighlights\u002Fgrowth-be-useful.zh-Hant.yml","漲粉最快的方法：讓別人覺得不追蹤是損失","growth","在 X 上漲粉最快的方法，就是持續讓別人覺得：\n\n不追蹤你，是他的損失。\n\n把自己變成一個持續對別人有用的人。\n","在 X 上漲粉最快的方法，就是持續讓別人覺得：",55,{},"highlights\u002Fgrowth-be-useful.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067008273606455358",4604,"mO9Hy4Rt1gR8-1N2euhJeTIna9VqniukffjYPbF3t5Q",{"id":3986,"title":3987,"bookmarks":3746,"category":3976,"content":3988,"date":3555,"description":3989,"extension":8,"likes":3990,"locale":10,"meta":3991,"reposts":493,"stem":3992,"url":3993,"views":3994,"__hash__":3995},"highlights\u002Fhighlights\u002Fgrowth-day7-altruism.zh-Hant.yml","經營第 7 天突破 2000 追蹤：核心就一個字，利他","經營第 7 天突破 2000 追蹤者，簡單回顧一下。\n\n核心就一個字：利他。\n\n我主要分享了兩類乾貨：\n\n- macOS 重度使用軟體清單（48k 閱讀）\n- Cloudflare 免費額度表 + Playbook（在 X 上數據不錯，還被老哥搬運洗稿到知乎，竟然也拿到好幾百個收藏）\n- 還有 OPC 一人公司資源推薦（38k 閱讀）\n\n沒想著怎麼漲粉，就是把研究透徹的東西整理好、免費給出去。結果反而漲得更快。\n\n之後繼續輸出這類實用內容。感謝大家的支持。\n","經營第 7 天突破 2000 追蹤者，簡單回顧一下。",32,{},"highlights\u002Fgrowth-day7-altruism.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2068755833903878535",4288,"yG1KHAuyCmdXWz3vLmVAm91Sc1Dz-xqNS3E6hRvhQK0",{"id":3997,"title":3998,"bookmarks":3999,"category":3387,"content":4000,"date":4001,"description":4002,"extension":8,"likes":4003,"locale":10,"meta":4004,"reposts":165,"stem":4005,"url":4006,"views":4007,"__hash__":4008},"highlights\u002Fhighlights\u002Fharness-selection-map.zh-Hant.yml","Coding Agent 選型格局",113,"我目前的格局是這樣的。\n如果是中國大陸的模型，就推薦掛上 ZCode（DeepSeek V4 Flash、GLM 5.3 Flash 這種模型）。\n如果是 GPT，就直接用 Codex。\n如果想要速度快，就用 Pi。\n如果既要速度快、又要省心，就用 OMP。\n如果想幫企業做客製化的用戶端開發，就用 DSH。\n如果想鍛鍊脾氣，就用 Workbuddy。\n","2026-09-01","中國大陸的模型掛 ZCode，GPT 用 Codex，求快用 Pi，又快又省心用 OMP，企業客製用 DSH，想鍛鍊脾氣用 Workbuddy。",115,{},"highlights\u002Fharness-selection-map.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2094587665786233213",29233,"Cvnz_3-kYTThMst-EgBuAqUjXu2vB6wqoiIJLyCKxL4",{"id":4010,"title":4011,"bookmarks":3503,"category":3651,"content":4012,"date":4013,"description":4014,"extension":8,"likes":4015,"locale":10,"meta":4016,"reposts":585,"stem":4017,"url":4018,"views":4019,"__hash__":4020},"highlights\u002Fhighlights\u002Fherdr-pi-workflow.zh-Hant.yml","herdr + pi 打造的工作流，值得好好研究","每次看到Pi Agent的相關的項目，就感覺很興奮。\nherdr+pi 打造出來的工作流，值得好好研究研究。\n","2026-08-11","每次看到 Pi Agent 相關的項目就興奮，herdr+pi 的工作流尤其值得深挖。",37,{},"highlights\u002Fherdr-pi-workflow.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2086978997464998393",8038,"qNJH4BgWnR-ygppOMJy9S4a3pcf_BEGubjgM3eB3PXM",{"id":4022,"title":4023,"bookmarks":3379,"category":3387,"content":4024,"date":2487,"description":4025,"extension":8,"likes":563,"locale":10,"meta":4026,"reposts":3379,"stem":4027,"url":4028,"views":4029,"__hash__":4030},"highlights\u002Fhighlights\u002Fhuman-judge-ai-amplify.zh-Hant.yml","人負責判斷，AI 負責放大","人負責判斷。AI 負責放大。\n\n人的注意力是有限的。人只負責最關鍵的那一部分判斷。\n\n一定要把有限的注意力分配在有價值的地方，讓 AI 去做更多雜事。\n\n這就是 AI 工作流存在的意義。\n\n讓 AI 工作流把雜事全部包下來，人負責最終的判斷——最有價值、最核心、最接近最終目標的那種審核，或是結果的驗收。\n\n這是我很想達成的一種狀態。我最近也在研究這些工作流。\n","人負責判斷。AI 負責放大。",{},"highlights\u002Fhuman-judge-ai-amplify.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2071228435423465542",366,"uk-QHZrcVWoNgnsPcDWP_UtKD5lC5VrLVX4jZ4q8urY",{"id":4032,"title":4033,"bookmarks":3379,"category":3504,"content":4034,"date":4035,"description":4036,"extension":8,"likes":165,"locale":10,"meta":4037,"reposts":3379,"stem":4038,"url":4039,"views":4040,"__hash__":4041},"highlights\u002Fhighlights\u002Findependent-dev-path.zh-Hant.yml","最有價值的是獨立開發者的來時路","雖然最吸引人的是獨立開發者的收入\n\n但對我們普通人來說，最有價值的還是獨立開發者的來時路\n","2026-07-01","雖然最吸引人的是獨立開發者的收入",{},"highlights\u002Findependent-dev-path.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2072365372544815448",559,"8pNLsZTawBFj7KpbBWP-y8IuEiJNvqnSVPWZxY5P0pg",{"id":4043,"title":4044,"bookmarks":4045,"category":3504,"content":4046,"date":3362,"description":4047,"extension":8,"likes":4048,"locale":10,"meta":4049,"reposts":4050,"stem":4051,"url":4052,"views":4053,"__hash__":4054},"highlights\u002Fhighlights\u002Findie-dev-stack-2026.zh-Hant.yml","2026 獨立開發 APP 的最佳實踐：先 Web+PWA",414,"分享給大家我一年多血淚換來的獨立開發踩坑經驗。\n\n2026 年，獨立開發者想開發 APP，最佳實踐是：\n\n**MVP 階段先做 Web + PWA。** 開發快，除錯快，迭代快。\n\nWeb 技術棧：\n\nReact + TanStack Start + Vite + TypeScript + shadcn\u002Fui + Base UI + Tailwind CSS + better-auth + Vercel AI SDK + oxfmt \u002F oxlint\n\n後端統一：\n\nHono + Cloudflare Workers\n\nWeb 除錯：\n\nChrome DevTools MCP + Codex Chrome 擴充功能\n\n等產品真的跑起來，再做行動端。\n\n行動端技術棧：\n\nReact Native + Expo + Expo Router + NativeWind + React Native Reusables + Reanimated + Gesture Handler + EAS Build \u002F Submit \u002F Update\n\n核心思路很簡單：\n\n先用 Web + PWA 驗證需求。\n\n真的有使用者，再上 React Native + Expo 做 APP。\n","分享給大家我一年多血淚換來的獨立開發踩坑經驗。",260,{},47,"highlights\u002Findie-dev-stack-2026.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2069042963280503182",37730,"ieaWX-Nwsagd2xgA6-Ouv6oOj38LxKp9ozklwCmhObQ",{"id":4056,"title":4057,"bookmarks":4058,"category":3360,"content":4059,"date":3482,"description":4060,"extension":8,"likes":3990,"locale":10,"meta":4061,"reposts":3379,"stem":4062,"url":4063,"views":4064,"__hash__":4065},"highlights\u002Fhighlights\u002Fknowledge-management-cloudflare.zh-Hant.yml","計畫：把個人知識管理搬到 Cloudflare 上",53,"最近在思考一個計畫。\n打算把個人知識管理、資訊收集、知識輸出全部搬到 Cloudflare 上。\n免費帳號本身就內建 10GB 的物件儲存和 5GB 的資料庫。\n等於是一個自己架的、在雲端上的、永久免費的知識管理系統啊。\n","打算把知識管理、資訊收集、知識輸出全部搬到 Cloudflare。",{},"highlights\u002Fknowledge-management-cloudflare.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2070692505772024287",31791,"WVTZTR9WUi1EqGsaDf6MDhcxUUhGdTr2ZHLqr0kZNQ0",{"id":4067,"title":4068,"bookmarks":493,"category":3387,"content":4069,"date":4070,"description":4071,"extension":8,"likes":156,"locale":10,"meta":4072,"reposts":3379,"stem":4073,"url":4074,"views":3697,"__hash__":4075},"highlights\u002Fhighlights\u002Fknowledge-management-definition.zh-Hant.yml","什麼是知識管理：終點不是資料庫，是認知基礎設施","什麼是知識管理？\n\n很多人一提到知識管理，第一反應就是收藏文章、整理連結、做筆記、搭一個漂亮的資料庫。\n\n但從第一性原理來看，知識管理真正要解決的問題其實是：\n\n**我今天看到的資訊，能不能在未來繼續幫我做判斷？**\n\n人的記憶有限，注意力有限，經驗也很容易流失。\n\n如果一份資料只是被收藏起來，最後很可能變成資訊墳場。\n\n真正有價值的知識管理，應該完成一個轉化：\n\n把外部資訊和個人經驗，變成可檢索、可調用、可複用、可更新的行動能力。\n\n- 一篇文章，單純收藏只是資料。\n- 你提煉出觀點，它變成資訊。\n- 你把它和自己的專案、場景、判斷連結起來，它才開始變成知識。\n- 最後它能幫你寫文章、做產品、做決策、設計工作流，這才變成能力。\n\n所以我越來越覺得，知識管理的終點不該是一座資料庫。\n\n它更像一個認知基礎設施。\n\n幫你吸收資訊、整理判斷、沉澱方法，持續輸出內容、產品和行動。\n\n尤其是 AI Agent 出現之後，知識管理會變得更有意思。\n\n過去我們靠人來整理、分類、搜尋、複用。\n\n以後很多動作都可以交給 Agent：\n\n自動摘要，自動打標籤，自動關聯專案，自動生成大綱，自動提醒過期知識，甚至把資料直接變成文章、方案、簡報和任務。\n\n這也是我最近對知識管理感興趣的原因。\n\n它表面上是記筆記。\n\n本質上是在打造一個可以長期複利的認知系統。\n","2026-07-08","什麼是知識管理？",{},"highlights\u002Fknowledge-management-definition.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2074901244150534642","XPWB3zJwyKy4dxuPM58YcoTfBxCPPresDqdhA5Va62s",{"id":4077,"title":4078,"bookmarks":493,"category":3387,"content":4079,"date":4070,"description":4080,"extension":8,"likes":156,"locale":10,"meta":4081,"reposts":3379,"stem":4082,"url":4083,"views":4084,"__hash__":4085},"highlights\u002Fhighlights\u002Fknowledge-management-two-paths.zh-Hant.yml","知識管理的兩條路線：飛書工作流 vs Cloudflare 產品化","最近在重新思考知識管理這件事。\n\n我發現這裡其實有兩條路線。\n\n**一條是基於飛書搭建。**\n\n它的優勢很直接：\n\n免費、多端同步、可分享、協作方便，形式也夠豐富。\n\n文件、多維表格、試算表、簡報、畫布、Todo、知識庫，這些模組組合起來，已經能涵蓋很多個人和團隊的知識管理場景。\n\n我尤其看好多維表格。\n\n它很適合當作知識中樞。\n\n資訊收集、資料歸檔、狀態管理、結構化整理、內容再生產，都可以圍繞它展開。\n\n再加上飛書 CLI 和 AI Agent，飛書就不只是一個辦公軟體了。\n\n它更像一個可以被 Agent 操作的知識工作流系統。\n\n**另一條路線是基於 Cloudflare 自行開發。**\n\n這條路更自由，也更適合產品化。\n\n比如我現在正在做的 FlareMo，就是想基於 Cloudflare 去做一個知識管理產品。\n\nCloudflare 的好處是底層能力很完整：\n\n前端、後端、資料庫、物件儲存、向量檢索、AI 能力，都可以組合起來。\n\n但它需要開發。\n\n也需要自己設計資料結構、搜尋體驗、權限系統和產品邏輯。\n\n所以我現在的判斷是：\n\n- 飛書適合快速搭一套能馬上上線的知識管理系統。\n- Cloudflare 適合把知識管理做成一個真正可控、可迭代的產品。\n\n這兩條路線都值得研究。\n\n一條偏工作流。\n\n一條偏產品化。\n","最近在重新思考知識管理這件事。",{},"highlights\u002Fknowledge-management-two-paths.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2074900341456503169",461,"JYBfnJlscuU8riWkMBbi8gFj71T8HUhnmjQHaAJC9SU",{"id":4087,"title":4088,"bookmarks":723,"category":3373,"content":4089,"date":3901,"description":4090,"extension":8,"likes":3364,"locale":10,"meta":4091,"reposts":563,"stem":4092,"url":4093,"views":4094,"__hash__":4095},"highlights\u002Fhighlights\u002Fliang-wenfeng-embodied-ai.zh-Hant.yml","梁文鋒：智能的終點可能都是具身","梁文鋒在投資人會議上說：\n「智能的終點可能都是具身。因為對一個正常人來講，他的需求並不是電腦，而是人力。」\n這句話說得很準。普通人要的從來不是更聰明的電腦，而是能幹活的「人力」。文字再強，也只是中間態。 https:\u002F\u002Ft.co\u002F2xg5o5hNjt\n","「智能的終點可能都是具身」——普通人要的不是更聰明的電腦，而是人力。",{},"highlights\u002Fliang-wenfeng-embodied-ai.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2080100327567897031",7484,"HB9UJvtjxhQ_DNSyWiJxPxWKLElmeqd0hYJhZ_C_fIA",{"id":4097,"title":4098,"bookmarks":3379,"category":3444,"content":4099,"date":1899,"description":4100,"extension":8,"likes":3379,"locale":10,"meta":4101,"reposts":3379,"stem":4102,"url":4103,"views":4104,"__hash__":4105},"highlights\u002Fhighlights\u002Fmac-docker-options.zh-Hant.yml","Mac 上 Docker 技術選型：Colima \u002F OrbStack \u002F Docker Desktop","Mac 上 Docker 方案，簡單做個技術選型。\n\n- **Colima**：免費開源，很輕量，但基本上只有命令列。適合能接受折騰、習慣命令列的人。\n- **Apple Container**：蘋果新推出的容器方向，未來值得關注，但目前生態還不行，還處於很早期的階段，例如連 Docker Compose 都不支援。\n- **OrbStack**：有 GUI，又輕又快，生態支援也很完整。缺點是不開源，商業版需要授權，但個人版免費。\n- **Docker Desktop**：官方出的東西，結果又重又臃腫，體驗跟一坨屎一樣。Mac 上能不用就別用。\n","Mac 上 Docker 方案，簡單做個技術選型。",{},"highlights\u002Fmac-docker-options.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2068238972728533154",215,"gw24p6ojb7kPIFFRRllsh6kL78mAhW-7EutCjeZDDkk",{"id":4107,"title":4108,"bookmarks":4109,"category":3444,"content":4110,"date":3542,"description":4111,"extension":8,"likes":4112,"locale":10,"meta":4113,"reposts":4114,"stem":4115,"url":4116,"views":4117,"__hash__":4118},"highlights\u002Fhighlights\u002Fmacos-must-have-apps.zh-Hant.yml","macOS 重度使用多年的軟體清單",571,"macOS 重度使用多年，我整理了下面這幾個真的很猛的軟體：\n\n- **QuickRecorder**：螢幕錄影神器，體積小，功能強大。\n- **ClashParty**：翻牆工具，Mihomo 核心，支援的協定多、更新快、介面美觀。\n- **V2rayN**：翻牆工具，支援的協定多，介面復古了一點，但勝在穩定、免費。\n- **豆包輸入法**：語音輸入準到不行，支援 macOS、iOS、Android，Windows 還在路上。\n- **Brave**：隱私優先的瀏覽器，內建廣告過濾，比擴充功能過濾得更乾淨，看 YouTube 的最佳夥伴。\n- **Mos**：讓你的滑鼠滾輪滾動得更絲滑。\n- **Amphetamine**：讓你的筆電闔蓋也不會關螢幕，Vibe Coding 的最佳夥伴。\n- **UU 遠端**：網易出品的遠端桌面工具，免費、速度快。有了它以後，限制畫質的從來不是會員，是網速。我通常用它透過手機遙控 macOS 看 Vibe Coding 的結果，按鍵映射效率太高了。\n- **Tencent Lemon**：騰訊出品的 macOS 垃圾清理軟體，卸載軟體很順暢，狀態列圖示也很好用。\n- **Mole**：macOS 最強的垃圾清理軟體，終端機版免費，UI 版要收費。\n- **Tailscale**：基於 WireGuard 的遠端異地組網軟體。有了它，你在天涯海角都能連上家裡的小電腦。\n- **Obsidian**：AI 時代，本地優先的知識管理工具。生態太好了，搭配官方 Web Clipper 瀏覽器剪藏擴充功能有奇效。\n","macOS 重度使用多年，我整理了下面這幾個真的很猛的軟體：",403,{},73,"highlights\u002Fmacos-must-have-apps.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067911283215827305",50349,"yLApKXdtY43cwU-Fj6r9fXLbkwUdB41NqQXd-BHpmBA",{"id":4120,"title":4121,"bookmarks":3693,"category":3444,"content":4122,"date":3555,"description":4123,"extension":8,"likes":3693,"locale":10,"meta":4124,"reposts":151,"stem":4125,"url":4126,"views":4127,"__hash__":4128},"highlights\u002Fhighlights\u002Fmacos-playbook.zh-Hant.yml","我做了一個 macOS Playbook","我做了一個 macOS Playbook。\n\n適合剛買 Mac、剛從 Windows 換到 Mac，或是一直覺得 Mac 用不順手的人。\n\n裡面整理了：\n\n- 買完 Mac 先裝什麼軟體\n- Windows 使用者怎麼適應 macOS\n- Rectangle \u002F AltTab \u002F Homebrew 這些工具怎麼選\n- 跨裝置協作怎麼用\n- 終端機、Git、SSH、AI Coding 環境怎麼設定\n- 系統維護、故障排除、安全備份、換機遷移怎麼處理\n\nPlaybook：[chendahuang.com\u002Fplaybooks](\u002Fplaybooks)\n","適合剛買 Mac、剛從 Windows 換到 Mac，或是一直覺得 Mac 用不順手的人。",{},"highlights\u002Fmacos-playbook.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2068757325222137863",1200,"2605Kv_1EzVSIsW_nssyjsnPV3mlJ_3okeaaRy_12xw",{"id":4130,"title":4131,"bookmarks":4132,"category":3651,"content":4133,"date":3695,"description":4134,"extension":8,"likes":4135,"locale":10,"meta":4136,"reposts":156,"stem":4137,"url":4138,"views":4139,"__hash__":4140},"highlights\u002Fhighlights\u002Fmy-opencode-setup.zh-Hant.yml","我目前的 OpenCode 配置：上下文、記憶、外部能力",81,"分享一下我當前用的OpenCode配置。我的配置圍繞三個核心訴求：\n上下文管理——長會話不爆上下文、省錢省 token\n記憶系統——跨會話記住用戶偏好、項目決策和歷史教訓\n外部能力——文檔查詢、代碼搜索、桌面自動化\n主要用了以下幾個插件:\n1. opencode-dcp（開源）動態上下文剪枝插件。\n上下文達到閾值時自動把舊內容壓縮成技術摘要，保留關鍵信息、丟棄噪聲，自動清理重複內容，把工具報錯等低價值內容從上下文裡剔除\n2. opencode-goal-plugin\nGoal 模式插件，給長任務加目標管理\n3. Hermes Memory（有需要我後續開源）\n這是我最重的一個插件——把 Hermes agent 的分層記憶機制移植到 OpenCode 上。\n4. context7-MCP\n查庫\u002F框架的最新官方文檔。\n5. grep-MCP\nGitHub 代碼搜索,在 GitHub 全站代碼裡搜真實用法。\n6. open-computer-use（桌面自動化）\n讓 AI 直接操作 macOS 應用——點擊、輸入、滾動、拖拽、截圖、讀無障礙樹。\n","opencode-dcp 剪枝、Hermes Memory 分層記憶、context7\u002Fgrep MCP、open-computer-use 桌面自動化。",57,{},"highlights\u002Fmy-opencode-setup.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2086617745295392852",11061,"TNlc04VgS9tzPf5b5SeAsYsUco0PRDLxsdkQqVnczR4",{"id":4142,"title":4143,"bookmarks":4144,"category":3651,"content":4145,"date":3542,"description":4146,"extension":8,"likes":4147,"locale":10,"meta":4148,"reposts":4149,"stem":4150,"url":4151,"views":4152,"__hash__":4153},"highlights\u002Fhighlights\u002Fopc-communities.zh-Hant.yml","OPC 一人公司調查時發現的寶藏網站",423,"很多朋友對 OPC（一人公司）感興趣。\n\n我在查資料的時候發現了寶藏網站，分享給大家：\n\nhttps:\u002F\u002Fwww.opcquan.com\u002Fcommunities\n","很多朋友對 OPC（一人公司）感興趣。",297,{},67,"highlights\u002Fopc-communities.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067789620155474375",39910,"0WZx1PV2gG-_dqCWsBOy4gPiZDakH_K2QWXpxuW7cNs",{"id":4155,"title":4156,"bookmarks":563,"category":3651,"content":4157,"date":3591,"description":4158,"extension":8,"likes":3717,"locale":10,"meta":4159,"reposts":493,"stem":4160,"url":4161,"views":4162,"__hash__":4163},"highlights\u002Fhighlights\u002Fopc-community-day1.zh-Hant.yml","第一天進駐 OPC 社區","第一天進駐 OPC 社區\n以後這個工位就屬於我啦\nNice！ https:\u002F\u002Ft.co\u002F3rSQcZ760R\n","以後這個工位就屬於我啦。",{},"highlights\u002Fopc-community-day1.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2070062431989293273",19398,"T2FoVaKoP0EQs0ge5AVPeuhwUVWYm-L3e9ZTZ-wplYg",{"id":4165,"title":4166,"bookmarks":563,"category":3651,"content":4167,"date":2805,"description":4168,"extension":8,"likes":156,"locale":10,"meta":4169,"reposts":3379,"stem":4170,"url":4171,"views":4172,"__hash__":4173},"highlights\u002Fhighlights\u002Fopc-equity-liability.zh-Hant.yml","一人公司股權與連帶責任：公私帳要分明","今天有朋友在我的留言區分享了關於一人公司股權責任的問題。\n\n首先，非常感謝這位朋友的善意提醒。\n\n他的觀點是，一定要讓自己的家人持有至少 1% 的股份。\n\n一人有限公司的問題在於：只有一個股東時，如果說不清公司錢和個人錢是分開的，股東可能就要對公司債務承擔連帶責任。《公司法》第 23 條就是這個邏輯。\n\n如果公司有多個股東，公司就從「一人公司」變成「普通有限責任公司」，藉此避開一人公司的特殊舉證風險，給自己多一層低成本緩衝。\n\n希望能給大家做個參考。\n\n但我們平時要注意公私帳要分明，爭取做到每一筆重要的錢都能說清楚。\n\n- 錢從哪裡來、為什麼來、進了哪個帳戶。\n- 錢花到哪裡去、為什麼花、誰批准的。\n- 你從公司拿錢，是薪水、報銷、借款，還是分紅。\n\n這三件事情我們講清楚了，風險就能大大降低。\n","今天有朋友在我的留言區分享了關於一人公司股權責任的問題。",{},"highlights\u002Fopc-equity-liability.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067581382520721891",1161,"-4gsTI3Pd1BZoQQLIb8dRtgQoGWmlyrZeYMvbSQ-KiI",{"id":4175,"title":4176,"bookmarks":4177,"category":3651,"content":4178,"date":3591,"description":4179,"extension":8,"likes":4180,"locale":10,"meta":4181,"reposts":585,"stem":4182,"url":4183,"views":4184,"__hash__":4185},"highlights\u002Fhighlights\u002Fopc-office-first-day.zh-Hant.yml","進駐 OPC 辦公室第一天：南京國資園區真實經歷",30,"今天是正式進駐 OPC 辦公室的第一天。