[{"data":1,"prerenderedAt":377},["ShallowReactive",2],{"\u002Fblog\u002Fqwen-vision-for-deepseek\u002F:zh-Hant":3,"\u002Fblog\u002Fqwen-vision-for-deepseek\u002F-surround:zh-Hant":275,"blog-all-posts:zh-Hant":276},{"id":4,"title":5,"author":6,"body":10,"date":258,"description":259,"extension":260,"image":261,"locale":262,"meta":263,"minRead":152,"navigation":264,"original":265,"path":266,"pinned":265,"seo":267,"source":268,"sourceUrl":23,"stem":269,"tags":270,"updated":261,"__hash__":274},"blog\u002Fblog\u002Fqwen-vision-for-deepseek.zh-Hant.md","給 DeepSeek 補上多模態：Qwen-3.7-Flash 識圖方案",{"name":7,"avatar":8},"陳大黃",{"src":9,"alt":7},"\u002Favatar.jpg",{"type":11,"value":12,"toc":250},"minimark",[13,28,31,35,38,41,45,53,56,59,62,181,184,197,200,203,221,224,227,230,233,236,239,246],[14,15,16],"blockquote",{},[17,18,19,20,27],"p",{},"原文發在 ",[21,22,26],"a",{"href":23,"rel":24},"https:\u002F\u002Fx.com\u002Frealchendahuang\u002Fstatus\u002F2085265465564336327",[25],"nofollow","X","，8.9 萬瀏覽次數、600+ 讚。",[17,29,30],{},"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。",[32,33,34],"h2",{"id":34},"問題",[17,36,37],{},"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。",[17,39,40],{},"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。",[32,42,44],{"id":43},"解法組合使用","解法：組合使用",[17,46,47,48,52],{},"我研究了一圈目前 CP 值最高的識圖模型，結論是 ",[49,50,51],"strong",{},"Qwen-3.7-Flash","。",[17,54,55],{},"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。",[32,57,58],{"id":58},"怎麼組合",[17,60,61],{},"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。",[63,64,69],"pre",{"className":65,"code":66,"language":67,"meta":68,"style":68},"language-js shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","\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 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",[73,148,149],{"class":79},"\u002F\u002F 識圖 + 提取關鍵資訊\n",[73,151,153],{"class":75,"line":152},5,[73,154,155],{"class":94},"  }\n",[73,157,159,162,165,167,169,172],{"class":75,"line":158},6,[73,160,161],{"class":111},"  return",[73,163,164],{"class":90}," deepseekV4Flash",[73,166,95],{"class":115},[73,168,99],{"class":124},[73,170,171],{"class":115},") ",[73,173,174],{"class":79},"\u002F\u002F 文本推理\n",[73,176,178],{"class":75,"line":177},7,[73,179,180],{"class":94},"}\n",[17,182,183],{},"更進階的玩法是把識圖結果直接丟給 V4 Flash 繼續推理：",[185,186,187,191,194],"ol",{},[188,189,190],"li",{},"用 Qwen-3.7-Flash 辨識圖片，輸出結構化描述",[188,192,193],{},"把描述 + 原始問題一起交給 DeepSeek V4 Flash",[188,195,196],{},"V4 Flash 根據描述做深度推理、寫程式、總結",[17,198,199],{},"這樣既能看圖，又能享受 V4 Flash 的便宜和快。",[32,201,202],{"id":202},"適用場景",[204,205,206,209,212,215,218],"ul",{},[188,207,208],{},"截圖提問：把報錯截圖、聊天截圖丟進去",[188,210,211],{},"表格／文件圖片轉結構化資料",[188,213,214],{},"UI 設計稿轉程式碼",[188,216,217],{},"發票、合約等掃描檔的資訊提取",[188,219,220],{},"Agent 需要「看」螢幕的場景",[32,222,223],{"id":223},"為什麼不是別的方案",[17,225,226],{},"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。",[17,228,229],{},"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。",[32,231,232],{"id":232},"總結",[17,234,235],{},"模型組合是常態，別指望一個模型全包。",[17,237,238],{},"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。",[17,240,241,242],{},"相關閱讀：",[21,243,245],{"href":244},"\u002Fblog\u002Fdeepseek-v4-flash-review","DeepSeek