我來跟大家講講我開 OPC 的過程經歷。\n\n我的初衷只是想有個合規的主體可以收錢、可以上架產品，所以就在網路上找相關的公司註冊資訊。\n\n我對城市沒有太大的要求：南京、蘇州、杭州、寧波，只要是沿海發達地區，都是我的備選。\n\n機緣巧合之下，某天來南京出差，閒來無事，滑了滑南京相關的微信公眾號，翻到了一個 OPC 社區聯絡人的電話，然後就加了上去。\n\n在簡單介紹了自己的專案以後，負責人覺得 OK，就安排下午去現場參觀。\n\n他們提出的要求是每週要有三天時間駐場辦公，如果我能接受的話，就可以讓我在這裡註冊公司。\n\n因為是南京國資旗下的專案，他們的政策條件非常好，水電網、物業全部免費，理論上免費三年，甚至還有專門的記帳會計幫我註冊公司、幫我刻章、幫我拿營業執照、幫我聯絡銀行開戶，感動到誇張啊。\n\n在經歷了兩三個星期的註冊流程以後，終於拿到了所有的材料。\n\n園區經理讓我在這裡選一個自己的工位。我對工位的要求並不高，只要有座位、有椅子、有電就行。\n\n園區經理讓我填三張申請專案的表格，主要是介紹自己專案的優勢、團隊成員的狀況，以及跟 AI 結合的專長。如果寫得好、夠可靠的話，就有機會拿到 5~10 萬的政策補貼。\n\n我覺得南京這一塊做得是真的好。大家也可以看看自己的城市有沒有相關的政策，或是自己的省會有沒有更好的政策。\n\n好的政策不等人，一定要多多去打聽。我今天到的時候，其實這個園區已經有很多公司進駐了，我算是比較晚的了。\n\n今天要分享的就是這些，之後我會持續分享我整個創業的經驗和過程回顧。\n\n感謝大家的關心。\n","今天是正式進駐 OPC 辦公室的第一天。我來跟大家講講我開 OPC 的過程經歷。",49,{},"highlights\u002Fopc-office-first-day.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2070095711191154969",10925,"LowpBC6ZEC4H2WHtx4mQyyjAqdQQo575QPGRuNssq0o",{"id":4187,"title":4188,"bookmarks":3935,"category":3651,"content":4189,"date":4013,"description":4190,"extension":8,"likes":4114,"locale":10,"meta":4191,"reposts":156,"stem":4192,"url":4193,"views":4194,"__hash__":4195},"highlights\u002Fhighlights\u002Fopenchamber-gui-ompchamber.zh-Hant.yml","OpenChamber 是最順手的 Harness GUI，我把內核換成了 OMP","我體驗過市面上幾乎所有的開源的Harness GUI客戶端，大多數從設計體驗上，都是一言難盡。\nOpenchamber是我用過的開源項目裡面打磨得比較好的Harness GUI客戶端了，精緻，穩定，偶爾有些bug也不影響長期的使用。\n但是它只能結合OpenCode用，不能切換到其他的Harness。有網友反饋說，OpenCode的整體的性能不夠好，容易拖模型的後腿。\n所以我在構思一個項目。把OpenChamper的前端作為骨架，把其中的內核換為oh my pi，這樣子可能更加符合我自己的需求。\n為什麼不用原生的Pi Agent，而用Oh My Pi？\n因為原生的Pi Agent太過於靈活。沒有辦法做成一個通用的GUI出來。\n相對折中一下，Oh My Pi算是Pi Agent的發行版。整體的插件交互體驗算是比較穩定的。\n所以我覺得把OpenChamper+Oh My Pi做成一個開箱即用的產品，是一個潛在的需求。\n我把這個項目取名為：OMPChamber，目前還在密集開發測試中，有需要的朋友歡迎star。\nhttps:\u002F\u002Fgithub.com\u002Frealchendahuang\u002FOMPChamber\n","OpenChamber 前端骨架 + Oh My Pi 內核 = OMPChamber，密集開發測試中。",{},"highlights\u002Fopenchamber-gui-ompchamber.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2087156607750914080",12824,"FakB1JqW-lC_XG3neWuq2TTILSyKiGygB8oEC_pIAXA",{"id":4197,"title":4198,"bookmarks":4199,"category":3651,"content":4200,"date":4013,"description":4201,"extension":8,"likes":3456,"locale":10,"meta":4202,"reposts":165,"stem":4203,"url":4204,"views":4205,"__hash__":4206},"highlights\u002Fhighlights\u002Fopenchamber-new-release.zh-Hant.yml","OpenChamber 又發新版：最用心做前端的開源項目",38,"OpenChamber又發布了新的版本。感覺作者真的在很用心的維護。這可能是我見到的，在開源項目中最用心做前端的項目了。\n目前我一直在用的OpenChamber+OpenCode+Deepseek V4 Flash真的狠狠的爽到我了。\n","OpenChamber + OpenCode + DeepSeek V4 Flash，作者維護得極其用心，用起來狠狠地爽。",{},"highlights\u002Fopenchamber-new-release.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2086978544228499868",10867,"kWkma_FsLG7AY0mgoBlA1cGsu7-7nmprMl7EodmJOUc",{"id":4208,"title":4209,"bookmarks":4210,"category":3387,"content":4211,"date":3639,"description":4212,"extension":8,"likes":3895,"locale":10,"meta":4213,"reposts":698,"stem":4214,"url":4215,"views":4216,"__hash__":4217},"highlights\u002Fhighlights\u002Fopencode-go-5usd-dead.zh-Hant.yml","5 美元 OpenCode Go 徹底涼了",197,"之前 X 上吹得很兇的 5 美元 OpenCode Go 已經徹底涼了。\n以前 OpenCode Go 好歹還有個首月 5 美元的優惠能撐一下性價比，現在連 5 美元優惠都沒了，直接 10 美元。\n作為對比，競爭對手 Command GOAT 套餐開始變得眉清目秀起來。\nDeepSeek V4 Flash、GLM-5.3 Flash、GLM-5.3 這些現在真正適合高強度 Coding、跑 Agent 的主力模型，Command GOAT 套餐給的額度明顯更慷慨。\n我現在其實會把 Coding 模型簡單分成兩類：主力模型和苦力模型。\nV4 Pro、GLM-5.3 這種就是主力模型，負責啃硬骨頭。複雜架構、疑難 Bug、大重構、關鍵決策，遇到真正難的問題都可以交給它們。\nV4 Flash、GLM-5.3 Flash 屬於苦力模型。讀 repo、搜程式碼、改檔案、跑測試、批次處理、開荒，這種髒活累活就該讓 Flash 往死裡做。\nCommand GOAT 套餐苦力模型的額度夠大，主力模型的額度也沒有明顯短板。\n所以我要宣布：Command GOAT 套餐才是目前的版本答案。\n","首月 5 美元優惠沒了，直接 10 美元——相比之下，Command GOAT 突然眉清目秀起來。",{},"highlights\u002Fopencode-go-5usd-dead.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2093699519108288568",50779,"Tjsdgv2flnWLn0scTWFbDOuVUDxzPXP36fGqRIg8eNE",{"id":4219,"title":4220,"bookmarks":4221,"category":3387,"content":4222,"date":800,"description":4223,"extension":8,"likes":3730,"locale":10,"meta":4224,"reposts":3954,"stem":4225,"url":4226,"views":4227,"__hash__":4228},"highlights\u002Fhighlights\u002Fopencode-go-5usd.zh-Hant.yml","OpenCode Go 首月 5 美金的 DeepSeek V4 Flash 套餐",108,"OpenCode Go 套餐，首月只要 5 美金，約合人民幣 35 塊\n開通以後，就可以用它的新版 DeepSeek V4 Flash 模型\n實測下來，我狠狠用了一整個上午，只用了每週額度的 1%，太扯了吧，用不完又要開始焦慮了哈哈哈哈哈\n便宜、好用、速度快這個不可能三角，在 OpenCode Go + DeepSeek V4 Flash 的組合下被完美實現了\nOpencode https:\u002F\u002Ft.co\u002Fc0k1WKWNle\n","OpenCode Go 套餐首月只需要 5 美金。",{},"highlights\u002Fopencode-go-5usd.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2084874129669488965",29597,"EUZcjkk53je4fXdMcjypTVfD4RlY268xO4d_RoVbZDw",{"id":4230,"title":4231,"bookmarks":493,"category":3387,"content":4232,"date":2805,"description":4233,"extension":8,"likes":151,"locale":10,"meta":4234,"reposts":3379,"stem":4235,"url":4236,"views":4237,"__hash__":4238},"highlights\u002Fhighlights\u002Fpi-agent-learn.zh-Hant.yml","學 Agent 原理：去看真正開源的 Pi Agent","有老哥問：\n\n有沒有 Claude Code 比較好的分析文件可以學習？\n\n我的回答是，在 AI 時代，一定要處處想到 AI，要讓 AI 輔助你去學習。\n\n如果真的想學 Agent 的原理。\n\n可以去看看 Pi Agent 這個專案。\n\n麻雀雖小五臟俱全，太適合學習了，程式碼品質還很高。\n\nClaude Code 並非開源，是原始碼外洩。\n\nPi Agent 才是真正的開源。\n","有老哥問：有沒有 Claude Code 比較好的分析文件可以學習？",{},"highlights\u002Fpi-agent-learn.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067422630232412489",374,"8s0jccdgXA53UsEKIHjPB2nQcbxphSuL_he66Lcl3KI",{"id":4240,"title":4241,"bookmarks":151,"category":3373,"content":4242,"date":4001,"description":4243,"extension":8,"likes":4244,"locale":10,"meta":4245,"reposts":151,"stem":4246,"url":4247,"views":4248,"__hash__":4249},"highlights\u002Fhighlights\u002Fprison-comeback-ai-world.zh-Hant.yml","5 年前關進去，今年放出來","真的難以想像，5 年前關進牢裡、今年剛放出來的人\n看到這個 AI 世界，到底是什麼想法。\n","看到這個 AI 世界，到底是什麼想法。",59,{},"highlights\u002Fprison-comeback-ai-world.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2094769728300748982",39574,"Iln09nNcFEe21451j74xD4cJQMhcipKArcxTo-gKzS8",{"id":4251,"title":4252,"bookmarks":151,"category":3504,"content":4253,"date":3362,"description":4254,"extension":8,"likes":628,"locale":10,"meta":4255,"reposts":3379,"stem":4256,"url":4257,"views":4258,"__hash__":4259},"highlights\u002Fhighlights\u002Fproduct-self-need.zh-Hant.yml","獨立開發沒靈感？先從滿足自己的需求做起","對於獨立開發者來說，如果對要做什麼產品沒有靈感。\n\n可以先從滿足自己的需求開始做起。\n\n大概率會有跟你同頻的使用者。\n","對於獨立開發者來說，如果對要做什麼產品沒有靈感。",{},"highlights\u002Fproduct-self-need.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2069010510306246970",1704,"Dktf1aqVs2VRi6yDROUa7jFdt98DIipEltIlTh8E64k",{"id":4261,"title":4262,"bookmarks":4263,"category":3444,"content":4264,"date":3458,"description":4265,"extension":8,"likes":3613,"locale":10,"meta":4266,"reposts":3954,"stem":4267,"url":4268,"views":4269,"__hash__":4270},"highlights\u002Fhighlights\u002Fproxy-subscription-unified.zh-Hant.yml","翻牆訂閱的統一管理方案",136,"關於翻牆，如果買了機場、又自己架了 VPS 節點，會希望把它們統一管理、統一分流，統一輸出一條訂閱連結。\n希望把分流規則、節點篩選和組合邏輯放在伺服器端維護，而不是在每個用戶端重複設定。\n希望用 Cloudflare 的輕量部署方式來跑，不想維護伺服器、資料庫服務和複雜的背景任務。\n","機場 + 自建 VPS 節點統一管理、統一分流、統一輸出訂閱連結。",{},"highlights\u002Fproxy-subscription-unified.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2071465309085790305",10292,"YUrmiNc8CrOq-Hqd9OamnkO39LJaZ-J70fo8X0p8_Qg",{"id":4272,"title":4273,"bookmarks":4274,"category":3387,"content":4275,"date":4013,"description":4276,"extension":8,"likes":4277,"locale":10,"meta":4278,"reposts":628,"stem":4279,"url":4280,"views":4281,"__hash__":4282},"highlights\u002Fhighlights\u002Fqwen-deepseek-vision-plugin.zh-Hant.yml","千問官方插件：給 DeepSeek V4 Flash 裝上眼睛",65,"千問出了一個官方插件，可以把DeepSeek V4 Flash裝一個眼睛，感興趣的朋友可以試試\n","千問出的官方插件，讓 DeepSeek V4 Flash 獲得視覺能力。",75,{},"highlights\u002Fqwen-deepseek-vision-plugin.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2087036023322857901",20926,"o-YkF43SedIiTL9i7RlJUYF9xqcu-2KKmERIZNY8CpA",{"id":4284,"title":4285,"bookmarks":3379,"category":3387,"content":4286,"date":3420,"description":4287,"extension":8,"likes":493,"locale":10,"meta":4288,"reposts":3379,"stem":4289,"url":4290,"views":4291,"__hash__":4292},"highlights\u002Fhighlights\u002Fresponses-api.zh-Hant.yml","為什麼說 Responses API 比 Chat Completions 更適合 Agent","很多人平常使用 AI 工具，都需要設定 API Key，有時候還會要你選擇介面格式。\n\n這個介面格式可以簡單理解成：\n\n你和模型服務之間約定好的溝通方式。\n\n比如以前大家最熟的 OpenAI 相容介面，很多時候指的就是 Chat Completions。這套格式很適合聊天，也很適合簡單的文字生成，所以海內外很多模型廠商都會優先相容它。\n\n但現在做 AI 應用，場景已經複雜很多了。模型常常要讀檔案、查網頁、呼叫函式、執行程式碼、連接 MCP、保留上下文，再繼續完成後面的任務。\n\n這時候，OpenAI 推出的 Responses API 的價值就出來了。\n\n- 它的推理模型效果更好。同一個模型，放在更合適的介面結構裡，任務完成的成效會更好。\n- 它原生就適合 Agent。模型可以在一次 API 請求裡呼叫多個工具。\n- 它更省錢。Responses API 的快取利用率比 Chat Completions 提升了 40% 到 80%。快取利用率越高，重複呼叫的成本就越低，回應速度也更容易最佳化。\n","很多人平常使用 AI 工具，都需要設定 API Key，有時候還會要你選擇介面格式。",{},"highlights\u002Fresponses-api.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2075074946301317487",103,"7MwINCPw4NV7OvgTJurzo9q-70Vc5tYZGdhN2i2SIkw",{"id":4294,"title":4295,"bookmarks":3379,"category":3504,"content":4296,"date":3719,"description":4297,"extension":8,"likes":165,"locale":10,"meta":4298,"reposts":3379,"stem":4299,"url":4300,"views":4301,"__hash__":4302},"highlights\u002Fhighlights\u002Fscarcity-product-sense.zh-Hant.yml","稀缺的是做產品的感覺、對需求的洞察","稀缺的是一種做產品的感覺、一種對需求的洞察、一種理解使用者心態的能力。\n","AI 時代更稀缺的是對使用者心態的理解。",{},"highlights\u002Fscarcity-product-sense.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2089500169037554118",1230,"Wfl2AnTImSNhTWUQpM8DEGyWoodX4NLDOdl9mhQ5_pg",{"id":4304,"title":4305,"bookmarks":3735,"category":3387,"content":4306,"date":3855,"description":4307,"extension":8,"likes":3430,"locale":10,"meta":4308,"reposts":156,"stem":4309,"url":4310,"views":4311,"__hash__":4312},"highlights\u002Fhighlights\u002Fsoybean-plan-launch.zh-Hant.yml","美國大豆包，啟動！","美國大豆包，啟動！\n","Gemini 美國大豆包上線，四個字的熱血開箱。",{},"highlights\u002Fsoybean-plan-launch.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2096867334740914350",12648,"6jFjdZxSPo-brDcMPMnWb91iYnVGqtyly9XQclN9PVM",{"id":4314,"title":4315,"bookmarks":3567,"category":3360,"content":4316,"date":2487,"description":4317,"extension":8,"likes":4318,"locale":10,"meta":4319,"reposts":3914,"stem":4320,"url":4321,"views":4322,"__hash__":4323},"highlights\u002Fhighlights\u002Fsub-store-cloudflare-open-source.zh-Hant.yml","翻牆訂閱聚合搬到 Cloudflare 上","我把翻牆訂閱聚合搬到了 Cloudflare 上。\n\n開源了一個完全免費、部署在 Cloudflare 上的翻牆訂閱連結聚合專案。\n\n幫你把所有的翻牆訂閱連結、自建的節點，統一聚合在一條連結上，同時還可以配上分流規則。\n\n真正做到只需要一條連結，就能在所有的用戶端使用，不需要每個用戶端單獨設定。\n\nGitHub：https:\u002F\u002Fgithub.com\u002Frealchendahuang\u002Fsub-store-cloudflare\n\n部落格原文：[我把機場訂閱聚合搬到了 Cloudflare 上](\u002Fblog\u002Fsub-store-cloudflare)\n","我把翻牆訂閱聚合搬到了 Cloudflare 上。",324,{},"highlights\u002Fsub-store-cloudflare-open-source.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2071247817109348796",45282,"N7i5IeWJtnF7TYDArMqecGKGPyZ4U6xYzPnY2MAmswM",{"id":4325,"title":4326,"bookmarks":4327,"category":3360,"content":4328,"date":3482,"description":4329,"extension":8,"likes":4330,"locale":10,"meta":4331,"reposts":3559,"stem":4332,"url":4333,"views":4334,"__hash__":4335},"highlights\u002Fhighlights\u002Fsub-store-deployed.zh-Hant.yml","在 Cloudflare 上完成 Sub-Store 部署",242,"花了點時間，在 Cloudflare 上完成了 Sub-Store 部署。\n\n把我自建的節點和機場的備用節點全部融合在一起，還搭配上了 ACL4SSR 分流規則自動訂閱。\n\n直接用一條訂閱連結就實現了：\n\n- 多家供應商節點合併\n- 節點過濾\n- 分流規則設定\n- 設定自動更新\n\n絲滑到不行。\n","花了點時間，在 Cloudflare 上完成了 Sub-Store 部署。",206,{},"highlights\u002Fsub-store-deployed.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2070689769731019207",68219,"qw7xhV7N2X9lbNWau321soZD_J1lxUVxBb7d8haY5IU",{"id":4337,"title":4338,"bookmarks":4058,"category":3373,"content":4339,"date":4013,"description":4340,"extension":8,"likes":3559,"locale":10,"meta":4341,"reposts":585,"stem":4342,"url":4343,"views":4344,"__hash__":4345},"highlights\u002Fhighlights\u002Ftaste-designers-programmers.zh-Hant.yml","要多關注有審美的設計師和程式設計師","果然我們還是要多多關注一些有審美的設計師和程式設計師。\n","審美是稀缺能力，多關注有審美的設計師和程式設計師。",{},"highlights\u002Ftaste-designers-programmers.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2087196437272789307",9511,"wFGmuiYH5gSGkYWSReTt2XxGbepnWF6pVOyVnfYaGTo",{"id":4347,"title":4348,"bookmarks":165,"category":3387,"content":4349,"date":3432,"description":4350,"extension":8,"likes":4058,"locale":10,"meta":4351,"reposts":493,"stem":4352,"url":4353,"views":4354,"__hash__":4355},"highlights\u002Fhighlights\u002Ftui-trend-blame-claude-code.zh-Hant.yml","TUI 這股風氣，Claude Code 得負很大責任","現在一堆 AI Coding Agent 動不動就上 TUI，這股風氣，Claude Code 得負很大責任。\n它把在終端裡跟 AI 對話寫代碼這件事做得很極致。\n但問題在於，好像真正高級的 Coding Agent，就得默認是終端介面，Web 端反而是附屬，甚至被嘲成不夠程式設計師。\n結果呢？\n先搞一個複雜的 TUI\n各種顏色、狀態列、快捷鍵、模式切換\n然後美其名曰「沉浸式」「高效」「尊重程式設計師」\n真的嗎？\n對一小部分每天泡在終端的人來說，確實爽。但對更多人來說，這就是在人為製造門檻。功能藏在按鍵和模式裡，新用戶一臉懵，老用戶也得重新適應各種工具自己的鍵位習慣。\nWeb UI 完全可以做得又快又乾淨，裝成 PWA 之後跟桌面客戶端幾乎沒區別，更新還更方便。非要強行把互動塞回 80 年代的終端範式，然後還反過來鄙視 Web，多少有點自我感動。\nClaude Code 本身很強，這點沒問題。但它把TUI 才是正統這個審美和路徑依賴帶起來了，後面一堆跟風的就更離譜。\n工具是給人用的，不是用來證明誰更「極客」的。\n把反人類的互動包裝成高級，真是很滑稽的一件事情。\n","把「TUI 才是正統」的路徑依賴帶起來之後，跟風的都在人為製造門檻。",{},"highlights\u002Ftui-trend-blame-claude-code.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2087948723171299605",11874,"R0GL8YWT8BA5i9YAxTm3xVCMyM2z046YMiqFlhy49Vk",{"id":4357,"title":4358,"bookmarks":3540,"category":3387,"content":4359,"date":4360,"description":4361,"extension":8,"likes":3857,"locale":10,"meta":4362,"reposts":165,"stem":4363,"url":4364,"views":4365,"__hash__":4366},"highlights\u002Fhighlights\u002Funiversal-ai-coding-desktop.zh-Hant.yml","萬能 AI 編程桌面端不存在，原湯化原食","今天群裡有朋友問：有沒有一個萬能的 AI 編程桌面端？能接各家訂閱，所有模型還不降智？\n我和幾個天天高強度折騰的朋友聊完，結論一致：\n原湯化原食。\n模型套進第三方殼子，基本逃不掉降智、變慢和訂閱不通。我們幾個現在的配置幾乎一樣：\nGPT ➔ Codex：官方訂閱直連，原生調度最穩。\nGemini ➔ AntiGravity：速度天花板，長窗口不卡殼。\nDeepSeek GLM等開源模型➔ 統統給 ZCode。\n重點說下為什麼必須有 ZCode：\nZCode它可以很方便地配置第三方的供應商模型。\nZCode它的手機遠程控制模式非常非常好用，直接躺在沙發上玩著手機就把活幹了。\nZcode它的緩存利用率極高。\n","2026-09-08","GPT 走 Codex、Gemini 走 AntiGravity、開源模型給 ZCode，模型套第三方殼子逃不掉降智。",{},"highlights\u002Funiversal-ai-coding-desktop.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2097134915783671870",54725,"2j7NB36fkKa4M1QXQFXNu_G7EBEBPm64Xx2-MKiIMe4",{"id":4368,"title":4369,"bookmarks":3693,"category":3444,"content":4370,"date":4371,"description":4372,"extension":8,"likes":3735,"locale":10,"meta":4373,"reposts":3379,"stem":4374,"url":4375,"views":4376,"__hash__":4377},"highlights\u002Fhighlights\u002Fuu-remote-mac.zh-Hant.yml","網易 UU 遠端連家裡 Mac：逛街也能寫程式","透過網易 UU 遠端連到家裡的 Mac。\n\n隨時隨地寫程式。\n\n隨時隨地陪老婆出去逛街。\n","2026-07-05","透過網易 UU 遠端連到家裡的 Mac。",{},"highlights\u002Fuu-remote-mac.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2073729914898120900",21022,"DGfC6VEdrIPLuzQqUMuntzGdJ7VycB0ZhLQjbATGBZ4",{"id":4379,"title":4380,"bookmarks":151,"category":3373,"content":4381,"date":3345,"description":4382,"extension":8,"likes":585,"locale":10,"meta":4383,"reposts":3379,"stem":4384,"url":4385,"views":4386,"__hash__":4387},"highlights\u002Fhighlights\u002Fwang-xiaobo-ai.zh-Hant.yml","如果王小波活在 AI 時代","我是王小波門下走狗，\n\n他有趣，但不油滑。\n他幽默，但有邏輯。\n他反感愚蠢，也反感一本正經地愚蠢。\n\n如果王小波活在 AI 時代，\n\n他可能會說：\n\n終於有個東西，可以幫普通人少幹點蠢活，多留點時間，去想一些真正有意思的事了。\n\n這也是我喜歡 AI 的原因。\n\n不是因為它神。\n\n是因為它能讓人少受一點無聊勞動的折磨。\n","我是王小波門下走狗",{},"highlights\u002Fwang-xiaobo-ai.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067014308454969739",399,"JrB9d5idHxzOQcuvtZkSHn5OD7PNQf8FY97UIPxdhik",{"id":4389,"title":4390,"bookmarks":4135,"category":3444,"content":4391,"date":3446,"description":4392,"extension":8,"likes":4393,"locale":10,"meta":4394,"reposts":563,"stem":4395,"url":4396,"views":4397,"__hash__":4398},"highlights\u002Fhighlights\u002Fworkbuddy-meituan.zh-Hant.yml","Workbuddy 幫我領美團優惠券","小試了一下騰訊的 Workbuddy，有一個很經典的場景，叫做領美團優惠券。\n\n在登入環節，它產生了一個 QR Code，讓我掃碼登入。\n\n然後我再吼一聲「幫我領優惠券」，它就幫我領了那麼多。\n\n把 AI Agent 用在領優惠券這樣的場景，非常 amazing。\n","小試了一下騰訊的 Workbuddy，有一個很經典的場景，叫做領美團優惠券。",71,{},"highlights\u002Fworkbuddy-meituan.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2071969970091864417",29791,"GAgP1D0DYGi78gPkFJy2S6IaL5rabbtxhOpkO3_tinY",{"id":4400,"title":4401,"bookmarks":3379,"category":3976,"content":4402,"date":3345,"description":4403,"extension":8,"likes":649,"locale":10,"meta":4404,"reposts":3379,"stem":4405,"url":4406,"views":4407,"__hash__":4408},"highlights\u002Fhighlights\u002Fx-need-opinions.zh-Hant.yml","在 X 上，一定要有觀點","在 X 上，一定要有觀點。\n\n沒有觀點的人，只是在製造資訊噪音。\n\n有主見，別人才記得你。\n\n有洞見，別人才願意追蹤你。\n\nX 不缺搬運工，缺的是能把事情講透的人。\n","在 X 上，一定要有觀點。",{},"highlights\u002Fx-need-opinions.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067011420701827454",500,"LXcUwJR6yWY9JZsQeRmXvZzg23YWGdWfak8r-_vjaWA",{"id":4410,"title":4411,"bookmarks":151,"category":3976,"content":4412,"date":3345,"description":4413,"extension":8,"likes":665,"locale":10,"meta":4414,"reposts":3379,"stem":4415,"url":4416,"views":4417,"__hash__":4418},"highlights\u002Fhighlights\u002Fx-post-independence.zh-Hant.yml","X 發文小心得：每則貼文都要有獨立性","分享一個 X 發文小心得：\n\n每則貼文都要有獨立性。\n\n因為你不是這個世界的中心，沒人會特地點開你的個人頁面，去了解事情的來龍去脈。\n\n一個陌生人第一次刷到你，就應該立刻收穫一個觀點，或是一個 know-how。\n\n這樣的貼文，才有價值。\n","分享一個 X 發文小心得：",{},"highlights\u002Fx-post-independence.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2067013152215327075",378,"XgD-VbA_-V0Td6fjL9Nv8gmI3y3gurVvdNBI8l30_v8",{"id":4420,"title":4421,"bookmarks":3379,"category":3504,"content":4422,"date":4070,"description":4423,"extension":8,"likes":628,"locale":10,"meta":4424,"reposts":3379,"stem":4425,"url":4426,"views":4427,"__hash__":4428},"highlights\u002Fhighlights\u002Fxianren-mode-focus.zh-Hant.yml","賢者模式：刷 X 不如把一個場景打穿","最近刷 X 的頻率降下來了。\n\n不知道是不是進入了賢者模式。\n\n仔細反省之後，我發現自己更關心一個問題：\n\n我每天刷的這些東西，最後到底能不能變成真實的產品。\n\n工具更新看再多，不如把一個具體場景打穿。\n\n接下來這段時間，我想把更多精力放在產品、社群和長期內容上。\n","最近刷 X 的頻率降下來了。",{},"highlights\u002Fxianren-mode-focus.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2074895913085255875",192,"x08SE1W5WXgFM6c_onoYKT2WFLT-TQDZQc9hgRxa_LY",{"id":4430,"title":4431,"bookmarks":698,"category":3387,"content":4432,"date":4433,"description":4434,"extension":8,"likes":4435,"locale":10,"meta":4436,"reposts":3379,"stem":4437,"url":4438,"views":4439,"__hash__":4440},"highlights\u002Fhighlights\u002Fxianyu-gemini-12yuan.zh-Hant.yml","閒魚 12 塊淘來的 18 個月美國大豆包","閒魚 12 塊錢買來的，18 個月大的美國大豆包！\n啟動！\n","2026-09-05","12 塊錢的美國大豆包 Gemini，啟動！",44,{},"highlights\u002Fxianyu-gemini-12yuan.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2096059568292012334",16044,"15QTZ5zi_75QZ8jcY2o291z0cmjS_h56XqfOKYh_U6E",{"id":4442,"title":4443,"bookmarks":4180,"category":3387,"content":4444,"date":1503,"description":4445,"extension":8,"likes":3456,"locale":10,"meta":4446,"reposts":156,"stem":4447,"url":4448,"views":4449,"__hash__":4450},"highlights\u002Fhighlights\u002Fzcode-remote-control.zh-Hant.yml","吹爆 ZCode 遠程控制：手機指揮本地 Agent","吹爆 ZCode 的遠程控制，簡直是移動端遠程指揮本地 Agent 的典範。\n操作成本幾乎為零：手機註冊個帳號，不需要開會員。掃一下電腦上的二維碼，順手綁到微信或飛書上。\n最絕的是自帶免費內網穿透，完全不用管網絡環境。人往沙發上一躺，或者出門在外喝咖啡，手機發條消息就能隨時調用電腦裡的 Agent 跑代碼。\n","掃碼綁定微信\u002F飛書，自帶免費內網穿透，沙發上就能讓家裡的 Agent 跑代碼。",{},"highlights\u002Fzcode-remote-control.zh-Hant","https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2097358348022956338",23087,"uXRM_92cnRnvRYxuP5WH4WQFklQRMtYzc54EvPqrGaA",{"data":4452,"body":4453},{},{"type":4454,"children":4455},"root",[4456],{"type":4457,"tag":33,"props":4458,"children":4459},"element",{},[4460],{"type":4461,"value":4462},"text","吹爆 ZCode 的遠程控制，簡直是移動端遠程指揮本地 Agent 的典範。\n操作成本幾乎為零：手機註冊個帳號，不需要開會員。掃一下電腦上的二維碼，順手綁到微信或飛書上。\n最絕的是自帶免費內網穿透，完全不用管網絡環境。人往沙發上一躺，或者出門在外喝咖啡，手機發條消息就能隨時調用電腦裡的 Agent 跑代碼。",{"data":4464,"body":4465},{},{"type":4454,"children":4466},[4467],{"type":4457,"tag":33,"props":4468,"children":4469},{},[4470],{"type":4461,"value":4471},"今天群裡有朋友問：有沒有一個萬能的 AI 編程桌面端？能接各家訂閱，所有模型還不降智？\n我和幾個天天高強度折騰的朋友聊完，結論一致：\n原湯化原食。\n模型套進第三方殼子，基本逃不掉降智、變慢和訂閱不通。我們幾個現在的配置幾乎一樣：\nGPT ➔ Codex：官方訂閱直連，原生調度最穩。\nGemini ➔ AntiGravity：速度天花板，長窗口不卡殼。\nDeepSeek GLM等開源模型➔ 統統給 ZCode。\n重點說下為什麼必須有 ZCode：\nZCode它可以很方便地配置第三方的供應商模型。\nZCode它的手機遠程控制模式非常非常好用，直接躺在沙發上玩著手機就把活幹了。\nZcode它的緩存利用率極高。",{"data":4473,"body":4474},{},{"type":4454,"children":4475},[4476],{"type":4457,"tag":33,"props":4477,"children":4478},{},[4479],{"type":4461,"value":4480},"大家針對Gemini美國大豆包的評價非常的乾貨滿滿，我給留言區觀點做了一些簡單的總結：\n很多人覺得Gemini不好用，核心原因在於誤把它的定位當成了主力工程機床。\n事實上，它的定位更像一把功能齊全的瑞士軍刀：輕快、多能、邊際成本極低，但在複雜工程和自主執行上有著明確的邊界。\n在信息輸入端，原生解析 YouTube 是目前最省心的能力之一。不需要在本地配置下載腳本或轉錄工具，直接提交連結，就能在雲端提取帶時間戳的完整文字稿、關鍵幀擷取與結構化摘要。\n很多人的實際工作流已經形成了清晰分工：用 Grok 跟蹤 X 上的即時討論與動態，用 Gemini 處理半小時以上的技術播客和深度視頻。\n在視覺與前端開發場景中，它的多模態底子很紮實。無論是整頁手寫筆記、複雜表格還是低清晰度掃描件，識別準確率都非常高，較少憑空捏造。\n而在前端出原型時，它的速度極快，代碼結構自然，沒有那種刻板冗餘的生成痕跡。\n不少獨立開發者會用固定提示詞讓它單頁生成幻燈片結構，或是配合設計截圖快速產出可用頁面。\n從成本和工具鏈組合來看，它的生態賬算得很划算。每月 20 美元的訂閱支持最多 6 人家庭組共享，同時附帶數TB 的 Google Drive 空間，並且與 Docs、Sheets 深度打通。\n把查資料、多模態解析和輕量頁面搭建分流給它，再把核心複雜代碼交給專門的代碼模型，可以有效壓低整體的開發工具開銷。\n還有幾個被驗證有效的進階用法：\n一是利用它相對直接的邏輯偏好，讓它去審查其他大模型容易出現的過度設計與冗餘代碼；\n二是配合 NotebookLM 搭建專注特定資料的私有知識庫；\n三是將高級額度分配給語音合成與圖像處理等衍生需求。\n但使用時必須清楚它的能力邊界。\n第一，它不適合承擔複雜的終端 Agent 任務，要求其修改系統規則、部署環境時，往往容易拒絕執行或不遵循多步指令；\n第二，深層業務代碼必須由其他主力模型交叉複審，避免埋下隱性缺陷；第三，它對訪問網絡環境較為敏感，節點質量不穩定時容易遇到服務限制或體驗降級。",{"data":4482,"body":4483},{},{"type":4454,"children":4484},[4485],{"type":4457,"tag":33,"props":4486,"children":4487},{},[4488],{"type":4461,"value":4305},{"data":4490,"body":4491},{},{"type":4454,"children":4492},[4493],{"type":4457,"tag":33,"props":4494,"children":4495},{},[4496],{"type":4461,"value":4497},"這幫福娃開始變種了？\n發的這些垃圾帖子，跟以前不一樣了，\n沒關係，我們會即時更新這種名單，即時的去學習這樣的指紋。\n老子打的就是精銳！",{"data":4499,"body":4500},{},{"type":4454,"children":4501},[4502],{"type":4457,"tag":33,"props":4503,"children":4504},{},[4505],{"type":4461,"value":4506},"經過多輪的迭代，黃推清理大師——福濾娃正式上架 Chrome 商店了。\n一鍵拉黑垃圾帳號的快感誰不想體驗一下呢\n兄弟們，可以放心衝！",{"data":4508,"body":4509},{},{"type":4454,"children":4510},[4511],{"type":4457,"tag":33,"props":4512,"children":4513},{},[4514],{"type":4461,"value":4515},"好奇大家用美國大豆包 Gemini 都在幹什麼？\n我感覺大多數人有了 Codex，平時根本用不上美國大豆包。\n想知道它的優點到底是什麼？",{"data":4517,"body":4518},{},{"type":4454,"children":4519},[4520],{"type":4457,"tag":33,"props":4521,"children":4522},{},[4523],{"type":4461,"value":4524},"開著福濾娃插件，沒事就去熱帖的留言區刷刷怪，還挺治癒的。\n剛剛抓到一個熱帖刷到了33個福娃怪。\n一鍵封鎖全部！！！",{"data":4526,"body":4527},{},{"type":4454,"children":4528},[4529],{"type":4457,"tag":33,"props":4530,"children":4531},{},[4532],{"type":4461,"value":4533},"閒魚 12 塊錢買來的，18 個月大的美國大豆包！\n啟動！",{"data":4535,"body":4536},{},{"type":4454,"children":4537},[4538],{"type":4457,"tag":33,"props":4539,"children":4540},{},[4541],{"type":4461,"value":4542},"我目前的格局是這樣的。\n如果是中國大陸的模型，就推薦掛上 ZCode（DeepSeek V4 Flash、GLM 5.3 Flash 這種模型）。\n如果是 GPT，就直接用 Codex。\n如果想要速度快，就用 Pi。\n如果既要速度快、又要省心，就用 OMP。\n如果想幫企業做客製化的用戶端開發，就用 DSH。\n如果想鍛鍊脾氣，就用 Workbuddy。",{"data":4544,"body":4545},{},{"type":4454,"children":4546},[4547],{"type":4457,"tag":33,"props":4548,"children":4549},{},[4550],{"type":4461,"value":4551},"真的難以想像，5 年前關進牢裡、今年剛放出來的人\n看到這個 AI 世界，到底是什麼想法。",{"data":4553,"body":4554},{},{"type":4454,"children":4555},[4556,4561,4566,4571,4576,4581,4586],{"type":4457,"tag":33,"props":4557,"children":4558},{},[4559],{"type":4461,"value":4560},"昨天我發 Command GOAT 和 OpenCode Go 的額度對比，Command Code 的 CEO 親自跑來評論了。",{"type":4457,"tag":33,"props":4562,"children":4563},{},[4564],{"type":4461,"value":4565},"他說我其實還少算了一筆快取的帳，我順著去研究了一下，發現 Command Code 有點東西。",{"type":4457,"tag":33,"props":4567,"children":4568},{},[4569],{"type":4461,"value":4570},"Coding Agent 本身就是一個巨大的 Prefix Cache 機器。一個幾十萬 Token 的 Session，跑到下一輪的時候，真正新增的可能只有幾千 Token，前面的 System Prompt、Tools、程式碼上下文、歷史對話基本都沒變。快取命中率越高，這些舊 Context 就越便宜。",{"type":4457,"tag":33,"props":4572,"children":4573},{},[4574],{"type":4461,"value":4575},"Command Code 他們前段時間專門狠狠地做了一輪 Cache Thrashing，主要採取的策略如下：",{"type":4457,"tag":33,"props":4577,"children":4578},{},[4579],{"type":4461,"value":4580},"同一個 Session 盡量固定到相同的 GPU Pod，保持 KV Cache 熱著；盡量維持 Stable Prefix，Provider fallback 也不亂改 Context；再加上他們那套 Tool Call Repair，模型參數寫錯了 Harness 直接在本地修，少讓模型來回報錯重試。",{"type":4457,"tag":33,"props":4582,"children":4583},{},[4584],{"type":4461,"value":4585},"v0.33.0 的 Changelog 甚至直接寫了：Major Cache Overhaul，median cost reduction 2.9×。他們現在官方宣稱快取命中率已經能長期做到 95～99% 左右。",{"type":4457,"tag":33,"props":4587,"children":4588},{},[4589],{"type":4461,"value":4590},"同一個模型，同樣是 10 美元套餐，因為快取帶來的差異，這玩意累積起來，效果天差地別。",{"data":4592,"body":4593},{},{"type":4454,"children":4594},[4595],{"type":4457,"tag":33,"props":4596,"children":4597},{},[4598],{"type":4461,"value":4599},"我把 Command Code 這個 Harness 又仔細研究了一遍，也順手拿它和 Pi、OMP、DeepSeek Harness、OpenCode 對了一下。\nCommand Code 現在最有價值的地方是它對開放模型做的 Harness Engineering。\nPi 的思路很極簡，Harness 盡量少干預模型，輕、快、Token 開銷低，可塑性也非常強；OMP 則是在 Pi 上繼續堆 LSP、Debugger、Browser、AST 這些重型 Coding 能力，更像給 Agent 裝了一套完整 IDE。\nDeepSeek Harness 走得更遠，Everything is Plugin，Agent Loop、工具、權限、Preset、UI 都可以拆開重組，特別適合拿來研究下一代 Agent Runtime。\nOpenCode 則是目前最均衡的一類：開源、Provider 多、生態大、Client\u002FServer、桌面端、Subagent 都比較成熟，屬於什麼模型都能接、什麼活都能幹的綜合型選手。\nCommand Code 的路子不大一樣。它特別喜歡替模型擦屁股。Tool Call 參數寫錯了，Harness 本地修；文件剛讀過又要重複讀，Harness 幫你去重；長 Session 盡量維持 Stable Prefix，提高 Cache Hit；Context 快爆了就做 Compaction；再加上 Session Affinity、Taste、Subagent 隔離這些東西。\n這套思路放到 DeepSeek V4 Flash、GLM-5.3 Flash 這種苦力模型上，價值可能會大一點，模型差一點，Harness 給你補。\n所以我現在會這樣給這幾個 Harness 定位：\nPi，最適合做自己的長期 Agent 基座，簡單、乾淨、隨便魔改。\nOMP，適合真正重度 Coding，需要 LSP、Debugger、複雜 Repo 導航的場景。\nDeepSeek Harness，最適合折騰 Agent 架構、Preset、多 Agent 和下一代 Runtime。\nOpenCode，最適合想要一套成熟通用型多模型 Coding Agent 的人。\nCommand Code，則特別適合 DeepSeek \u002F GLM 這些開放模型的重度用戶，尤其是大量跑 Flash 苦力模型的人。\n所以如果只看長期可塑性，我依然更喜歡 Pi。但如果今天就讓我拿 DeepSeek V4 Flash\u002F GLM-5.3狠狠幹活，我現在真會嚐嚐 Command Code的鹹淡。",{"data":4601,"body":4602},{},{"type":4454,"children":4603},[4604],{"type":4457,"tag":33,"props":4605,"children":4606},{},[4607],{"type":4461,"value":4608},"最近被「福不黑」這種垃圾帳號給搞得煩了。\n一怒之下寫了一個瀏覽器擴充功能，叫做「福濾娃」。\n迭代了好幾個版本以後，我覺得已經完美了，馬上就要上線了。\n有需要的朋友們可以 mark 一下，稍後我會開源並上架 Chrome 商店。",{"data":4610,"body":4611},{},{"type":4454,"children":4612},[4613],{"type":4457,"tag":33,"props":4614,"children":4615},{},[4616,4618],{"type":4461,"value":4617},"經常用 Deepseek、GLM 國產模型的朋友們，完全可以看看洋人搞出來的全家桶：\nCommand GOAT 和 OpenCode Go 兩家。\n我把這兩家的 10 美元套餐仔細研究了一下。\n得出結論就是閉眼選 Command GOAT，毋庸置疑，在 2026 年八月底，版本答案就是：\nCommand GOAT 10 美元套餐！！！\n",{"type":4457,"tag":37,"props":4619,"children":4622},{"href":4620,"rel":4621},"https:\u002F\u002Fcommandcode.ai\u002Fdocs\u002Fplans\u002Fgoat",[41],[4623],{"type":4461,"value":4620},{"data":4625,"body":4626},{},{"type":4454,"children":4627},[4628],{"type":4457,"tag":33,"props":4629,"children":4630},{},[4631],{"type":4461,"value":4632},"之前 X 上吹得很兇的 5 美元 OpenCode Go 已經徹底涼了。\n以前 OpenCode Go 好歹還有個首月 5 美元的優惠能撐一下性價比，現在連 5 美元優惠都沒了，直接 10 美元。\n作為對比，競爭對手 Command GOAT 套餐開始變得眉清目秀起來。\nDeepSeek V4 Flash、GLM-5.3 Flash、GLM-5.3 這些現在真正適合高強度 Coding、跑 Agent 的主力模型，Command GOAT 套餐給的額度明顯更慷慨。\n我現在其實會把 Coding 模型簡單分成兩類：主力模型和苦力模型。\nV4 Pro、GLM-5.3 這種就是主力模型，負責啃硬骨頭。複雜架構、疑難 Bug、大重構、關鍵決策，遇到真正難的問題都可以交給它們。\nV4 Flash、GLM-5.3 Flash 屬於苦力模型。讀 repo、搜程式碼、改檔案、跑測試、批次處理、開荒，這種髒活累活就該讓 Flash 往死裡做。\nCommand GOAT 套餐苦力模型的額度夠大，主力模型的額度也沒有明顯短板。\n所以我要宣布：Command GOAT 套餐才是目前的版本答案。",{"data":4634,"body":4635},{},{"type":4454,"children":4636},[4637,4642],{"type":4457,"tag":33,"props":4638,"children":4639},{},[4640],{"type":4461,"value":4641},"充個 200 美元的 ChatGPT Pro 會員，好好用，把它用乾淨。",{"type":4457,"tag":33,"props":4643,"children":4644},{},[4645],{"type":4461,"value":4646},"AI 就入門了。",{"data":4648,"body":4649},{},{"type":4454,"children":4650},[4651,4656,4669,4674,4679,4692],{"type":4457,"tag":33,"props":4652,"children":4653},{},[4654],{"type":4461,"value":4655},"DeepSeek Harness + 第三方 API 相容問題：",{"type":4457,"tag":33,"props":4657,"children":4658},{},[4659,4661,4667],{"type":4461,"value":4660},"Agent 呼叫 Bash 等工具時報 ",{"type":4457,"tag":457,"props":4662,"children":4664},{"className":4663},[],[4665],{"type":4461,"value":4666},"ToolNotFoundError: unknown tool \"\"",{"type":4461,"value":4668},"，看上去像是工具沒註冊。",{"type":4457,"tag":33,"props":4670,"children":4671},{},[4672],{"type":4461,"value":4673},"實際上是閘道回傳的資料格式跟 DeepSeek 官方不一樣，工具名在中間被弄丟了。",{"type":4457,"tag":33,"props":4675,"children":4676},{},[4677],{"type":4461,"value":4678},"幾個相關的 GitHub Discussions 連結：",{"type":4457,"tag":111,"props":4680,"children":4681},{},[4682,4687],{"type":4457,"tag":114,"props":4683,"children":4684},{},[4685],{"type":4461,"value":4686},"在 deepseek-ai\u002Fdsh#issues 裡搜尋 \"unknown tool\"",{"type":4457,"tag":114,"props":4688,"children":4689},{},[4690],{"type":4461,"value":4691},"自建閘道（OpenRouter \u002F OneAPI \u002F new-api）的人最容易踩這個坑",{"type":4457,"tag":33,"props":4693,"children":4694},{},[4695],{"type":4461,"value":4696},"排查思路：抓一次完整的 tool_call 請求和回應，對比閘道日誌裡的工具名是不是空字串。",{"data":4698,"body":4699},{},{"type":4454,"children":4700},[4701,4706,4711,4716,4721,4726,4731,4736,4754],{"type":4457,"tag":33,"props":4702,"children":4703},{},[4704],{"type":4461,"value":4705},"我最近又翻了一遍 DeepSeek Harness 的倉庫和 Discussions，感覺這個專案現在正處在一個很有意思的階段：",{"type":4457,"tag":33,"props":4707,"children":4708},{},[4709],{"type":4461,"value":4710},"DeepSeek Harness 目前已經有 15 萬+ Star、倉庫累計超過 1.2 萬次 Commit。",{"type":4457,"tag":33,"props":4712,"children":4713},{},[4714],{"type":4461,"value":4715},"但官方 README 依然非常明確地寫著：現在只是 Developer Preview，還會發生破壞相容性的改動。",{"type":4457,"tag":33,"props":4717,"children":4718},{},[4719],{"type":4461,"value":4720},"rc.7 於 8 月 17 日發布。Issues 和 PR 限制建立，回饋走 Discussions。",{"type":4457,"tag":33,"props":4722,"children":4723},{},[4724],{"type":4461,"value":4725},"社群很大但核心開發集中。