V4 Flash 正式版深度體驗",[247,248,249],"style",{},"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 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OpenChamber","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。",[282,283],"AI Agent","工具選型",{"path":285,"title":286,"description":287,"date":288,"minRead":158,"tags":289},"\u002Fblog\u002Fcloudflare-broke-stack","2026 獨立開發最佳實踐：Cloudflare 窮鬼全家餐","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。","2026-06-15",[290,291,292],"Cloudflare","獨立開發","技術棧",{"path":294,"title":295,"description":296,"date":297,"minRead":158,"tags":298},"\u002Fblog\u002Fdeepseek-api-web-search","DeepSeek API 內建聯網搜尋，Responses API 白拿官方搜尋能力","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。","2026-08-05",[271,299,300],"API","AI 工具",{"path":244,"title":302,"description":303,"date":297,"minRead":177,"tags":304},"DeepSeek V4 Flash 正式版深度體驗：便宜、快、1M 上下文、內建搜尋","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。",[271,273,300],{"path":306,"title":307,"description":308,"date":288,"minRead":309,"tags":310},"\u002Fblog\u002Ffree-cloudflare","免費使用者如何榨乾 Cloudflare，免費版到底能白嫖到什麼程度？","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。",8,[290,311,312],"免費額度","部署",{"path":314,"title":315,"description":316,"date":317,"minRead":309,"tags":318},"\u002Fblog\u002Fmodel-harness-decoupling","原廠 Harness 未必是版本答案：開放模型時代，模型和 Harness 要分開選","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。","2026-09-09",[282,319,320],"Harness","選型",{"path":322,"title":323,"description":324,"date":317,"minRead":309,"tags":325},"\u002Fblog\u002Fopencode-productive-stack","穩定、快速、高產、便宜：我的 AI Coding 全家桶實錄","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。",[326,327,328],"OpenCode","AI 程式設計","配置",{"path":330,"title":331,"description":332,"date":333,"minRead":334,"tags":335},"\u002Fblog\u002Fproduct-faxin-principle","發心原理：獨立開發者為什麼要學會捨棄","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。","2026-06-20",10,[336,291],"產品思維",{"path":338,"title":339,"description":340,"date":333,"minRead":309,"tags":341},"\u002Fblog\u002Fproduct-pain-vs-itch","使用者說「很屌」別上頭：痛點與癢點","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。",[336,342],"需求判斷",{"path":266,"title":5,"description":259,"date":258,"minRead":152,"tags":344},[271,272,273],{"path":346,"title":347,"description":348,"date":349,"minRead":133,"tags":350},"\u002Fblog\u002Fsub-store-cloudflare","我把機場訂閱聚合搬到了 Cloudflare 上","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。","2026-06-28",[290,351,352],"翻牆","開源專案",{"path":354,"title":355,"description":356,"date":317,"minRead":177,"tags":357},"\u002Fblog\u002Ftui-cognitive-bandwidth","TUI 正在殺死你的認知頻寬：AI Coding 的「極客濾鏡」該碎了","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。",[327,358,359],"互動設計","隨筆",{"path":361,"title":362,"description":363,"date":364,"minRead":158,"tags":365},"\u002Fblog\u002Fvalue-not-external","討論有沒有價值，這件事本身就沒有價值","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。","2026-06-18",[366,367],"AI 思考","人文隨筆",{"path":369,"title":370,"description":371,"date":372,"minRead":373,"tags":374},"\u002Fblog\u002Fx-growth-1000-followers","一天多漲粉 1000+，我做了什麼","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。","2026-06-16",12,[375,376],"X 經營","內容增長",1789752318063]