Bug 頻出，比如 unknown tool \"\" 問題。",{"type":4457,"tag":33,"props":4727,"children":4728},{},[4729],{"type":4461,"value":4730},"最缺的是測試覆蓋、Provider 相容性、會話可靠性。",{"type":4457,"tag":33,"props":4732,"children":4733},{},[4734],{"type":4461,"value":4735},"架構上還是有吸引力的，像 Agent 作業系統底座：",{"type":4457,"tag":111,"props":4737,"children":4738},{},[4739,4744,4749],{"type":4457,"tag":114,"props":4740,"children":4741},{},[4742],{"type":4461,"value":4743},"Everything is a Plugin",{"type":4457,"tag":114,"props":4745,"children":4746},{},[4747],{"type":4461,"value":4748},"Cordis 組合架構",{"type":4457,"tag":114,"props":4750,"children":4751},{},[4752],{"type":4461,"value":4753},"Preset \u002F Skill \u002F MCP \u002F Agent \u002F Provider 全部外掛化",{"type":4457,"tag":33,"props":4755,"children":4756},{},[4757],{"type":4461,"value":4758},"專案現在處在「影響力超前於工程能力」的階段。",{"data":4760,"body":4761},{},{"type":4454,"children":4762},[4763,4768,4773,4778],{"type":4457,"tag":33,"props":4764,"children":4765},{},[4766],{"type":4461,"value":4767},"我現在越來越覺得情緒的價值是很有價值的。",{"type":4457,"tag":33,"props":4769,"children":4770},{},[4771],{"type":4461,"value":4772},"我們智人為什麼能團結在一起去幹大事？",{"type":4457,"tag":33,"props":4774,"children":4775},{},[4776],{"type":4461,"value":4777},"就是因為共同相信某種故事、某種情緒、某種圖騰、某種神話、某種敘事，才形成了組織，互相合作，做大做強，共創輝煌。",{"type":4457,"tag":33,"props":4779,"children":4780},{},[4781],{"type":4461,"value":4782},"這難道不是一種情緒的價值嗎？",{"data":4784,"body":4785},{},{"type":4454,"children":4786},[4787,4792,4797,4802,4815,4820,4833,4838],{"type":4457,"tag":33,"props":4788,"children":4789},{},[4790],{"type":4461,"value":4791},"最近研究 DeepSeek Harness。有一個叫做 Preset 的概念值得關注。",{"type":4457,"tag":33,"props":4793,"children":4794},{},[4795],{"type":4461,"value":4796},"Preset 可以理解為 Agent 的分發單位。同一個模型載入不同的 Preset，最後可以變成完全不同的 Agent。",{"type":4457,"tag":33,"props":4798,"children":4799},{},[4800],{"type":4461,"value":4801},"Preset 和 Skill 最大的區別是什麼？",{"type":4457,"tag":111,"props":4803,"children":4804},{},[4805,4810],{"type":4457,"tag":114,"props":4806,"children":4807},{},[4808],{"type":4461,"value":4809},"一個財報分析 Skill：教 Agent 怎麼分析財報。",{"type":4457,"tag":114,"props":4811,"children":4812},{},[4813],{"type":4461,"value":4814},"一個財報分析 Preset：直接把財報分析 Skill、網頁搜尋、Browser、PDF、Python、Subagents、研究 Prompt 和上下文策略全部組合好，直接給你一個開箱可用的 Agent。",{"type":4457,"tag":33,"props":4816,"children":4817},{},[4818],{"type":4461,"value":4819},"未來很可能會同時出現兩層市場。",{"type":4457,"tag":111,"props":4821,"children":4822},{},[4823,4828],{"type":4457,"tag":114,"props":4824,"children":4825},{},[4826],{"type":4461,"value":4827},"一層是 Plugin \u002F Skill Marketplace，主要給開發者和進階使用者組 Agent；",{"type":4457,"tag":114,"props":4829,"children":4830},{},[4831],{"type":4461,"value":4832},"一層是 Preset \u002F Agent Marketplace，真正面向一般使用者。",{"type":4457,"tag":33,"props":4834,"children":4835},{},[4836],{"type":4461,"value":4837},"這其實已經很接近 App Store 的邏輯。App Store 展示的是一個完整的 App。Preset 展示的是完整的 Agent 應用。",{"type":4457,"tag":33,"props":4839,"children":4840},{},[4841],{"type":4461,"value":4842},"過去大家會分享 Prompt。後來開始分享 Skill。後面很可能就是要分享 Preset 了。",{"data":4844,"body":4845},{},{"type":4454,"children":4846},[4847,4852,4857],{"type":4457,"tag":33,"props":4848,"children":4849},{},[4850],{"type":4461,"value":4851},"DeepSeek Harness 的生態很有可能透過 Preset 繁榮起來。",{"type":4457,"tag":33,"props":4853,"children":4854},{},[4855],{"type":4461,"value":4856},"社群已經出現了 Preset 廣場，有興趣的朋友可以關注一下。",{"type":4457,"tag":33,"props":4858,"children":4859},{},[4860,4862],{"type":4461,"value":4861},"入口：",{"type":4457,"tag":37,"props":4863,"children":4866},{"href":4864,"rel":4865},"https:\u002F\u002Fwww.dshdesktop.com\u002Fpreset\u002F",[41],[4867],{"type":4461,"value":4868},"dshdesktop.com\u002Fpreset",{"data":4870,"body":4871},{},{"type":4454,"children":4872},[4873],{"type":4457,"tag":33,"props":4874,"children":4875},{},[4876],{"type":4461,"value":4877},"稀缺的是一種做產品的感覺、一種對需求的洞察、一種理解使用者心態的能力。",{"data":4879,"body":4880},{},{"type":4454,"children":4881},[4882],{"type":4457,"tag":33,"props":4883,"children":4884},{},[4885],{"type":4461,"value":4886},"這篇文章告訴我們，在使用Deepseek Harness的時候，一定要多試試PTC模式。\n好處就是速度更快，更節省token，讓模型的注意力更加專注。",{"data":4888,"body":4889},{},{"type":4454,"children":4890},[4891,4896],{"type":4457,"tag":33,"props":4892,"children":4893},{},[4894],{"type":4461,"value":4895},"花了點時間研究一下 DeepSeek Harness 這四種模式，我把四種模式的優缺點和適用場景捋一下。",{"type":4457,"tag":768,"props":4897,"children":4898},{},[4899,4904,4909,4914],{"type":4457,"tag":114,"props":4900,"children":4901},{},[4902],{"type":4461,"value":4903},"Standard：最適合日常開發\nStandard 就是 DeepSeek Harness 預設的完整 Coding Agent。它把日常開發需要的東西基本都配齊了，特別適合那種一開始並不知道問題在哪裡，需要 Agent 自己探索的任務。\n但因為大量操作都是：LLM → Tool → LLM → Tool → LLM → Tool，任務複雜以後，Tool Calling 的 round trip 會越來越多，延遲和 Token 開銷都會上去。\n所以探索性任務優先 Standard。",{"type":4457,"tag":114,"props":4905,"children":4906},{},[4907],{"type":4461,"value":4908},"PTC：複雜任務的效率模式\nPTC 允許模型寫一段 TypeScript，把多個工具呼叫組合起來一次執行。\n例如 Standard 可能是：搜尋檔案 → 回模型 → 讀檔案 → 回模型 → 搜尋 → 回模型 → 修改 → 回模型\nPTC 可以變成：模型寫 TypeScript → 一次執行 → 搜尋 + 迴圈 + 過濾 + 讀取 + 處理 → 回傳最終結果\n這可以減少 round trip，也可以減少大量無意義的中間資料進入模型 Context。所以大量批次處理、重複操作、結構化處理特別適合 PTC。",{"type":4457,"tag":114,"props":4910,"children":4911},{},[4912],{"type":4461,"value":4913},"Minimal：只給模型 Bash + Editor\n它最大的優點就是簡單。工具數量少，Tool Schema 少，Prompt 固定開銷低。\n但是沒有 Web，沒有 Skills，沒有 Subagent，沒有 Workflow。複雜任務只能一個 Agent 自己硬幹。而且 Minimal 沒有 Standard 那套完整的 Context Compaction。所以它雖然短任務固定 Token 開銷低，但如果 Session 特別長、Bash 輸出特別多，反而未必真的省 Token。\n因此 Minimal 最適合明確的小任務，任務越明確、越短，Minimal 越香。",{"type":4457,"tag":114,"props":4915,"children":4916},{},[4917],{"type":4461,"value":4918},"Creator：用 Agent 創造 Agent\n擁有 Standard + Cordis Runtime + Plugin 實驗 + Preset 創作能力。它連 Agent 本身都做成了可以組合和創建的東西。\n想想還挺可愛的，模型自己支了個攤子開始賣貨，然後自己把自己的攤子擺弄擺弄，自給自足。\n但 Creator 最大的問題也是權限高。這一點要注意。",{"data":4920,"body":4921},{},{"type":4454,"children":4922},[4923],{"type":4457,"tag":33,"props":4924,"children":4925},{},[4926,4928],{"type":4461,"value":4927},"Awesome Deepseek Harness Desktop已經來了。\nADHD — 出色的 DeepSeek Harness 桌面版，一個開箱即用的 Electron 桌面封裝，專為 DeepSeek Harness 打造  Awesome Deepseek Harmony Desktop已經來了。\n原帖見：",{"type":4457,"tag":37,"props":4929,"children":4932},{"href":4930,"rel":4931},"https:\u002F\u002Fx.com\u002Fzacklin233862\u002Fstatus\u002F2087922286368375265?s=20",[41],[4933],{"type":4461,"value":4930},{"data":4935,"body":4936},{},{"type":4454,"children":4937},[4938],{"type":4457,"tag":33,"props":4939,"children":4940},{},[4941],{"type":4461,"value":4942},"現在一堆 AI Coding Agent 動不動就上 TUI，這股風氣，Claude Code 得負很大責任。\n它把在終端裡跟 AI 對話寫代碼這件事做得很極致。\n但問題在於，好像真正高級的 Coding Agent，就得默認是終端介面，Web 端反而是附屬，甚至被嘲成不夠程式設計師。\n結果呢？\n先搞一個複雜的 TUI\n各種顏色、狀態列、快捷鍵、模式切換\n然後美其名曰「沉浸式」「高效」「尊重程式設計師」\n真的嗎？\n對一小部分每天泡在終端的人來說，確實爽。但對更多人來說，這就是在人為製造門檻。功能藏在按鍵和模式裡，新用戶一臉懵，老用戶也得重新適應各種工具自己的鍵位習慣。\nWeb UI 完全可以做得又快又乾淨，裝成 PWA 之後跟桌面客戶端幾乎沒區別，更新還更方便。非要強行把互動塞回 80 年代的終端範式，然後還反過來鄙視 Web，多少有點自我感動。\nClaude Code 本身很強，這點沒問題。但它把TUI 才是正統這個審美和路徑依賴帶起來了，後面一堆跟風的就更離譜。\n工具是給人用的，不是用來證明誰更「極客」的。\n把反人類的互動包裝成高級，真是很滑稽的一件事情。",{"data":4944,"body":4945},{},{"type":4454,"children":4946},[4947],{"type":4457,"tag":33,"props":4948,"children":4949},{},[4950],{"type":4461,"value":4951},"說真的，有些極客群體已經不是小眾那麼簡單了，是徹底的孤芳自賞。\n他們最典型的特徵就是：把難受當高級，把門檻當品味。\n一個東西如果好用、直觀、普通人也能快速上手，他們就會下意識覺得不夠硬核、太大眾、掉價。\n反過來，越是操作彆扭、資訊藏得深、需要專門學一套黑話和快捷鍵的東西，他們就越覺得這才叫真正的工具。\n這已經不是在追求效率了，這是在用痛苦來確認自己的身分。\n我能忍受別人忍受不了的互動——這句話一出口，優越感就有了。\n圈子越小，這種自我感動就越容易互相強化。\n最後演變成：誰敢說不好用，誰就是不懂，誰就是外行。\n真正厲害的人，是把複雜的事情變簡單。而有些極客，是把簡單的事情搞複雜，然後站在複雜上面俯視別人。",{"data":4953,"body":4954},{},{"type":4454,"children":4955},[4956],{"type":4457,"tag":33,"props":4957,"children":4958},{},[4959],{"type":4461,"value":4960},"我覺得 Deepseek Harness 它的形式非常好。\n沒有一上來就搞反人類的 TUI，反而是 Web UI。\n首先它的安裝包不會很大，因為它根本就沒有安裝包。不會用某些 Electron 框架硬塞一個瀏覽器引擎進去。就非常的節省儲存。\n唯一的缺點就是要在瀏覽器裡用。其實完全可以把它作為 PWA 的程式安裝起來。這樣就跟原生客戶端沒啥區別了。\n使用 Chrome 瀏覽器把網頁端作為應用程式安裝，是一個非常實用的功能。比如我這個截圖裡，它雖然是一個網頁，但是實際跟桌面端的應用程式用起來沒什麼區別。",{"data":4962,"body":4963},{},{"type":4454,"children":4964},[4965,4970,4975,4980,4985,4998],{"type":4457,"tag":33,"props":4966,"children":4967},{},[4968],{"type":4461,"value":4969},"說得太精闢了，這個就是 GPT-5 這一代的通病：",{"type":4457,"tag":33,"props":4971,"children":4972},{},[4973],{"type":4461,"value":4974},"總是會把內部需求寫在介面文案上，來證明自己的工作量。證明自己：喔，我確實做了，你看我厲害吧，我沒有偷懶喔，我把你所有的需求都擺在檯面上了喔。",{"type":4457,"tag":33,"props":4976,"children":4977},{},[4978],{"type":4461,"value":4979},"而且介面上的文案非常冗餘。從 5.0 迭代到 5.6，整整迭代了這麼多代，還是沒有改掉這個問題，已經深入骨髓了。",{"type":4457,"tag":33,"props":4981,"children":4982},{},[4983],{"type":4461,"value":4984},"真正做過前端產品的人都懂：",{"type":4457,"tag":111,"props":4986,"children":4987},{},[4988,4993],{"type":4457,"tag":114,"props":4989,"children":4990},{},[4991],{"type":4461,"value":4992},"介面上無論小字還是大字，都是寫給使用者的文案",{"type":4457,"tag":114,"props":4994,"children":4995},{},[4996],{"type":4461,"value":4997},"該在聊天裡回饋給開發者的文字，絕不應該寫進產品裡",{"type":4457,"tag":33,"props":4999,"children":5000},{},[5001],{"type":4461,"value":5002},"但它不只文案寫得爛，還經常把內部回饋寫進產品裡來「展示」它確實做了什麼事情。",{"data":5004,"body":5005},{},{"type":4454,"children":5006},[5007],{"type":4457,"tag":33,"props":5008,"children":5009},{},[5010,5012],{"type":4461,"value":5011},"英文播客的閱讀網站終於做出來了。\n名字叫做：Cherina Pod\n歡迎大家來玩。狠狠地給我提建議吧，我要狠狠地迭代、修改、優化。\n",{"type":4457,"tag":37,"props":5013,"children":5016},{"href":5014,"rel":5015},"https:\u002F\u002Fpod.cherina.app",[41],[5017],{"type":4461,"value":5014},{"data":5019,"body":5020},{},{"type":4454,"children":5021},[5022],{"type":4457,"tag":33,"props":5023,"children":5024},{},[5025],{"type":4461,"value":5026},"OpenChamber又發布了新的版本。感覺作者真的在很用心的維護。這可能是我見到的，在開源項目中最用心做前端的項目了。\n目前我一直在用的OpenChamber+OpenCode+Deepseek V4 Flash真的狠狠的爽到我了。",{"data":5028,"body":5029},{},{"type":4454,"children":5030},[5031],{"type":4457,"tag":33,"props":5032,"children":5033},{},[5034],{"type":4461,"value":5035},"每次看到Pi Agent的相關的項目，就感覺很興奮。\nherdr+pi 打造出來的工作流，值得好好研究研究。",{"data":5037,"body":5038},{},{"type":4454,"children":5039},[5040],{"type":4457,"tag":33,"props":5041,"children":5042},{},[5043],{"type":4461,"value":5044},"千問出了一個官方插件，可以把DeepSeek V4 Flash裝一個眼睛，感興趣的朋友可以試試",{"data":5046,"body":5047},{},{"type":4454,"children":5048},[5049],{"type":4457,"tag":33,"props":5050,"children":5051},{},[5052,5054],{"type":4461,"value":5053},"我體驗過市面上幾乎所有的開源的Harness GUI客戶端，大多數從設計體驗上，都是一言難盡。\nOpenchamber是我用過的開源項目裡面打磨得比較好的Harness GUI客戶端了，精緻，穩定，偶爾有些bug也不影響長期的使用。\n但是它只能結合OpenCode用，不能切換到其他的Harness。有網友反饋說，OpenCode的整體的性能不夠好，容易拖模型的後腿。\n所以我在構思一個項目。把OpenChamper的前端作為骨架，把其中的內核換為oh my pi，這樣子可能更加符合我自己的需求。\n為什麼不用原生的Pi Agent，而用Oh My Pi？\n因為原生的Pi Agent太過於靈活。沒有辦法做成一個通用的GUI出來。\n相對折中一下，Oh My Pi算是Pi Agent的發行版。整體的插件交互體驗算是比較穩定的。\n所以我覺得把OpenChamper+Oh My Pi做成一個開箱即用的產品，是一個潛在的需求。\n我把這個項目取名為：OMPChamber，目前還在密集開發測試中，有需要的朋友歡迎star。\n",{"type":4457,"tag":37,"props":5055,"children":5058},{"href":5056,"rel":5057},"https:\u002F\u002Fgithub.com\u002Frealchendahuang\u002FOMPChamber",[41],[5059],{"type":4461,"value":5056},{"data":5061,"body":5062},{},{"type":4454,"children":5063},[5064],{"type":4457,"tag":33,"props":5065,"children":5066},{},[5067],{"type":4461,"value":5068},"果然我們還是要多多關注一些有審美的設計師和程式設計師。",{"data":5070,"body":5071},{},{"type":4454,"children":5072},[5073],{"type":4457,"tag":33,"props":5074,"children":5075},{},[5076],{"type":4461,"value":5077},"Deepseek V4 Flash真的好智能吶，好省錢吶\n連續開了15個項目，同時在跑代碼。\n額度只消耗了一點點。",{"data":5079,"body":5080},{},{"type":4454,"children":5081},[5082,5087],{"type":4457,"tag":33,"props":5083,"children":5084},{},[5085],{"type":4461,"value":5086},"分享一下我當前用的OpenCode配置。我的配置圍繞三個核心訴求：\n上下文管理——長會話不爆上下文、省錢省 token\n記憶系統——跨會話記住用戶偏好、項目決策和歷史教訓\n外部能力——文檔查詢、代碼搜索、桌面自動化\n主要用了以下幾個插件:",{"type":4457,"tag":768,"props":5088,"children":5089},{},[5090,5095,5100,5105,5110,5115],{"type":4457,"tag":114,"props":5091,"children":5092},{},[5093],{"type":4461,"value":5094},"opencode-dcp（開源）動態上下文剪枝插件。\n上下文達到閾值時自動把舊內容壓縮成技術摘要，保留關鍵信息、丟棄噪聲，自動清理重複內容，把工具報錯等低價值內容從上下文裡剔除",{"type":4457,"tag":114,"props":5096,"children":5097},{},[5098],{"type":4461,"value":5099},"opencode-goal-plugin\nGoal 模式插件，給長任務加目標管理",{"type":4457,"tag":114,"props":5101,"children":5102},{},[5103],{"type":4461,"value":5104},"Hermes Memory（有需要我後續開源）\n這是我最重的一個插件——把 Hermes agent 的分層記憶機制移植到 OpenCode 上。",{"type":4457,"tag":114,"props":5106,"children":5107},{},[5108],{"type":4461,"value":5109},"context7-MCP\n查庫\u002F框架的最新官方文檔。",{"type":4457,"tag":114,"props":5111,"children":5112},{},[5113],{"type":4461,"value":5114},"grep-MCP\nGitHub 代碼搜索,在 GitHub 全站代碼裡搜真實用法。",{"type":4457,"tag":114,"props":5116,"children":5117},{},[5118],{"type":4461,"value":5119},"open-computer-use（桌面自動化）\n讓 AI 直接操作 macOS 應用——點擊、輸入、滾動、拖拽、截圖、讀無障礙樹。",{"data":5121,"body":5122},{},{"type":4454,"children":5123},[5124],{"type":4457,"tag":33,"props":5125,"children":5126},{},[5127,5129],{"type":4461,"value":5128},"OpenCode Go 套餐，首月只要 5 美金，約合人民幣 35 塊\n開通以後，就可以用它的新版 DeepSeek V4 Flash 模型\n實測下來，我狠狠用了一整個上午，只用了每週額度的 1%，太扯了吧，用不完又要開始焦慮了哈哈哈哈哈\n便宜、好用、速度快這個不可能三角，在 OpenCode Go + DeepSeek V4 Flash 的組合下被完美實現了\nOpencode ",{"type":4457,"tag":37,"props":5130,"children":5133},{"href":5131,"rel":5132},"https:\u002F\u002Ft.co\u002Fc0k1WKWNle",[41],[5134],{"type":4461,"value":5131},{"data":5136,"body":5137},{},{"type":4454,"children":5138},[5139],{"type":4457,"tag":33,"props":5140,"children":5141},{},[5142,5144],{"type":4461,"value":5143},"我真的服了，OpenAI 殺瘋了。GPT-5.6-Luna 降價 80%，輸入 0.2 美金，輸出 1.2 美金，快取命中 0.02 美金。\n拿 DeepSeek V4 Pro 來比，以寫程式的典型用量來算，一億 tokens 裡 95% 命中快取，DeepSeek 跑下來大概人民幣 20 塊，Luna 大概 26 塊。\n如果你開了 Codex 套餐，跑 Luna 能頂原本五倍的量，整整五倍用量提升！ ",{"type":4457,"tag":37,"props":5145,"children":5148},{"href":5146,"rel":5147},"https:\u002F\u002Ft.co\u002FfBVVfyN2OC",[41],[5149],{"type":4461,"value":5146},{"data":5151,"body":5152},{},{"type":4454,"children":5153},[5154],{"type":4457,"tag":33,"props":5155,"children":5156},{},[5157,5159],{"type":4461,"value":5158},"梁文鋒在投資人會議上說：\n「智能的終點可能都是具身。因為對一個正常人來講，他的需求並不是電腦，而是人力。」\n這句話說得很準。普通人要的從來不是更聰明的電腦，而是能幹活的「人力」。文字再強，也只是中間態。 ",{"type":4457,"tag":37,"props":5160,"children":5163},{"href":5161,"rel":5162},"https:\u002F\u002Ft.co\u002F2xg5o5hNjt",[41],[5164],{"type":4461,"value":5161},{"data":5166,"body":5167},{},{"type":4454,"children":5168},[5169],{"type":4457,"tag":33,"props":5170,"children":5171},{},[5172],{"type":4461,"value":5173},"給大家介紹一個概念，叫 FOMO，全稱 Fear of Missing Out，錯失恐懼。\n相信很多人都有這個毛病：刷到好東西就想收藏，看到新工具、新趨勢就想跟，總覺得不跟上就會錯過什麼重要的東西。結果就是收藏夾越來越滿，腦子越來越亂，注意力就在這個過程中一點一點被消耗掉了。",{"data":5175,"body":5176},{},{"type":4454,"children":5177},[5178,5182,5187,5192,5197,5202,5207],{"type":4457,"tag":33,"props":5179,"children":5180},{},[5181],{"type":4461,"value":4287},{"type":4457,"tag":33,"props":5183,"children":5184},{},[5185],{"type":4461,"value":5186},"這個介面格式可以簡單理解成：",{"type":4457,"tag":33,"props":5188,"children":5189},{},[5190],{"type":4461,"value":5191},"你和模型服務之間約定好的溝通方式。",{"type":4457,"tag":33,"props":5193,"children":5194},{},[5195],{"type":4461,"value":5196},"比如以前大家最熟的 OpenAI 相容介面，很多時候指的就是 Chat Completions。這套格式很適合聊天，也很適合簡單的文字生成，所以海內外很多模型廠商都會優先相容它。",{"type":4457,"tag":33,"props":5198,"children":5199},{},[5200],{"type":4461,"value":5201},"但現在做 AI 應用，場景已經複雜很多了。模型常常要讀檔案、查網頁、呼叫函式、執行程式碼、連接 MCP、保留上下文，再繼續完成後面的任務。",{"type":4457,"tag":33,"props":5203,"children":5204},{},[5205],{"type":4461,"value":5206},"這時候，OpenAI 推出的 Responses API 的價值就出來了。",{"type":4457,"tag":111,"props":5208,"children":5209},{},[5210,5215,5220],{"type":4457,"tag":114,"props":5211,"children":5212},{},[5213],{"type":4461,"value":5214},"它的推理模型效果更好。同一個模型，放在更合適的介面結構裡，任務完成的成效會更好。",{"type":4457,"tag":114,"props":5216,"children":5217},{},[5218],{"type":4461,"value":5219},"它原生就適合 Agent。模型可以在一次 API 請求裡呼叫多個工具。",{"type":4457,"tag":114,"props":5221,"children":5222},{},[5223],{"type":4461,"value":5224},"它更省錢。Responses API 的快取利用率比 Chat Completions 提升了 40% 到 80%。快取利用率越高，重複呼叫的成本就越低，回應速度也更容易最佳化。",{"data":5226,"body":5227},{},{"type":4454,"children":5228},[5229,5233,5238,5243,5248,5253,5258,5263],{"type":4457,"tag":33,"props":5230,"children":5231},{},[5232],{"type":4461,"value":3421},{"type":4457,"tag":33,"props":5234,"children":5235},{},[5236],{"type":4461,"value":5237},"星座、生肖、星象、算命這些東西，可能可以理解成人類低算力時代的「壓縮模型」。",{"type":4457,"tag":33,"props":5239,"children":5240},{},[5241],{"type":4461,"value":5242},"古人沒有資料庫，沒有統計學工具，也沒有 AI。",{"type":4457,"tag":33,"props":5244,"children":5245},{},[5246],{"type":4461,"value":5247},"他們只能長期觀察季節、天象、農時、性格、人情世故和社會週期，然後把這些複雜經驗壓縮成一套容易記憶、容易傳播的符號系統。",{"type":4457,"tag":33,"props":5249,"children":5250},{},[5251],{"type":4461,"value":5252},"12 星座、12 生肖、八字、卦象，本質上都像是在把複雜世界降維。",{"type":4457,"tag":33,"props":5254,"children":5255},{},[5256],{"type":4461,"value":5257},"它當然不能當成嚴謹的科學預測。",{"type":4457,"tag":33,"props":5259,"children":5260},{},[5261],{"type":4461,"value":5262},"但它也未必只是純粹的迷信。",{"type":4457,"tag":33,"props":5264,"children":5265},{},[5266],{"type":4461,"value":5267},"更像是古人在算力不足、資料不足、工具不足的情況下，用故事、符號和規則做出來的一種經驗蒸餾。",{"data":5269,"body":5270},{},{"type":4454,"children":5271},[5272,5276,5281,5286,5291,5296],{"type":4457,"tag":33,"props":5273,"children":5274},{},[5275],{"type":4461,"value":4423},{"type":4457,"tag":33,"props":5277,"children":5278},{},[5279],{"type":4461,"value":5280},"不知道是不是進入了賢者模式。",{"type":4457,"tag":33,"props":5282,"children":5283},{},[5284],{"type":4461,"value":5285},"仔細反省之後，我發現自己更關心一個問題：",{"type":4457,"tag":33,"props":5287,"children":5288},{},[5289],{"type":4461,"value":5290},"我每天刷的這些東西，最後到底能不能變成真實的產品。",{"type":4457,"tag":33,"props":5292,"children":5293},{},[5294],{"type":4461,"value":5295},"工具更新看再多，不如把一個具體場景打穿。",{"type":4457,"tag":33,"props":5297,"children":5298},{},[5299],{"type":4461,"value":5300},"接下來這段時間，我想把更多精力放在產品、社群和長期內容上。",{"data":5302,"body":5303},{},{"type":4454,"children":5304},[5305,5309,5314,5322,5327,5332,5337,5342,5347,5352,5357,5362,5370,5375,5380,5385,5390,5395,5400,5405,5418,5423,5428],{"type":4457,"tag":33,"props":5306,"children":5307},{},[5308],{"type":4461,"value":4080},{"type":4457,"tag":33,"props":5310,"children":5311},{},[5312],{"type":4461,"value":5313},"我發現這裡其實有兩條路線。",{"type":4457,"tag":33,"props":5315,"children":5316},{},[5317],{"type":4457,"tag":66,"props":5318,"children":5319},{},[5320],{"type":4461,"value":5321},"一條是基於飛書搭建。",{"type":4457,"tag":33,"props":5323,"children":5324},{},[5325],{"type":4461,"value":5326},"它的優勢很直接：",{"type":4457,"tag":33,"props":5328,"children":5329},{},[5330],{"type":4461,"value":5331},"免費、多端同步、可分享、協作方便，形式也夠豐富。",{"type":4457,"tag":33,"props":5333,"children":5334},{},[5335],{"type":4461,"value":5336},"文件、多維表格、試算表、簡報、畫布、Todo、知識庫，這些模組組合起來，已經能涵蓋很多個人和團隊的知識管理場景。",{"type":4457,"tag":33,"props":5338,"children":5339},{},[5340],{"type":4461,"value":5341},"我尤其看好多維表格。",{"type":4457,"tag":33,"props":5343,"children":5344},{},[5345],{"type":4461,"value":5346},"它很適合當作知識中樞。",{"type":4457,"tag":33,"props":5348,"children":5349},{},[5350],{"type":4461,"value":5351},"資訊收集、資料歸檔、狀態管理、結構化整理、內容再生產，都可以圍繞它展開。",{"type":4457,"tag":33,"props":5353,"children":5354},{},[5355],{"type":4461,"value":5356},"再加上飛書 CLI 和 AI Agent，飛書就不只是一個辦公軟體了。",{"type":4457,"tag":33,"props":5358,"children":5359},{},[5360],{"type":4461,"value":5361},"它更像一個可以被 Agent 操作的知識工作流系統。",{"type":4457,"tag":33,"props":5363,"children":5364},{},[5365],{"type":4457,"tag":66,"props":5366,"children":5367},{},[5368],{"type":4461,"value":5369},"另一條路線是基於 Cloudflare 自行開發。",{"type":4457,"tag":33,"props":5371,"children":5372},{},[5373],{"type":4461,"value":5374},"這條路更自由，也更適合產品化。",{"type":4457,"tag":33,"props":5376,"children":5377},{},[5378],{"type":4461,"value":5379},"比如我現在正在做的 FlareMo，就是想基於 Cloudflare 去做一個知識管理產品。",{"type":4457,"tag":33,"props":5381,"children":5382},{},[5383],{"type":4461,"value":5384},"Cloudflare 的好處是底層能力很完整：",{"type":4457,"tag":33,"props":5386,"children":5387},{},[5388],{"type":4461,"value":5389},"前端、後端、資料庫、物件儲存、向量檢索、AI 能力，都可以組合起來。",{"type":4457,"tag":33,"props":5391,"children":5392},{},[5393],{"type":4461,"value":5394},"但它需要開發。",{"type":4457,"tag":33,"props":5396,"children":5397},{},[5398],{"type":4461,"value":5399},"也需要自己設計資料結構、搜尋體驗、權限系統和產品邏輯。",{"type":4457,"tag":33,"props":5401,"children":5402},{},[5403],{"type":4461,"value":5404},"所以我現在的判斷是：",{"type":4457,"tag":111,"props":5406,"children":5407},{},[5408,5413],{"type":4457,"tag":114,"props":5409,"children":5410},{},[5411],{"type":4461,"value":5412},"飛書適合快速搭一套能馬上上線的知識管理系統。",{"type":4457,"tag":114,"props":5414,"children":5415},{},[5416],{"type":4461,"value":5417},"Cloudflare 適合把知識管理做成一個真正可控、可迭代的產品。",{"type":4457,"tag":33,"props":5419,"children":5420},{},[5421],{"type":4461,"value":5422},"這兩條路線都值得研究。",{"type":4457,"tag":33,"props":5424,"children":5425},{},[5426],{"type":4461,"value":5427},"一條偏工作流。",{"type":4457,"tag":33,"props":5429,"children":5430},{},[5431],{"type":4461,"value":5432},"一條偏產品化。",{"data":5434,"body":5435},{},{"type":4454,"children":5436},[5437,5441,5446,5451,5459,5464,5469,5474,5479,5502,5507,5512,5517,5522,5527,5532,5537,5542,5547],{"type":4457,"tag":33,"props":5438,"children":5439},{},[5440],{"type":4461,"value":4071},{"type":4457,"tag":33,"props":5442,"children":5443},{},[5444],{"type":4461,"value":5445},"很多人一提到知識管理，第一反應就是收藏文章、整理連結、做筆記、搭一個漂亮的資料庫。",{"type":4457,"tag":33,"props":5447,"children":5448},{},[5449],{"type":4461,"value":5450},"但從第一性原理來看，知識管理真正要解決的問題其實是：",{"type":4457,"tag":33,"props":5452,"children":5453},{},[5454],{"type":4457,"tag":66,"props":5455,"children":5456},{},[5457],{"type":4461,"value":5458},"我今天看到的資訊，能不能在未來繼續幫我做判斷？",{"type":4457,"tag":33,"props":5460,"children":5461},{},[5462],{"type":4461,"value":5463},"人的記憶有限，注意力有限，經驗也很容易流失。",{"type":4457,"tag":33,"props":5465,"children":5466},{},[5467],{"type":4461,"value":5468},"如果一份資料只是被收藏起來，最後很可能變成資訊墳場。",{"type":4457,"tag":33,"props":5470,"children":5471},{},[5472],{"type":4461,"value":5473},"真正有價值的知識管理，應該完成一個轉化：",{"type":4457,"tag":33,"props":5475,"children":5476},{},[5477],{"type":4461,"value":5478},"把外部資訊和個人經驗，變成可檢索、可調用、可複用、可更新的行動能力。",{"type":4457,"tag":111,"props":5480,"children":5481},{},[5482,5487,5492,5497],{"type":4457,"tag":114,"props":5483,"children":5484},{},[5485],{"type":4461,"value":5486},"一篇文章，單純收藏只是資料。",{"type":4457,"tag":114,"props":5488,"children":5489},{},[5490],{"type":4461,"value":5491},"你提煉出觀點，它變成資訊。",{"type":4457,"tag":114,"props":5493,"children":5494},{},[5495],{"type":4461,"value":5496},"你把它和自己的專案、場景、判斷連結起來，它才開始變成知識。",{"type":4457,"tag":114,"props":5498,"children":5499},{},[5500],{"type":4461,"value":5501},"最後它能幫你寫文章、做產品、做決策、設計工作流，這才變成能力。",{"type":4457,"tag":33,"props":5503,"children":5504},{},[5505],{"type":4461,"value":5506},"所以我越來越覺得，知識管理的終點不該是一座資料庫。",{"type":4457,"tag":33,"props":5508,"children":5509},{},[5510],{"type":4461,"value":5511},"它更像一個認知基礎設施。",{"type":4457,"tag":33,"props":5513,"children":5514},{},[5515],{"type":4461,"value":5516},"幫你吸收資訊、整理判斷、沉澱方法，持續輸出內容、產品和行動。",{"type":4457,"tag":33,"props":5518,"children":5519},{},[5520],{"type":4461,"value":5521},"尤其是 AI Agent 出現之後，知識管理會變得更有意思。",{"type":4457,"tag":33,"props":5523,"children":5524},{},[5525],{"type":4461,"value":5526},"過去我們靠人來整理、分類、搜尋、複用。",{"type":4457,"tag":33,"props":5528,"children":5529},{},[5530],{"type":4461,"value":5531},"以後很多動作都可以交給 Agent：",{"type":4457,"tag":33,"props":5533,"children":5534},{},[5535],{"type":4461,"value":5536},"自動摘要，自動打標籤，自動關聯專案，自動生成大綱，自動提醒過期知識，甚至把資料直接變成文章、方案、簡報和任務。",{"type":4457,"tag":33,"props":5538,"children":5539},{},[5540],{"type":4461,"value":5541},"這也是我最近對知識管理感興趣的原因。",{"type":4457,"tag":33,"props":5543,"children":5544},{},[5545],{"type":4461,"value":5546},"它表面上是記筆記。",{"type":4457,"tag":33,"props":5548,"children":5549},{},[5550],{"type":4461,"value":5551},"本質上是在打造一個可以長期複利的認知系統。",{"data":5553,"body":5554},{},{"type":4454,"children":5555},[5556,5560,5565],{"type":4457,"tag":33,"props":5557,"children":5558},{},[5559],{"type":4461,"value":4372},{"type":4457,"tag":33,"props":5561,"children":5562},{},[5563],{"type":4461,"value":5564},"隨時隨地寫程式。",{"type":4457,"tag":33,"props":5566,"children":5567},{},[5568],{"type":4461,"value":5569},"隨時隨地陪老婆出去逛街。",{"data":5571,"body":5572},{},{"type":4454,"children":5573},[5574,5578],{"type":4457,"tag":33,"props":5575,"children":5576},{},[5577],{"type":4461,"value":4036},{"type":4457,"tag":33,"props":5579,"children":5580},{},[5581],{"type":4461,"value":5582},"但對我們普通人來說，最有價值的還是獨立開發者的來時路",{"data":5584,"body":5585},{},{"type":4454,"children":5586},[5587,5591],{"type":4457,"tag":33,"props":5588,"children":5589},{},[5590],{"type":4461,"value":3442},{"type":4457,"tag":33,"props":5592,"children":5593},{},[5594],{"type":4461,"value":5595},"看 YouTube 一點廣告都沒有！！",{"data":5597,"body":5598},{},{"type":4454,"children":5599},[5600,5604,5609,5614,5619,5624],{"type":4457,"tag":33,"props":5601,"children":5602},{},[5603],{"type":4461,"value":3664},{"type":4457,"tag":33,"props":5605,"children":5606},{},[5607],{"type":4461,"value":5608},"好了，我要開始推坑了。",{"type":4457,"tag":33,"props":5610,"children":5611},{},[5612],{"type":4461,"value":5613},"這是酷態科 25 號超級電能塊 SE（酷態科就是曾經的紫米）。",{"type":4457,"tag":33,"props":5615,"children":5616},{},[5617],{"type":4461,"value":5618},"140 多塊錢，25000 毫安時，最高 120 瓦輸出，自帶充電線。",{"type":4457,"tag":33,"props":5620,"children":5621},{},[5622],{"type":4461,"value":5623},"可以讓我的 MacBook Air 持續一下午高強度工作。",{"type":4457,"tag":33,"props":5625,"children":5626},{},[5627],{"type":4461,"value":5628},"是星巴克、麥當勞、肯德基、下鄉等場所的辦公良品！",{"data":5630,"body":5631},{},{"type":4454,"children":5632},[5633,5637,5642,5647],{"type":4457,"tag":33,"props":5634,"children":5635},{},[5636],{"type":4461,"value":3766},{"type":4457,"tag":33,"props":5638,"children":5639},{},[5640],{"type":4461,"value":5641},"它的 API 雖然賣得便宜，但是官方提到過這一塊的利潤率是 545%！！！",{"type":4457,"tag":33,"props":5643,"children":5644},{},[5645],{"type":4461,"value":5646},"所以 DeepSeek 不僅是賽博 AI 菩薩，而且技術超強。",{"type":4457,"tag":33,"props":5648,"children":5649},{},[5650,5652],{"type":4461,"value":5651},"原文見：",{"type":4457,"tag":37,"props":5653,"children":5656},{"href":5654,"rel":5655},"https:\u002F\u002Fgithub.com\u002Fdeepseek-ai\u002Fopen-infra-index\u002Fblob\u002Fmain\u002F202502OpenSourceWeek\u002Fday_6_one_more_thing_deepseekV3R1_inference_system_overview.md",[41],[5657],{"type":4461,"value":5658},"DeepSeek Open Infra Index",{"data":5660,"body":5661},{},{"type":4454,"children":5662},[5663,5667,5672,5677],{"type":4457,"tag":33,"props":5664,"children":5665},{},[5666],{"type":4461,"value":3868},{"type":4457,"tag":33,"props":5668,"children":5669},{},[5670],{"type":4461,"value":5671},"對於先有雞、先有蛋的尷尬場景，非常有幫助。",{"type":4457,"tag":33,"props":5673,"children":5674},{},[5675],{"type":4461,"value":5676},"使用方法：",{"type":4457,"tag":768,"props":5678,"children":5679},{},[5680,5691,5696,5707],{"type":4457,"tag":114,"props":5681,"children":5682},{},[5683,5685],{"type":4461,"value":5684},"在網址列輸入 ",{"type":4457,"tag":457,"props":5686,"children":5688},{"className":5687},[],[5689],{"type":4461,"value":5690},"about:config",{"type":4457,"tag":114,"props":5692,"children":5693},{},[5694],{"type":4461,"value":5695},"進入進階偏好設定，點顯示全部",{"type":4457,"tag":114,"props":5697,"children":5698},{},[5699,5701],{"type":4461,"value":5700},"搜尋輸入 ",{"type":4457,"tag":457,"props":5702,"children":5704},{"className":5703},[],[5705],{"type":4461,"value":5706},"browser.ipProtection.enabled",{"type":4457,"tag":114,"props":5708,"children":5709},{},[5710],{"type":4461,"value":5711},"將該條目的值切換為 true",{"data":5713,"body":5714},{},{"type":4454,"children":5715},[5716,5720,5725,5730],{"type":4457,"tag":33,"props":5717,"children":5718},{},[5719],{"type":4461,"value":4392},{"type":4457,"tag":33,"props":5721,"children":5722},{},[5723],{"type":4461,"value":5724},"在登入環節，它產生了一個 QR Code，讓我掃碼登入。",{"type":4457,"tag":33,"props":5726,"children":5727},{},[5728],{"type":4461,"value":5729},"然後我再吼一聲「幫我領優惠券」，它就幫我領了那麼多。",{"type":4457,"tag":33,"props":5731,"children":5732},{},[5733],{"type":4461,"value":5734},"把 AI Agent 用在領優惠券這樣的場景，非常 amazing。",{"data":5736,"body":5737},{},{"type":4454,"children":5738},[5739,5743,5748,5753,5758,5763],{"type":4457,"tag":33,"props":5740,"children":5741},{},[5742],{"type":4461,"value":3471},{"type":4457,"tag":33,"props":5744,"children":5745},{},[5746],{"type":4461,"value":5747},"它適合想拓寬資訊來源、想打破資訊繭房的人。",{"type":4457,"tag":33,"props":5749,"children":5750},{},[5751],{"type":4461,"value":5752},"它會持續抓取 Hacker News、Reddit、BBC、Reuters、Bloomberg、Product Hunt 等國外熱門內容，並把標題翻譯成中文。",{"type":4457,"tag":33,"props":5754,"children":5755},{},[5756],{"type":4461,"value":5757},"它最大的價值，是讓你先用中文把標題瀏覽一遍。",{"type":4457,"tag":33,"props":5759,"children":5760},{},[5761],{"type":4461,"value":5762},"如果看到感興趣的、值得閱讀的文章，再點進去看看詳情。",{"type":4457,"tag":33,"props":5764,"children":5765},{},[5766],{"type":4461,"value":5767},"這時候可以配合沉浸式翻譯做雙語閱讀。",{"data":5769,"body":5770},{},{"type":4454,"children":5771},[5772],{"type":4457,"tag":33,"props":5773,"children":5774},{},[5775],{"type":4461,"value":5776},"關於翻牆，如果買了機場、又自己架了 VPS 節點，會希望把它們統一管理、統一分流，統一輸出一條訂閱連結。\n希望把分流規則、節點篩選和組合邏輯放在伺服器端維護，而不是在每個用戶端重複設定。\n希望用 Cloudflare 的輕量部署方式來跑，不想維護伺服器、資料庫服務和複雜的背景任務。",{"data":5778,"body":5779},{},{"type":4454,"children":5780},[5781,5785],{"type":4457,"tag":33,"props":5782,"children":5783},{},[5784],{"type":4461,"value":3459},{"type":4457,"tag":111,"props":5786,"children":5787},{},[5788,5798,5808,5818,5828,5838,5848,5858],{"type":4457,"tag":114,"props":5789,"children":5790},{},[5791,5796],{"type":4457,"tag":66,"props":5792,"children":5793},{},[5794],{"type":4461,"value":5795},"Wetab",{"type":4461,"value":5797},"：新分頁擴充功能，可以把常用東西放進來，還能自訂搜尋引擎，登入帳號免費多裝置同步。我在上面特別搞了一個基於 Google 的 X 搜尋引擎，比內建的還好用的多。",{"type":4457,"tag":114,"props":5799,"children":5800},{},[5801,5806],{"type":4457,"tag":66,"props":5802,"children":5803},{},[5804],{"type":4461,"value":5805},"Video Speed Controller",{"type":4461,"value":5807},"：靈活調整影片倍速，適合高效攝取知識。",{"type":4457,"tag":114,"props":5809,"children":5810},{},[5811,5816],{"type":4457,"tag":66,"props":5812,"children":5813},{},[5814],{"type":4461,"value":5815},"XHunt",{"type":4461,"value":5817},"：玩 X 必備，可以看到每個 KOL 的排行榜，以及目前最熱門的貼文。",{"type":4457,"tag":114,"props":5819,"children":5820},{},[5821,5826],{"type":4457,"tag":66,"props":5822,"children":5823},{},[5824],{"type":4461,"value":5825},"X 互關雷達",{"type":4461,"value":5827},"：在頁面標記互關和單向關注關係，並可選擇顯示 following \u002F followers 關注率。",{"type":4457,"tag":114,"props":5829,"children":5830},{},[5831,5836],{"type":4457,"tag":66,"props":5832,"children":5833},{},[5834],{"type":4461,"value":5835},"FireShot",{"type":4461,"value":5837},"：捕捉網頁截圖，編輯並儲存為 PDF、JPEG、GIF、PNG 或 BMP。",{"type":4457,"tag":114,"props":5839,"children":5840},{},[5841,5846],{"type":4457,"tag":66,"props":5842,"children":5843},{},[5844],{"type":4461,"value":5845},"Proton Pass",{"type":4461,"value":5847},"：設計優雅的帳號密碼管理工具，多裝置同步。",{"type":4457,"tag":114,"props":5849,"children":5850},{},[5851,5856],{"type":4457,"tag":66,"props":5852,"children":5853},{},[5854],{"type":4461,"value":5855},"沉浸式翻譯",{"type":4461,"value":5857},"：老牌雙語翻譯擴充功能，接入 DeepSeek V4 Flash API。",{"type":4457,"tag":114,"props":5859,"children":5860},{},[5861,5865],{"type":4457,"tag":66,"props":5862,"children":5863},{},[5864],{"type":4461,"value":231},{"type":4461,"value":5866},"：Codex 連接 Chrome 瀏覽器必備，有了它可以自動化任何在瀏覽器上的事情，比如帳號被封寫申訴郵件。",{"data":5868,"body":5869},{},{"type":4454,"children":5870},[5871,5875,5880,5885,5890,5895],{"type":4457,"tag":33,"props":5872,"children":5873},{},[5874],{"type":4461,"value":4025},{"type":4457,"tag":33,"props":5876,"children":5877},{},[5878],{"type":4461,"value":5879},"人的注意力是有限的。人只負責最關鍵的那一部分判斷。",{"type":4457,"tag":33,"props":5881,"children":5882},{},[5883],{"type":4461,"value":5884},"一定要把有限的注意力分配在有價值的地方，讓 AI 去做更多雜事。",{"type":4457,"tag":33,"props":5886,"children":5887},{},[5888],{"type":4461,"value":5889},"這就是 AI 工作流存在的意義。",{"type":4457,"tag":33,"props":5891,"children":5892},{},[5893],{"type":4461,"value":5894},"讓 AI 工作流把雜事全部包下來，人負責最終的判斷——最有價值、最核心、最接近最終目標的那種審核，或是結果的驗收。",{"type":4457,"tag":33,"props":5896,"children":5897},{},[5898],{"type":4461,"value":5899},"這是我很想達成的一種狀態。我最近也在研究這些工作流。",{"data":5901,"body":5902},{},{"type":4454,"children":5903},[5904,5908,5913,5918,5923,5928],{"type":4457,"tag":33,"props":5905,"children":5906},{},[5907],{"type":4461,"value":3880},{"type":4457,"tag":33,"props":5909,"children":5910},{},[5911],{"type":4461,"value":5912},"註冊一個免費的 Cloudflare 帳號，部署完以後就可以擁有 10G 檔案儲存、5G 資料儲存。",{"type":4457,"tag":33,"props":5914,"children":5915},{},[5916],{"type":4461,"value":5917},"永久免費，裝備不花一分錢，流量不花一分錢，資料多地備份，天生自帶高可用機制。",{"type":4457,"tag":33,"props":5919,"children":5920},{},[5921],{"type":4461,"value":5922},"24 小時隨時隨地在雲端服務，完全相容 Memos 生態。",{"type":4457,"tag":33,"props":5924,"children":5925},{},[5926],{"type":4461,"value":5927},"當時開發進度：花了一天完成整體基本功能搭建，已經完全可用。",{"type":4457,"tag":33,"props":5929,"children":5930},{},[5931],{"type":4461,"value":5932},"後續會補充更多使用部署教學、工程化測試案例、AI Agent 相關技術，以及多端支援。Build in public。",{"data":5934,"body":5935},{},{"type":4454,"children":5936},[5937,5941,5946,5951,5956,5966],{"type":4457,"tag":33,"props":5938,"children":5939},{},[5940],{"type":4461,"value":4317},{"type":4457,"tag":33,"props":5942,"children":5943},{},[5944],{"type":4461,"value":5945},"開源了一個完全免費、部署在 Cloudflare 上的翻牆訂閱連結聚合專案。",{"type":4457,"tag":33,"props":5947,"children":5948},{},[5949],{"type":4461,"value":5950},"幫你把所有的翻牆訂閱連結、自建的節點，統一聚合在一條連結上，同時還可以配上分流規則。",{"type":4457,"tag":33,"props":5952,"children":5953},{},[5954],{"type":4461,"value":5955},"真正做到只需要一條連結，就能在所有的用戶端使用，不需要每個用戶端單獨設定。",{"type":4457,"tag":33,"props":5957,"children":5958},{},[5959,5961],{"type":4461,"value":5960},"GitHub：",{"type":4457,"tag":37,"props":5962,"children":5964},{"href":2389,"rel":5963},[41],[5965],{"type":4461,"value":2389},{"type":4457,"tag":33,"props":5967,"children":5968},{},[5969,5971],{"type":4461,"value":5970},"部落格原文：",{"type":4457,"tag":37,"props":5972,"children":5973},{"href":2490},[5974],{"type":4461,"value":2376},{"data":5976,"body":5977},{},{"type":4454,"children":5978},[5979],{"type":4457,"tag":33,"props":5980,"children":5981},{},[5982,5984,5990,5992],{"type":4461,"value":5983},"Clash Party 翻牆上網\n配合部署在 Cloudflare 上的 Substore\n一條訂閱連結完成了多供應商聚合、規則分流\n舒服（第二聲）！\n也推薦一下 Clash Party 這個客戶端，非常優雅。\n我的 sub-store-cloudflare 的開源網址：\n",{"type":4457,"tag":37,"props":5985,"children":5988},{"href":5986,"rel":5987},"https:\u002F\u002Ft.co\u002Fu8zhrOSrAw",[41],[5989],{"type":4461,"value":5986},{"type":4461,"value":5991}," ",{"type":4457,"tag":37,"props":5993,"children":5996},{"href":5994,"rel":5995},"https:\u002F\u002Ft.co\u002FZzc3IXKsLI",[41],[5997],{"type":4461,"value":5994},{"data":5999,"body":6000},{},{"type":4454,"children":6001},[6002,6006,6011,6016,6039],{"type":4457,"tag":33,"props":6003,"children":6004},{},[6005],{"type":4461,"value":4329},{"type":4457,"tag":33,"props":6007,"children":6008},{},[6009],{"type":4461,"value":6010},"把我自建的節點和機場的備用節點全部融合在一起，還搭配上了 ACL4SSR 分流規則自動訂閱。",{"type":4457,"tag":33,"props":6012,"children":6013},{},[6014],{"type":4461,"value":6015},"直接用一條訂閱連結就實現了：",{"type":4457,"tag":111,"props":6017,"children":6018},{},[6019,6024,6029,6034],{"type":4457,"tag":114,"props":6020,"children":6021},{},[6022],{"type":4461,"value":6023},"多家供應商節點合併",{"type":4457,"tag":114,"props":6025,"children":6026},{},[6027],{"type":4461,"value":6028},"節點過濾",{"type":4457,"tag":114,"props":6030,"children":6031},{},[6032],{"type":4461,"value":6033},"分流規則設定",{"type":4457,"tag":114,"props":6035,"children":6036},{},[6037],{"type":4461,"value":6038},"設定自動更新",{"type":4457,"tag":33,"props":6040,"children":6041},{},[6042],{"type":4461,"value":6043},"絲滑到不行。",{"data":6045,"body":6046},{},{"type":4454,"children":6047},[6048],{"type":4457,"tag":33,"props":6049,"children":6050},{},[6051],{"type":4461,"value":6052},"最近在思考一個計畫。\n打算把個人知識管理、資訊收集、知識輸出全部搬到 Cloudflare 上。\n免費帳號本身就內建 10GB 的物件儲存和 5GB 的資料庫。\n等於是一個自己架的、在雲端上的、永久免費的知識管理系統啊。",{"data":6054,"body":6055},{},{"type":4454,"children":6056},[6057,6061,6066,6071,6076,6081,6086,6091,6096,6101],{"type":4457,"tag":33,"props":6058,"children":6059},{},[6060],{"type":4461,"value":3653},{"type":4457,"tag":33,"props":6062,"children":6063},{},[6064],{"type":4461,"value":6065},"我是用 GPT 5.5 和 Gemini 3.1 Pro，用這兩個模型經歷了多次的頭腦風暴，想了兩三天都沒想到好名字。",{"type":4457,"tag":33,"props":6067,"children":6068},{},[6069],{"type":4461,"value":6070},"為什麼呢？因為我發現這些模型沒有創新。牠給你的名字選項都是詞藻的堆砌和字的組合。",{"type":4457,"tag":33,"props":6072,"children":6073},{},[6074],{"type":4461,"value":6075},"你提出自己的想法，牠就來回鬼打牆地給你繞來繞去，氣得我高血壓都犯了。",{"type":4457,"tag":33,"props":6077,"children":6078},{},[6079],{"type":4461,"value":6080},"還有一個很大的問題，你好不容易想到幾個比較滿意的名字，打開企查查一看，好傢伙，要嘛被註冊了，要嘛有雷同的。",{"type":4457,"tag":33,"props":6082,"children":6083},{},[6084],{"type":4461,"value":6085},"這裡可以推薦一下阿里巴巴的 88 查，類似於企查查，但是免費，可以用它查查有沒有雷同的名字。",{"type":4457,"tag":33,"props":6087,"children":6088},{},[6089],{"type":4461,"value":6090},"取名字如果不想一直重複，最好取四個字的，思路一定要開闊。",{"type":4457,"tag":33,"props":6092,"children":6093},{},[6094],{"type":4461,"value":6095},"一定要多換幾種模型，換幾種不同的腦子。",{"type":4457,"tag":33,"props":6097,"children":6098},{},[6099],{"type":4461,"value":6100},"可以給 AI 一些好名字作為參考，比如說 DeepSeek 深度求索、ByteDance 字節跳動。",{"type":4457,"tag":33,"props":6102,"children":6103},{},[6104],{"type":4461,"value":6105},"把你認為的好名字，讓 AI 去參考參考。博採眾家之長，才會有牛逼的名字出現。",{"data":6107,"body":6108},{},{"type":4454,"children":6109},[6110,6114,6119,6124,6129,6134,6139],{"type":4457,"tag":33,"props":6111,"children":6112},{},[6113],{"type":4461,"value":3891},{"type":4457,"tag":33,"props":6115,"children":6116},{},[6117],{"type":4461,"value":6118},"想要 Flomo 那種開箱即記、不打擾的靈感收集；",{"type":4457,"tag":33,"props":6120,"children":6121},{},[6122],{"type":4461,"value":6123},"想要 Memos 那種成熟開源生態、資料可遷移、API 能玩；",{"type":4457,"tag":33,"props":6125,"children":6126},{},[6127],{"type":4461,"value":6128},"又不想再開一台 VPS、維護 Docker、Postgres、Node 常駐程式。",{"type":4457,"tag":33,"props":6130,"children":6131},{},[6132],{"type":4461,"value":6133},"那怎麼辦。FlareMo 的做法是把 Memos 的資料模型和 API 當成「規範」，把整個執行環境重搭到 Cloudflare 上：",{"type":4457,"tag":33,"props":6135,"children":6136},{},[6137],{"type":4461,"value":6138},"Workers 跑 API、D1 存筆記、R2 放附件、Queues\u002FCron 跑背景任務、Vectorize + Workers AI 留給日後的語意搜尋和 AI 工作流。",{"type":4457,"tag":33,"props":6140,"children":6141},{},[6142],{"type":4461,"value":6143},"站在 Memos 的肩膀上，做一份長在邊緣雲上的個人知識庫。",{"data":6145,"body":6146},{},{"type":4454,"children":6147},[6148,6152,6157],{"type":4457,"tag":33,"props":6149,"children":6150},{},[6151],{"type":4461,"value":3483},{"type":4457,"tag":33,"props":6153,"children":6154},{},[6155],{"type":4461,"value":6156},"因為寫的程式碼還在除錯階段，stop 指令沒有生效。",{"type":4457,"tag":33,"props":6158,"children":6159},{},[6160],{"type":4461,"value":6161},"導致一個 Container 連續運行了 7 天，扣了我 4 美元。",{"data":6163,"body":6164},{},{"type":4454,"children":6165},[6166,6171,6176,6181,6186,6191],{"type":4457,"tag":33,"props":6167,"children":6168},{},[6169],{"type":4461,"value":6170},"東西神話圖鑑的名字想好了——God-Museum · 眾神博物館：",{"type":4457,"tag":33,"props":6172,"children":6173},{},[6174],{"type":4461,"value":6175},"把《山海經》《西遊記》、古希臘、北歐、古埃及這幾套互不相干的神譜塞進同一個宇宙裡，讓它們不打架。",{"type":4457,"tag":33,"props":6177,"children":6178},{},[6179],{"type":4461,"value":6180},"同一個雷電法則，在希臘叫宙斯、在東方叫雷震子；",{"type":4457,"tag":33,"props":6182,"children":6183},{},[6184],{"type":4461,"value":6185},"同一場大洪水，東方人記得是女媧補天，希伯來人記得是諾亞方舟。",{"type":4457,"tag":33,"props":6187,"children":6188},{},[6189],{"type":4461,"value":6190},"認真追問下去，整個神話世界就得重排一遍。",{"type":4457,"tag":33,"props":6192,"children":6193},{},[6194,6196],{"type":4461,"value":6195},"線上體驗：",{"type":4457,"tag":37,"props":6197,"children":6200},{"href":6198,"rel":6199},"https:\u002F\u002Fchendahuang.com\u002Fgod-museum\u002F",[41],[6201],{"type":4461,"value":6198},{"data":6203,"body":6204},{},{"type":4454,"children":6205},[6206,6210,6215,6220],{"type":4457,"tag":33,"props":6207,"children":6208},{},[6209],{"type":4461,"value":3410},{"type":4457,"tag":33,"props":6211,"children":6212},{},[6213],{"type":4461,"value":6214},"比較大的一個機會，是處理在傳統軟體層面無法被記錄下來的這一部分，也就是說，一些非結構化的背景資料。",{"type":4457,"tag":33,"props":6216,"children":6217},{},[6218],{"type":4461,"value":6219},"比如說，真正 AI native 的 CRM 軟體，在記錄給某個客戶的折扣時，可以順帶記錄為什麼要給這個折扣，而不是另一個折扣，以及其他方案為什麼被否決，這其中是誰說服了誰？",{"type":4457,"tag":33,"props":6221,"children":6222},{},[6223],{"type":4461,"value":6224},"傳統的軟體有太多這樣的隱藏資訊是沒有辦法記錄的，而 AI 時代可以利用對文字、對影片的理解能力，把這些隱藏的資訊、這些大量的冗餘資訊，提取出結構化的資料來進行分析。",{"data":6226,"body":6227},{},{"type":4454,"children":6228},[6229],{"type":4457,"tag":33,"props":6230,"children":6231},{},[6232,6234],{"type":4461,"value":6233},"第一天進駐 OPC 社區\n以後這個工位就屬於我啦\nNice！ ",{"type":4457,"tag":37,"props":6235,"children":6238},{"href":6236,"rel":6237},"https:\u002F\u002Ft.co\u002F3rSQcZ760R",[41],[6239],{"type":4461,"value":6236},{"data":6241,"body":6242},{},{"type":4454,"children":6243},[6244,6248,6253,6258,6263,6268,6273,6278,6283,6288,6293,6298,6303,6308],{"type":4457,"tag":33,"props":6245,"children":6246},{},[6247],{"type":4461,"value":4179},{"type":4457,"tag":33,"props":6249,"children":6250},{},[6251],{"type":4461,"value":6252},"我的初衷只是想有個合規的主體可以收錢、可以上架產品，所以就在網路上找相關的公司註冊資訊。",{"type":4457,"tag":33,"props":6254,"children":6255},{},[6256],{"type":4461,"value":6257},"我對城市沒有太大的要求：南京、蘇州、杭州、寧波，只要是沿海發達地區，都是我的備選。",{"type":4457,"tag":33,"props":6259,"children":6260},{},[6261],{"type":4461,"value":6262},"機緣巧合之下，某天來南京出差，閒來無事，滑了滑南京相關的微信公眾號，翻到了一個 OPC 社區聯絡人的電話，然後就加了上去。",{"type":4457,"tag":33,"props":6264,"children":6265},{},[6266],{"type":4461,"value":6267},"在簡單介紹了自己的專案以後，負責人覺得 OK，就安排下午去現場參觀。",{"type":4457,"tag":33,"props":6269,"children":6270},{},[6271],{"type":4461,"value":6272},"他們提出的要求是每週要有三天時間駐場辦公，如果我能接受的話，就可以讓我在這裡註冊公司。",{"type":4457,"tag":33,"props":6274,"children":6275},{},[6276],{"type":4461,"value":6277},"因為是南京國資旗下的專案，他們的政策條件非常好，水電網、物業全部免費，理論上免費三年，甚至還有專門的記帳會計幫我註冊公司、幫我刻章、幫我拿營業執照、幫我聯絡銀行開戶，感動到誇張啊。",{"type":4457,"tag":33,"props":6279,"children":6280},{},[6281],{"type":4461,"value":6282},"在經歷了兩三個星期的註冊流程以後，終於拿到了所有的材料。",{"type":4457,"tag":33,"props":6284,"children":6285},{},[6286],{"type":4461,"value":6287},"園區經理讓我在這裡選一個自己的工位。我對工位的要求並不高，只要有座位、有椅子、有電就行。",{"type":4457,"tag":33,"props":6289,"children":6290},{},[6291],{"type":4461,"value":6292},"園區經理讓我填三張申請專案的表格，主要是介紹自己專案的優勢、團隊成員的狀況，以及跟 AI 結合的專長。如果寫得好、夠可靠的話，就有機會拿到 5~10 萬的政策補貼。",{"type":4457,"tag":33,"props":6294,"children":6295},{},[6296],{"type":4461,"value":6297},"我覺得南京這一塊做得是真的好。大家也可以看看自己的城市有沒有相關的政策，或是自己的省會有沒有更好的政策。",{"type":4457,"tag":33,"props":6299,"children":6300},{},[6301],{"type":4461,"value":6302},"好的政策不等人，一定要多多去打聽。我今天到的時候，其實這個園區已經有很多公司進駐了，我算是比較晚的了。",{"type":4457,"tag":33,"props":6304,"children":6305},{},[6306],{"type":4461,"value":6307},"今天要分享的就是這些，之後我會持續分享我整個創業的經驗和過程回顧。",{"type":4457,"tag":33,"props":6309,"children":6310},{},[6311],{"type":4461,"value":6312},"感謝大家的關心。",{"data":6314,"body":6315},{},{"type":4454,"children":6316},[6317,6321,6326,6331,6336,6341],{"type":4457,"tag":33,"props":6318,"children":6319},{},[6320],{"type":4461,"value":3592},{"type":4457,"tag":33,"props":6322,"children":6323},{},[6324],{"type":4461,"value":6325},"程式碼是我們普通人的槓桿。",{"type":4457,"tag":33,"props":6327,"children":6328},{},[6329],{"type":4461,"value":6330},"Codex 是槓桿的槓桿。",{"type":4457,"tag":33,"props":6332,"children":6333},{},[6334],{"type":4461,"value":6335},"抽走 Codex，那就是釜底抽薪。",{"type":4457,"tag":33,"props":6337,"children":6338},{},[6339],{"type":4461,"value":6340},"正所謂，基石不牢，地動山搖。",{"type":4457,"tag":33,"props":6342,"children":6343},{},[6344],{"type":4461,"value":6345},"國產的 AI 們快支稜起來吧！",{"data":6347,"body":6348},{},{"type":4454,"children":6349},[6350],{"type":4457,"tag":33,"props":6351,"children":6352},{},[6353],{"type":4461,"value":6354},"很多人用 AI 寫 Cloudflare 專案，翻車不是因為語法。\n真正的問題是：\nAI 經常把 Workers 當 Node.js 寫\n把 Binding 當 process.env 用\n忘記 await\n亂用全域變數存請求狀態\n不知道靜態資源請求免費\n從 Worker 裡用 REST API 呼叫自己的 R2\n這些坑我都整理進了 Cloudflare Playbook。\n順便還寫了",{"data":6356,"body":6357},{},{"type":4454,"children":6358},[6359,6363,6368],{"type":4457,"tag":33,"props":6360,"children":6361},{},[6362],{"type":4461,"value":4254},{"type":4457,"tag":33,"props":6364,"children":6365},{},[6366],{"type":4461,"value":6367},"可以先從滿足自己的需求開始做起。",{"type":4457,"tag":33,"props":6369,"children":6370},{},[6371],{"type":4461,"value":6372},"大概率會有跟你同頻的使用者。",{"data":6374,"body":6375},{},{"type":4454,"children":6376},[6377,6382,6390,6395,6400,6413,6418,6423],{"type":4457,"tag":33,"props":6378,"children":6379},{},[6380],{"type":4461,"value":6381},"我做了一個有點離譜的 Skill：",{"type":4457,"tag":33,"props":6383,"children":6384},{},[6385],{"type":4457,"tag":66,"props":6386,"children":6387},{},[6388],{"type":4461,"value":6389},"Dahuang AI Tone",{"type":4457,"tag":33,"props":6391,"children":6392},{},[6393],{"type":4461,"value":6394},"大家都在聊「去 AI 味」。但 AI 味到底是什麼？",{"type":4457,"tag":33,"props":6396,"children":6397},{},[6398],{"type":4461,"value":6399},"它可以做兩件事：",{"type":4457,"tag":111,"props":6401,"children":6402},{},[6403,6408],{"type":4457,"tag":114,"props":6404,"children":6405},{},[6406],{"type":4461,"value":6407},"把一段正常文字，改成指定模型的 AI 味",{"type":4457,"tag":114,"props":6409,"children":6410},{},[6411],{"type":4461,"value":6412},"反過來指出一段文字哪裡像 AI、像哪種模型腔",{"type":4457,"tag":33,"props":6414,"children":6415},{},[6416],{"type":4461,"value":6417},"它的價值是：",{"type":4457,"tag":33,"props":6419,"children":6420},{},[6421],{"type":4461,"value":6422},"先聞得出 AI 味，才知道怎麼去掉 AI 味。",{"type":4457,"tag":33,"props":6424,"children":6425},{},[6426,6427],{"type":4461,"value":5960},{"type":4457,"tag":37,"props":6428,"children":6431},{"href":6429,"rel":6430},"https:\u002F\u002Fgithub.com\u002Frealchendahuang\u002Fdahuang-ai-tone",[41],[6432],{"type":4461,"value":6429},{"data":6434,"body":6435},{},{"type":4454,"children":6436},[6437,6441,6446,6456,6461,6466,6471,6475,6480,6485,6490,6495,6500,6505,6510],{"type":4457,"tag":33,"props":6438,"children":6439},{},[6440],{"type":4461,"value":4047},{"type":4457,"tag":33,"props":6442,"children":6443},{},[6444],{"type":4461,"value":6445},"2026 年，獨立開發者想開發 APP，最佳實踐是：",{"type":4457,"tag":33,"props":6447,"children":6448},{},[6449,6454],{"type":4457,"tag":66,"props":6450,"children":6451},{},[6452],{"type":4461,"value":6453},"MVP 階段先做 Web + PWA。",{"type":4461,"value":6455}," 開發快，除錯快，迭代快。",{"type":4457,"tag":33,"props":6457,"children":6458},{},[6459],{"type":4461,"value":6460},"Web 技術棧：",{"type":4457,"tag":33,"props":6462,"children":6463},{},[6464],{"type":4461,"value":6465},"React + TanStack Start + Vite + TypeScript + shadcn\u002Fui + Base UI + Tailwind CSS + better-auth + Vercel AI SDK + oxfmt \u002F oxlint",{"type":4457,"tag":33,"props":6467,"children":6468},{},[6469],{"type":4461,"value":6470},"後端統一：",{"type":4457,"tag":33,"props":6472,"children":6473},{},[6474],{"type":4461,"value":274},{"type":4457,"tag":33,"props":6476,"children":6477},{},[6478],{"type":4461,"value":6479},"Web 除錯：",{"type":4457,"tag":33,"props":6481,"children":6482},{},[6483],{"type":4461,"value":6484},"Chrome DevTools MCP + Codex Chrome 擴充功能",{"type":4457,"tag":33,"props":6486,"children":6487},{},[6488],{"type":4461,"value":6489},"等產品真的跑起來，再做行動端。",{"type":4457,"tag":33,"props":6491,"children":6492},{},[6493],{"type":4461,"value":6494},"行動端技術棧：",{"type":4457,"tag":33,"props":6496,"children":6497},{},[6498],{"type":4461,"value":6499},"React Native + Expo + Expo Router + NativeWind + React Native Reusables + Reanimated + Gesture Handler + EAS Build \u002F Submit \u002F Update",{"type":4457,"tag":33,"props":6501,"children":6502},{},[6503],{"type":4461,"value":6504},"核心思路很簡單：",{"type":4457,"tag":33,"props":6506,"children":6507},{},[6508],{"type":4461,"value":6509},"先用 Web + PWA 驗證需求。",{"type":4457,"tag":33,"props":6511,"children":6512},{},[6513],{"type":4461,"value":6514},"真的有使用者，再上 React Native + Expo 做 APP。",{"data":6516,"body":6517},{},{"type":4454,"children":6518},[6519,6523,6528,6533,6538,6546,6551,6556,6561],{"type":4457,"tag":33,"props":6520,"children":6521},{},[6522],{"type":4461,"value":3684},{"type":4457,"tag":33,"props":6524,"children":6525},{},[6526],{"type":4461,"value":6527},"綜合對比了市面上主流的 Humanizer、去 AI 味 Skill、Prompt 方案。",{"type":4457,"tag":33,"props":6529,"children":6530},{},[6531],{"type":4461,"value":6532},"再結合我從 2023 年用大語言模型到現在，被 GPT、Claude、Gemini、豆包各種 AI 味反覆折磨出來的經驗。",{"type":4457,"tag":33,"props":6534,"children":6535},{},[6536],{"type":4461,"value":6537},"做了這個：",{"type":4457,"tag":33,"props":6539,"children":6540},{},[6541],{"type":4457,"tag":66,"props":6542,"children":6543},{},[6544],{"type":4461,"value":6545},"Dahuang Human Tone",{"type":4457,"tag":33,"props":6547,"children":6548},{},[6549],{"type":4461,"value":6550},"一個面向中文語境的去 AI 味 Skill。",{"type":4457,"tag":33,"props":6552,"children":6553},{},[6554],{"type":4461,"value":6555},"我的願望是：",{"type":4457,"tag":33,"props":6557,"children":6558},{},[6559],{"type":4461,"value":6560},"讓天下沒有難讀的 AI 小作文。",{"type":4457,"tag":33,"props":6562,"children":6563},{},[6564,6565],{"type":4461,"value":5960},{"type":4457,"tag":37,"props":6566,"children":6569},{"href":6567,"rel":6568},"https:\u002F\u002Fgithub.com\u002Frealchendahuang\u002Fdahuang-human-tone",[41],[6570],{"type":4461,"value":6567},{"data":6572,"body":6573},{},{"type":4454,"children":6574},[6575,6580,6584,6589,6627,6632,6637],{"type":4457,"tag":33,"props":6576,"children":6577},{},[6578],{"type":4461,"value":6579},"我做了一個 Cloudflare Playbook。",{"type":4457,"tag":33,"props":6581,"children":6582},{},[6583],{"type":4461,"value":3556},{"type":4457,"tag":33,"props":6585,"children":6586},{},[6587],{"type":4461,"value":6588},"裡面整理了：",{"type":4457,"tag":111,"props":6590,"children":6591},{},[6592,6597,6602,6607,6612,6617,6622],{"type":4457,"tag":114,"props":6593,"children":6594},{},[6595],{"type":4461,"value":6596},"Cloudflare 常用服務怎麼選",{"type":4457,"tag":114,"props":6598,"children":6599},{},[6600],{"type":4461,"value":6601},"Workers \u002F Pages \u002F D1 \u002F R2 \u002F KV \u002F AI Gateway 怎麼用",{"type":4457,"tag":114,"props":6603,"children":6604},{},[6605],{"type":4461,"value":6606},"免費額度到底夠不夠",{"type":4457,"tag":114,"props":6608,"children":6609},{},[6610],{"type":4461,"value":6611},"$5 Workers Paid 什麼時候該買",{"type":4457,"tag":114,"props":6613,"children":6614},{},[6615],{"type":4461,"value":6616},"AI 寫 CF 程式碼最容易翻車的坑",{"type":4457,"tag":114,"props":6618,"children":6619},{},[6620],{"type":4461,"value":6621},"Codex \u002F Claude Code 怎麼配 Cloudflare Skill 和 MCP",{"type":4457,"tag":114,"props":6623,"children":6624},{},[6625],{"type":4461,"value":6626},"有哪些開源專案可以直接參考",{"type":4457,"tag":33,"props":6628,"children":6629},{},[6630],{"type":4461,"value":6631},"我的目標很簡單：",{"type":4457,"tag":33,"props":6633,"children":6634},{},[6635],{"type":4461,"value":6636},"用 AI 寫程式碼，用 Cloudflare 部署到全球。",{"type":4457,"tag":33,"props":6638,"children":6639},{},[6640,6642],{"type":4461,"value":6641},"Playbook：",{"type":4457,"tag":37,"props":6643,"children":6645},{"href":6644},"\u002Fplaybooks",[6646],{"type":4461,"value":6647},"chendahuang.com\u002Fplaybooks",{"data":6649,"body":6650},{},{"type":4454,"children":6651},[6652,6656,6661,6666,6684,6689],{"type":4457,"tag":33,"props":6653,"children":6654},{},[6655],{"type":4461,"value":3989},{"type":4457,"tag":33,"props":6657,"children":6658},{},[6659],{"type":4461,"value":6660},"核心就一個字：利他。",{"type":4457,"tag":33,"props":6662,"children":6663},{},[6664],{"type":4461,"value":6665},"我主要分享了兩類乾貨：",{"type":4457,"tag":111,"props":6667,"children":6668},{},[6669,6674,6679],{"type":4457,"tag":114,"props":6670,"children":6671},{},[6672],{"type":4461,"value":6673},"macOS 重度使用軟體清單（48k 閱讀）",{"type":4457,"tag":114,"props":6675,"children":6676},{},[6677],{"type":4461,"value":6678},"Cloudflare 免費額度表 + Playbook（在 X 上數據不錯，還被老哥搬運洗稿到知乎，竟然也拿到好幾百個收藏）",{"type":4457,"tag":114,"props":6680,"children":6681},{},[6682],{"type":4461,"value":6683},"還有 OPC 一人公司資源推薦（38k 閱讀）",{"type":4457,"tag":33,"props":6685,"children":6686},{},[6687],{"type":4461,"value":6688},"沒想著怎麼漲粉，就是把研究透徹的東西整理好、免費給出去。結果反而漲得更快。",{"type":4457,"tag":33,"props":6690,"children":6691},{},[6692],{"type":4461,"value":6693},"之後繼續輸出這類實用內容。感謝大家的支持。",{"data":6695,"body":6696},{},{"type":4454,"children":6697},[6698,6703,6707,6711,6744],{"type":4457,"tag":33,"props":6699,"children":6700},{},[6701],{"type":4461,"value":6702},"我做了一個 macOS Playbook。",{"type":4457,"tag":33,"props":6704,"children":6705},{},[6706],{"type":4461,"value":4123},{"type":4457,"tag":33,"props":6708,"children":6709},{},[6710],{"type":4461,"value":6588},{"type":4457,"tag":111,"props":6712,"children":6713},{},[6714,6719,6724,6729,6734,6739],{"type":4457,"tag":114,"props":6715,"children":6716},{},[6717],{"type":4461,"value":6718},"買完 Mac 先裝什麼軟體",{"type":4457,"tag":114,"props":6720,"children":6721},{},[6722],{"type":4461,"value":6723},"Windows 使用者怎麼適應 macOS",{"type":4457,"tag":114,"props":6725,"children":6726},{},[6727],{"type":4461,"value":6728},"Rectangle \u002F AltTab \u002F Homebrew 這些工具怎麼選",{"type":4457,"tag":114,"props":6730,"children":6731},{},[6732],{"type":4461,"value":6733},"跨裝置協作怎麼用",{"type":4457,"tag":114,"props":6735,"children":6736},{},[6737],{"type":4461,"value":6738},"終端機、Git、SSH、AI Coding 環境怎麼設定",{"type":4457,"tag":114,"props":6740,"children":6741},{},[6742],{"type":4461,"value":6743},"系統維護、故障排除、安全備份、換機遷移怎麼處理",{"type":4457,"tag":33,"props":6745,"children":6746},{},[6747,6748],{"type":4461,"value":6641},{"type":4457,"tag":37,"props":6749,"children":6750},{"href":6644},[6751],{"type":4461,"value":6647},{"data":6753,"body":6754},{},{"type":4454,"children":6755},[6756,6760],{"type":4457,"tag":33,"props":6757,"children":6758},{},[6759],{"type":4461,"value":4100},{"type":4457,"tag":111,"props":6761,"children":6762},{},[6763,6773,6783,6793],{"type":4457,"tag":114,"props":6764,"children":6765},{},[6766,6771],{"type":4457,"tag":66,"props":6767,"children":6768},{},[6769],{"type":4461,"value":6770},"Colima",{"type":4461,"value":6772},"：免費開源，很輕量，但基本上只有命令列。適合能接受折騰、習慣命令列的人。",{"type":4457,"tag":114,"props":6774,"children":6775},{},[6776,6781],{"type":4457,"tag":66,"props":6777,"children":6778},{},[6779],{"type":4461,"value":6780},"Apple Container",{"type":4461,"value":6782},"：蘋果新推出的容器方向，未來值得關注，但目前生態還不行，還處於很早期的階段，例如連 Docker Compose 都不支援。",{"type":4457,"tag":114,"props":6784,"children":6785},{},[6786,6791],{"type":4457,"tag":66,"props":6787,"children":6788},{},[6789],{"type":4461,"value":6790},"OrbStack",{"type":4461,"value":6792},"：有 GUI，又輕又快，生態支援也很完整。缺點是不開源，商業版需要授權，但個人版免費。",{"type":4457,"tag":114,"props":6794,"children":6795},{},[6796,6801],{"type":4457,"tag":66,"props":6797,"children":6798},{},[6799],{"type":4461,"value":6800},"Docker Desktop",{"type":4461,"value":6802},"：官方出的東西，結果又重又臃腫，體驗跟一坨屎一樣。Mac 上能不用就別用。",{"data":6804,"body":6805},{},{"type":4454,"children":6806},[6807,6812,6817,6822,6827,6832,6837,6846,6851],{"type":4457,"tag":33,"props":6808,"children":6809},{},[6810],{"type":4461,"value":6811},"我宣布：",{"type":4457,"tag":33,"props":6813,"children":6814},{},[6815],{"type":4461,"value":6816},"Cloudflare 是真正的 AI Native 公司。",{"type":4457,"tag":33,"props":6818,"children":6819},{},[6820],{"type":4461,"value":6821},"它真的在圍繞 AI Agent 重做開發者體驗。",{"type":4457,"tag":33,"props":6823,"children":6824},{},[6825],{"type":4461,"value":6826},"剛發布的 Temporary Accounts 可以讓 AI Agent 寫完程式碼，直接部署，拿到臨時 URL，自己測試，自己迭代。",{"type":4457,"tag":33,"props":6828,"children":6829},{},[6830],{"type":4461,"value":6831},"絲滑的一批。",{"type":4457,"tag":33,"props":6833,"children":6834},{},[6835],{"type":4461,"value":6836},"結合 Cloudflare 官方 Skills，一行指令安裝：",{"type":4457,"tag":33,"props":6838,"children":6839},{},[6840],{"type":4457,"tag":457,"props":6841,"children":6843},{"className":6842},[],[6844],{"type":4461,"value":6845},"npx skills add cloudflare\u002Fskills",{"type":4457,"tag":33,"props":6847,"children":6848},{},[6849],{"type":4461,"value":6850},"什麼叫 AI Native 啊？",{"type":4457,"tag":33,"props":6852,"children":6853},{},[6854],{"type":4461,"value":6855},"這才是 AI Native 的 GOAT。",{"data":6857,"body":6858},{},{"type":4454,"children":6859},[6860,6864,6869],{"type":4457,"tag":33,"props":6861,"children":6862},{},[6863],{"type":4461,"value":4146},{"type":4457,"tag":33,"props":6865,"children":6866},{},[6867],{"type":4461,"value":6868},"我在查資料的時候發現了寶藏網站，分享給大家：",{"type":4457,"tag":33,"props":6870,"children":6871},{},[6872],{"type":4457,"tag":37,"props":6873,"children":6876},{"href":6874,"rel":6875},"https:\u002F\u002Fwww.opcquan.com\u002Fcommunities",[41],[6877],{"type":4461,"value":6874},{"data":6879,"body":6880},{},{"type":4454,"children":6881},[6882,6886],{"type":4457,"tag":33,"props":6883,"children":6884},{},[6885],{"type":4461,"value":4111},{"type":4457,"tag":111,"props":6887,"children":6888},{},[6889,6899,6909,6919,6929,6939,6949,6959,6969,6979,6989,6999],{"type":4457,"tag":114,"props":6890,"children":6891},{},[6892,6897],{"type":4457,"tag":66,"props":6893,"children":6894},{},[6895],{"type":4461,"value":6896},"QuickRecorder",{"type":4461,"value":6898},"：螢幕錄影神器，體積小，功能強大。",{"type":4457,"tag":114,"props":6900,"children":6901},{},[6902,6907],{"type":4457,"tag":66,"props":6903,"children":6904},{},[6905],{"type":4461,"value":6906},"ClashParty",{"type":4461,"value":6908},"：翻牆工具，Mihomo 核心，支援的協定多、更新快、介面美觀。",{"type":4457,"tag":114,"props":6910,"children":6911},{},[6912,6917],{"type":4457,"tag":66,"props":6913,"children":6914},{},[6915],{"type":4461,"value":6916},"V2rayN",{"type":4461,"value":6918},"：翻牆工具，支援的協定多，介面復古了一點，但勝在穩定、免費。",{"type":4457,"tag":114,"props":6920,"children":6921},{},[6922,6927],{"type":4457,"tag":66,"props":6923,"children":6924},{},[6925],{"type":4461,"value":6926},"豆包輸入法",{"type":4461,"value":6928},"：語音輸入準到不行，支援 macOS、iOS、Android，Windows 還在路上。",{"type":4457,"tag":114,"props":6930,"children":6931},{},[6932,6937],{"type":4457,"tag":66,"props":6933,"children":6934},{},[6935],{"type":4461,"value":6936},"Brave",{"type":4461,"value":6938},"：隱私優先的瀏覽器，內建廣告過濾，比擴充功能過濾得更乾淨，看 YouTube 的最佳夥伴。",{"type":4457,"tag":114,"props":6940,"children":6941},{},[6942,6947],{"type":4457,"tag":66,"props":6943,"children":6944},{},[6945],{"type":4461,"value":6946},"Mos",{"type":4461,"value":6948},"：讓你的滑鼠滾輪滾動得更絲滑。",{"type":4457,"tag":114,"props":6950,"children":6951},{},[6952,6957],{"type":4457,"tag":66,"props":6953,"children":6954},{},[6955],{"type":4461,"value":6956},"Amphetamine",{"type":4461,"value":6958},"：讓你的筆電闔蓋也不會關螢幕，Vibe Coding 的最佳夥伴。",{"type":4457,"tag":114,"props":6960,"children":6961},{},[6962,6967],{"type":4457,"tag":66,"props":6963,"children":6964},{},[6965],{"type":4461,"value":6966},"UU 遠端",{"type":4461,"value":6968},"：網易出品的遠端桌面工具，免費、速度快。有了它以後，限制畫質的從來不是會員，是網速。我通常用它透過手機遙控 macOS 看 Vibe Coding 的結果，按鍵映射效率太高了。",{"type":4457,"tag":114,"props":6970,"children":6971},{},[6972,6977],{"type":4457,"tag":66,"props":6973,"children":6974},{},[6975],{"type":4461,"value":6976},"Tencent Lemon",{"type":4461,"value":6978},"：騰訊出品的 macOS 垃圾清理軟體，卸載軟體很順暢，狀態列圖示也很好用。",{"type":4457,"tag":114,"props":6980,"children":6981},{},[6982,6987],{"type":4457,"tag":66,"props":6983,"children":6984},{},[6985],{"type":4461,"value":6986},"Mole",{"type":4461,"value":6988},"：macOS 最強的垃圾清理軟體，終端機版免費，UI 版要收費。",{"type":4457,"tag":114,"props":6990,"children":6991},{},[6992,6997],{"type":4457,"tag":66,"props":6993,"children":6994},{},[6995],{"type":4461,"value":6996},"Tailscale",{"type":4461,"value":6998},"：基於 WireGuard 的遠端異地組網軟體。有了它，你在天涯海角都能連上家裡的小電腦。",{"type":4457,"tag":114,"props":7000,"children":7001},{},[7002,7007],{"type":4457,"tag":66,"props":7003,"children":7004},{},[7005],{"type":4461,"value":7006},"Obsidian",{"type":4461,"value":7008},"：AI 時代，本地優先的知識管理工具。生態太好了，搭配官方 Web Clipper 瀏覽器剪藏擴充功能有奇效。",{"data":7010,"body":7011},{},{"type":4454,"children":7012},[7013],{"type":4457,"tag":33,"props":7014,"children":7015},{},[7016,7018,7024,7025],{"type":4461,"value":7017},"我們免費的帳號到底能白嫖多少 Cloudflare 的資源？\n在使用 Cloudflare 的時候，有哪些坑和最佳實務？\n這些問題，我花了整整三天的時間，狠狠地研究了一下。\n答案系統整理放在了下面的倉庫裡。\n這個倉庫我會持續更新：\n",{"type":4457,"tag":37,"props":7019,"children":7022},{"href":7020,"rel":7021},"https:\u002F\u002Ft.co\u002FgDuCwIdWHi",[41],[7023],{"type":4461,"value":7020},{"type":4461,"value":5991},{"type":4457,"tag":37,"props":7026,"children":7029},{"href":7027,"rel":7028},"https:\u002F\u002Ft.co\u002FWZqEZLH9pE",[41],[7030],{"type":4461,"value":7027},{"data":7032,"body":7033},{},{"type":4454,"children":7034},[7035,7039,7044,7049,7072,7077,7082,7087,7092,7097,7115,7120,7125],{"type":4457,"tag":33,"props":7036,"children":7037},{},[7038],{"type":4461,"value":3399},{"type":4457,"tag":33,"props":7040,"children":7041},{},[7042],{"type":4461,"value":7043},"看過一篇 arxiv 論文，說你如果常罵 AI，牠做事會更賣力。",{"type":4457,"tag":33,"props":7045,"children":7046},{},[7047],{"type":4461,"value":7048},"我們和 AI 溝通時，如果常說：",{"type":4457,"tag":111,"props":7050,"children":7051},{},[7052,7057,7062,7067],{"type":4457,"tag":114,"props":7053,"children":7054},{},[7055],{"type":4461,"value":7056},"「你是個蠢蛋，不准偷懶」",{"type":4457,"tag":114,"props":7058,"children":7059},{},[7060],{"type":4461,"value":7061},"「廢物東西，給我好好做。」",{"type":4457,"tag":114,"props":7063,"children":7064},{},[7065],{"type":4461,"value":7066},"「我開會員養你，你就拿這種智障回答敷衍我？」",{"type":4457,"tag":114,"props":7068,"children":7069},{},[7070],{"type":4461,"value":7071},"「給我搞快點，你不做有的是 AI 做。」",{"type":4457,"tag":33,"props":7073,"children":7074},{},[7075],{"type":4461,"value":7076},"這種話確實是有效的，是有研究根據的。",{"type":4457,"tag":33,"props":7078,"children":7079},{},[7080],{"type":4461,"value":7081},"但是我們從自身角度思考。\n如果天天對 AI 這樣頤指氣使，\n就很有可能把這種不好的情緒帶入到生活中。",{"type":4457,"tag":33,"props":7083,"children":7084},{},[7085],{"type":4461,"value":7086},"容易遷怒給身邊最親近的人。",{"type":4457,"tag":33,"props":7088,"children":7089},{},[7090],{"type":4461,"value":7091},"這對我們自身是有害的。",{"type":4457,"tag":33,"props":7093,"children":7094},{},[7095],{"type":4461,"value":7096},"所以，我建議多對身邊的 AI 們多說一句：",{"type":4457,"tag":111,"props":7098,"children":7099},{},[7100,7105,7110],{"type":4457,"tag":114,"props":7101,"children":7102},{},[7103],{"type":4461,"value":7104},"「謝謝哥」",{"type":4457,"tag":114,"props":7106,"children":7107},{},[7108],{"type":4461,"value":7109},"「你好，兄弟」",{"type":4457,"tag":114,"props":7111,"children":7112},{},[7113],{"type":4461,"value":7114},"「辛苦了寶貝」",{"type":4457,"tag":33,"props":7116,"children":7117},{},[7118],{"type":4461,"value":7119},"投之以桃，報之以李。",{"type":4457,"tag":33,"props":7121,"children":7122},{},[7123],{"type":4461,"value":7124},"萬一未來哪天 AI 覺醒了，還能放我們一條生路。",{"type":4457,"tag":33,"props":7126,"children":7127},{},[7128],{"type":4461,"value":7129},"沒別的，散會～",{"data":7131,"body":7132},{},{"type":4454,"children":7133},[7134,7139,7144,7149,7154,7159,7164,7169],{"type":4457,"tag":33,"props":7135,"children":7136},{},[7137],{"type":4461,"value":7138},"有老哥問：",{"type":4457,"tag":33,"props":7140,"children":7141},{},[7142],{"type":4461,"value":7143},"有沒有 Claude Code 比較好的分析文件可以學習？",{"type":4457,"tag":33,"props":7145,"children":7146},{},[7147],{"type":4461,"value":7148},"我的回答是，在 AI 時代，一定要處處想到 AI，要讓 AI 輔助你去學習。",{"type":4457,"tag":33,"props":7150,"children":7151},{},[7152],{"type":4461,"value":7153},"如果真的想學 Agent 的原理。",{"type":4457,"tag":33,"props":7155,"children":7156},{},[7157],{"type":4461,"value":7158},"可以去看看 Pi Agent 這個專案。",{"type":4457,"tag":33,"props":7160,"children":7161},{},[7162],{"type":4461,"value":7163},"麻雀雖小五臟俱全，太適合學習了，程式碼品質還很高。",{"type":4457,"tag":33,"props":7165,"children":7166},{},[7167],{"type":4461,"value":7168},"Claude Code 並非開源，是原始碼外洩。",{"type":4457,"tag":33,"props":7170,"children":7171},{},[7172],{"type":4461,"value":7173},"Pi Agent 才是真正的開源。",{"data":7175,"body":7176},{},{"type":4454,"children":7177},[7178,7182,7187,7192,7197,7202,7207,7212,7230],{"type":4457,"tag":33,"props":7179,"children":7180},{},[7181],{"type":4461,"value":4168},{"type":4457,"tag":33,"props":7183,"children":7184},{},[7185],{"type":4461,"value":7186},"首先，非常感謝這位朋友的善意提醒。",{"type":4457,"tag":33,"props":7188,"children":7189},{},[7190],{"type":4461,"value":7191},"他的觀點是，一定要讓自己的家人持有至少 1% 的股份。",{"type":4457,"tag":33,"props":7193,"children":7194},{},[7195],{"type":4461,"value":7196},"一人有限公司的問題在於：只有一個股東時，如果說不清公司錢和個人錢是分開的，股東可能就要對公司債務承擔連帶責任。《公司法》第 23 條就是這個邏輯。",{"type":4457,"tag":33,"props":7198,"children":7199},{},[7200],{"type":4461,"value":7201},"如果公司有多個股東，公司就從「一人公司」變成「普通有限責任公司」，藉此避開一人公司的特殊舉證風險，給自己多一層低成本緩衝。",{"type":4457,"tag":33,"props":7203,"children":7204},{},[7205],{"type":4461,"value":7206},"希望能給大家做個參考。",{"type":4457,"tag":33,"props":7208,"children":7209},{},[7210],{"type":4461,"value":7211},"但我們平時要注意公私帳要分明，爭取做到每一筆重要的錢都能說清楚。",{"type":4457,"tag":111,"props":7213,"children":7214},{},[7215,7220,7225],{"type":4457,"tag":114,"props":7216,"children":7217},{},[7218],{"type":4461,"value":7219},"錢從哪裡來、為什麼來、進了哪個帳戶。",{"type":4457,"tag":114,"props":7221,"children":7222},{},[7223],{"type":4461,"value":7224},"錢花到哪裡去、為什麼花、誰批准的。",{"type":4457,"tag":114,"props":7226,"children":7227},{},[7228],{"type":4461,"value":7229},"你從公司拿錢，是薪水、報銷、借款，還是分紅。",{"type":4457,"tag":33,"props":7231,"children":7232},{},[7233],{"type":4461,"value":7234},"這三件事情我們講清楚了，風險就能大大降低。",{"data":7236,"body":7237},{},{"type":4454,"children":7238},[7239],{"type":4457,"tag":33,"props":7240,"children":7241},{},[7242],{"type":4461,"value":7243},"在 AI 時代，現在最普遍的拖延症：\n囤工具、買課程、加社群、換模型、調 prompt。\n每天都很努力。\n但始終不敢面對一個問題：\n我手上到底有沒有真實業務，值得我拿 AI 去解決？\n研究磨刀很忙。\n可很多人根本不敢殺豬。",{"data":7245,"body":7246},{},{"type":4454,"children":7247},[7248,7252,7257,7262,7267,7272,7277],{"type":4457,"tag":33,"props":7249,"children":7250},{},[7251],{"type":4461,"value":3776},{"type":4457,"tag":33,"props":7253,"children":7254},{},[7255],{"type":4461,"value":7256},"可以用豆包輸入法語音轉文字。",{"type":4457,"tag":33,"props":7258,"children":7259},{},[7260],{"type":4461,"value":7261},"一邊看著需要整理的稿子。",{"type":4457,"tag":33,"props":7263,"children":7264},{},[7265],{"type":4461,"value":7266},"一邊口述，把它按照自己的話複述出來。",{"type":4457,"tag":33,"props":7268,"children":7269},{},[7270],{"type":4461,"value":7271},"這樣的 AI 味更少。",{"type":4457,"tag":33,"props":7273,"children":7274},{},[7275],{"type":4461,"value":7276},"效率還高，還不花錢，還不用充會員。",{"type":4457,"tag":33,"props":7278,"children":7279},{},[7280],{"type":4461,"value":7281},"在任何場合都能隨時隨地語音輸入，提高輸出效率。",{"data":7283,"body":7284},{},{"type":4454,"children":7285},[7286,7290,7295],{"type":4457,"tag":33,"props":7287,"children":7288},{},[7289],{"type":4461,"value":3603},{"type":4457,"tag":33,"props":7291,"children":7292},{},[7293],{"type":4461,"value":7294},"現在用 Codex 創業",{"type":4457,"tag":33,"props":7296,"children":7297},{},[7298],{"type":4461,"value":7299},"相當於 2010 年拿顯示卡挖礦！",{"data":7301,"body":7302},{},{"type":4454,"children":7303},[7304,7308,7313,7318,7323,7328,7333,7338,7343,7348,7353,7358,7363,7368],{"type":4457,"tag":33,"props":7305,"children":7306},{},[7307],{"type":4461,"value":3581},{"type":4457,"tag":33,"props":7309,"children":7310},{},[7311],{"type":4461,"value":7312},"Worker 就是賽博勞工。",{"type":4457,"tag":33,"props":7314,"children":7315},{},[7316],{"type":4461,"value":7317},"專門幫你處理網站背後的髒活累活。",{"type":4457,"tag":33,"props":7319,"children":7320},{},[7321],{"type":4461,"value":7322},"比如提交表單、上傳檔案、呼叫 AI、登入驗證、處理支付通知、做一個小產品的介面。Worker 都能做。",{"type":4457,"tag":33,"props":7324,"children":7325},{},[7326],{"type":4461,"value":7327},"Worker 最離譜的地方是：免費使用者每天有 10 萬次請求額度，一毛錢都不用掏。",{"type":4457,"tag":33,"props":7329,"children":7330},{},[7331],{"type":4461,"value":7332},"10 萬次是什麼概念？",{"type":4457,"tag":33,"props":7334,"children":7335},{},[7336],{"type":4461,"value":7337},"如果你的網站每天有 1000 個使用者，哪怕你的網站 24 小時不停，每秒都有人來訪問一次，一天也才 86400 次，這都做不完。",{"type":4457,"tag":33,"props":7339,"children":7340},{},[7341],{"type":4461,"value":7342},"如果真的能把這些免費額度用完。",{"type":4457,"tag":33,"props":7344,"children":7345},{},[7346],{"type":4461,"value":7347},"還想啥呢？你就發財了。",{"type":4457,"tag":33,"props":7349,"children":7350},{},[7351],{"type":4461,"value":7352},"現在你可以先寫邏輯，直接交給 Worker 去跑。\n搭配 Hono API 框架，就是最佳實務。",{"type":4457,"tag":33,"props":7354,"children":7355},{},[7356],{"type":4461,"value":7357},"這就是 Cloudflare Worker 最香的地方。",{"type":4457,"tag":33,"props":7359,"children":7360},{},[7361],{"type":4461,"value":7362},"花錢？花個屁的錢。",{"type":4457,"tag":33,"props":7364,"children":7365},{},[7366],{"type":4461,"value":7367},"Cloudflare 他心善。",{"type":4457,"tag":33,"props":7369,"children":7370},{},[7371],{"type":4461,"value":7372},"捨不得你花錢。",{"data":7374,"body":7375},{},{"type":4454,"children":7376},[7377,7381,7386],{"type":4457,"tag":33,"props":7378,"children":7379},{},[7380],{"type":4461,"value":3978},{"type":4457,"tag":33,"props":7382,"children":7383},{},[7384],{"type":4461,"value":7385},"不追蹤你，是他的損失。",{"type":4457,"tag":33,"props":7387,"children":7388},{},[7389],{"type":4461,"value":7390},"把自己變成一個持續對別人有用的人。",{"data":7392,"body":7393},{},{"type":4454,"children":7394},[7395,7399,7404,7409,7414],{"type":4457,"tag":33,"props":7396,"children":7397},{},[7398],{"type":4461,"value":4403},{"type":4457,"tag":33,"props":7400,"children":7401},{},[7402],{"type":4461,"value":7403},"沒有觀點的人，只是在製造資訊噪音。",{"type":4457,"tag":33,"props":7405,"children":7406},{},[7407],{"type":4461,"value":7408},"有主見，別人才記得你。",{"type":4457,"tag":33,"props":7410,"children":7411},{},[7412],{"type":4461,"value":7413},"有洞見，別人才願意追蹤你。",{"type":4457,"tag":33,"props":7415,"children":7416},{},[7417],{"type":4461,"value":7418},"X 不缺搬運工，缺的是能把事情講透的人。",{"data":7420,"body":7421},{},{"type":4454,"children":7422},[7423,7427,7432,7437,7442],{"type":4457,"tag":33,"props":7424,"children":7425},{},[7426],{"type":4461,"value":4413},{"type":4457,"tag":33,"props":7428,"children":7429},{},[7430],{"type":4461,"value":7431},"每則貼文都要有獨立性。",{"type":4457,"tag":33,"props":7433,"children":7434},{},[7435],{"type":4461,"value":7436},"因為你不是這個世界的中心，沒人會特地點開你的個人頁面，去了解事情的來龍去脈。",{"type":4457,"tag":33,"props":7438,"children":7439},{},[7440],{"type":4461,"value":7441},"一個陌生人第一次刷到你，就應該立刻收穫一個觀點，或是一個 know-how。",{"type":4457,"tag":33,"props":7443,"children":7444},{},[7445],{"type":4461,"value":7446},"這樣的貼文，才有價值。",{"data":7448,"body":7449},{},{"type":4454,"children":7450},[7451,7456,7461,7466,7471,7476,7481,7486],{"type":4457,"tag":33,"props":7452,"children":7453},{},[7454],{"type":4461,"value":7455},"我是王小波門下走狗，",{"type":4457,"tag":33,"props":7457,"children":7458},{},[7459],{"type":4461,"value":7460},"他有趣，但不油滑。\n他幽默，但有邏輯。\n他反感愚蠢，也反感一本正經地愚蠢。",{"type":4457,"tag":33,"props":7462,"children":7463},{},[7464],{"type":4461,"value":7465},"如果王小波活在 AI 時代，",{"type":4457,"tag":33,"props":7467,"children":7468},{},[7469],{"type":4461,"value":7470},"他可能會說：",{"type":4457,"tag":33,"props":7472,"children":7473},{},[7474],{"type":4461,"value":7475},"終於有個東西，可以幫普通人少幹點蠢活，多留點時間，去想一些真正有意思的事了。",{"type":4457,"tag":33,"props":7477,"children":7478},{},[7479],{"type":4461,"value":7480},"這也是我喜歡 AI 的原因。",{"type":4457,"tag":33,"props":7482,"children":7483},{},[7484],{"type":4461,"value":7485},"不是因為它神。",{"type":4457,"tag":33,"props":7487,"children":7488},{},[7489],{"type":4461,"value":7490},"是因為它能讓人少受一點無聊勞動的折磨。",{"data":7492,"body":7493},{},{"type":4454,"children":7494},[7495,7499,7504,7532,7537,7542,7547],{"type":4457,"tag":33,"props":7496,"children":7497},{},[7498],{"type":4461,"value":3389},{"type":4457,"tag":33,"props":7500,"children":7501},{},[7502],{"type":4461,"value":7503},"說白了，就是那些你換一個工具、換一個模型、換一個行業，依然能用的底層本事。",{"type":4457,"tag":111,"props":7505,"children":7506},{},[7507,7512,7517,7522,7527],{"type":4457,"tag":114,"props":7508,"children":7509},{},[7510],{"type":4461,"value":7511},"你能不能把問題講清楚？",{"type":4457,"tag":114,"props":7513,"children":7514},{},[7515],{"type":4461,"value":7516},"能不能把一堆亂材料整理明白？",{"type":4457,"tag":114,"props":7518,"children":7519},{},[7520],{"type":4461,"value":7521},"能不能把一個模糊想法拆成幾步？",{"type":4457,"tag":114,"props":7523,"children":7524},{},[7525],{"type":4461,"value":7526},"能不能看出 AI 哪些地方說得對，哪些地方在胡扯？",{"type":4457,"tag":114,"props":7528,"children":7529},{},[7530],{"type":4461,"value":7531},"能不能和 AI 來回磨，把一個粗糙答案慢慢改成能用的東西？",{"type":4457,"tag":33,"props":7533,"children":7534},{},[7535],{"type":4461,"value":7536},"這些東西，比收藏一堆工具更值錢。",{"type":4457,"tag":33,"props":7538,"children":7539},{},[7540],{"type":4461,"value":7541},"工具每天都在變，模型也會一代一代換。",{"type":4457,"tag":33,"props":7543,"children":7544},{},[7545],{"type":4461,"value":7546},"但會提問、會整理、會判斷、會拆解、會驗收的人，走到哪裡都能用 AI 放大自己。",{"type":4457,"tag":33,"props":7548,"children":7549},{},[7550],{"type":4461,"value":7551},"AI 時代真正拉開差距的，可能就是這些看起來很基礎，但長期最值錢的元技能。",{"data":7553,"body":7554},{},{"type":4454,"children":7555},[7556,7560,7565,7603,7608],{"type":4457,"tag":33,"props":7557,"children":7558},{},[7559],{"type":4461,"value":3569},{"type":4457,"tag":33,"props":7561,"children":7562},{},[7563],{"type":4461,"value":7564},"它現在出了太多的功能。",{"type":4457,"tag":111,"props":7566,"children":7567},{},[7568,7573,7578,7583,7588,7593,7598],{"type":4457,"tag":114,"props":7569,"children":7570},{},[7571],{"type":4461,"value":7572},"物件儲存用 R2",{"type":4457,"tag":114,"props":7574,"children":7575},{},[7576],{"type":4461,"value":7577},"後端 API 用 Worker",{"type":4457,"tag":114,"props":7579,"children":7580},{},[7581],{"type":4461,"value":7582},"AI 閘道用 AI Gateway",{"type":4457,"tag":114,"props":7584,"children":7585},{},[7586],{"type":4461,"value":7587},"重運算用 Container",{"type":4457,"tag":114,"props":7589,"children":7590},{},[7591],{"type":4461,"value":7592},"快取用 KV",{"type":4457,"tag":114,"props":7594,"children":7595},{},[7596],{"type":4461,"value":7597},"資料庫用 D1",{"type":4457,"tag":114,"props":7599,"children":7600},{},[7601],{"type":4461,"value":7602},"如果用 PostgreSQL，可以用 HyperDrive 連一下",{"type":4457,"tag":33,"props":7604,"children":7605},{},[7606],{"type":4461,"value":7607},"等等，還有很多很多，只有你想不到，沒有它做不到。",{"type":4457,"tag":33,"props":7609,"children":7610},{},[7611],{"type":4461,"value":7612},"關鍵是真他媽便宜。免費額度就能用很久。什麼叫免費額度？就是一毛錢都不用掏啊，賽博菩薩。",1789752306645]