[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-owasp-2026-llm-top-10-risk-priorities-zh":3,"article-related-owasp-2026-llm-top-10-risk-priorities-zh":33,"series-industry-785ad457-07ff-4187-967a-c431c9b4dd72":78},{"id":4,"slug":5,"title":6,"content":7,"summary":8,"source":9,"source_url":10,"author":11,"image_url":12,"cover_image":12,"category":13,"language":14,"translated_content":11,"related_article_id":15,"keywords":16,"key_takeaways":26,"views":30,"created_at":31,"published_at":32,"topic_cluster_id":11},"785ad457-07ff-4187-967a-c431c9b4dd72","owasp-2026-llm-top-10-risk-priorities-zh","OWASP 2026 LLM Top 10 風險重新排序","\u003Cp data-speakable=\"summary\">OWASP 2026 \u003Ca href=\"\u002Ftag\u002Fllm\">LLM\u003C\u002Fa> Top 10 用事件資料重新排定 AI 應用的主要風險。\u003C\u002Fp>\u003Cp>這份清單結合專家投票與 6,639 起已記錄事件，結果讓錯誤資訊上升，也確認了前幾名威脅仍然最值得先防。\u003C\u002Fp>\u003Ctable>\u003Cthead>\u003Ctr>\u003Cth>項目\u003C\u002Fth>\u003Cth>2026 排名\u003C\u002Fth>\u003Cth>變化\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd>Prompt Injection\u003C\u002Ftd>\u003Ctd>1\u003C\u002Ftd>\u003Ctd>維持第一\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>Sensitive Information Disclosure\u003C\u002Ftd>\u003Ctd>2\u003C\u002Ftd>\u003Ctd>維持第二\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>Excessive Agency\u003C\u002Ftd>\u003Ctd>3\u003C\u002Ftd>\u003Ctd>從第 6 名上升\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>Misinformation\u003C\u002Ftd>\u003Ctd>7\u003C\u002Ftd>\u003Ctd>從第 9 名上升\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>Unbounded Consumption\u003C\u002Ftd>\u003Ctd>6\u003C\u002Ftd>\u003Ctd>上升 4 名\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003Ch2>1. Prompt Injection 仍是第一名\u003C\u002Fh2>\u003Cp>\u003Ca href=\"https:\u002F\u002Fowasp.org\u002Fwww-project-top-10-for-large-language-model-applications\u002F\">OWASP\u003C\u002Fa> 把 Prompt Injection 留在第一，原因不是它最常被成功攻破，而是它最值得被優先防守。很多團隊已經把大量資源投進去，所以真實成功案例反而容易被低估。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1786152764782-p874.png\" alt=\"OWASP 2026 LLM Top 10 風險重新排序\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>2026 年的範圍也不只文字。攻擊者可以把指令藏在圖片或音訊裡，再讓系統把這些內容和正常輸入一起處理。\u003C\u002Fp>\u003Cul>\u003Cli>圖片中的隱藏指令\u003C\u002Fli>\u003Cli>音訊中的隱藏指令\u003C\u002Fli>\u003Cli>把系統提示和使用者內容混在一起\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>2. Sensitive Information Disclosure 不只是記憶外洩\u003C\u002Fh2>\u003Cp>Sensitive Information Disclosure 仍排第二，但真正的風險面已經變大。問題不再只是模型把訓練資料背出來，而是生產系統裡的資料流更容易出錯。\u003C\u002Fp>\u003Cp>在實務上，最常見的漏洞來自 retrieval 管線、跨租戶快取混用，以及系統提示外洩。這些問題可能把一個客戶的資料、內部邏輯或安全限制暴露給另一個使用者。\u003C\u002Fp>\u003Cul>\u003Cli>RAG 系統抓錯租戶資料\u003C\u002Fli>\u003Cli>快取回應跨使用者污染\u003C\u002Fli>\u003Cli>提示詞或工具設定洩漏隱藏上下文\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>3. Excessive Agency 上升到第三\u003C\u002Fh2>\u003Cp>\u003Ca href=\"https:\u002F\u002Fowasp.org\u002Fwww-project-top-10-for-large-language-model-applications\u002F\">OWASP\u003C\u002Fa> 把 Excessive Agency 從第六名拉到第三名，事件資料和專家判斷都指向同一件事：代理型系統真的會造成實際損害，因為它不只會回答，還會執行。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1786152769651-oc7h.png\" alt=\"OWASP 2026 LLM Top 10 風險重新排序\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>這個類別可以拆成三個控制點：工具太多、權限太大、自治程度太高。只要模型能寫檔、送訊息或呼叫 \u003Ca href=\"\u002Ftag\u002Fapi\">API\u003C\u002Fa>，其他弱點的代價就會一起放大。\u003C\u002Fp>\u003Ccode>檢查：工具存取、權限範圍、高風險動作是否需要人工確認\u003C\u002Fcode>\u003Ch2>4. Misinformation 被事件資料往上推\u003C\u002Fh2>\u003Cp>Misinformation 是 2026 年最值得注意的名次\u003Ca href=\"\u002Fnews\u002Fwebassembly-jvm-shift-java-portable-zh\">變化\u003C\u002Fa>。專家原本把它排得偏後，但事件資料讓它從第九名升到第七名，因為真實世界的失誤比投票結果更常出現。\u003C\u002Fp>\u003Cp>問題不只是模型講錯話。在代理工作流裡，一個錯誤輸出可能接著\u003Ca href=\"\u002Fnews\u002Fkitesurf-turns-workers-into-agent-browser-zh\">變成\u003C\u002Fa>錯誤工具呼叫、錯誤決策，最後造成實際營運或金錢損失。\u003C\u002Fp>\u003Cul>\u003Cli>看起來合理但其實錯誤的輸出\u003C\u002Fli>\u003Cli>錯誤程式碼被下游直接採用\u003C\u002Fli>\u003Cli>代理根據錯誤資訊更新系統狀態\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>5. Data and Model Poisoning 範圍更完整\u003C\u002Fh2>\u003Cp>2026 版把 fine-tuning subversion 納入 Data and Model Poisoning，這代表攻擊面已經從單一資料集擴大到訓練、\u003Ca href=\"\u002Fnews\u002Ffine-tune-small-llm-legal-labeling-zh\">微調\u003C\u002Fa>與檢索來源。\u003C\u002Fp>\u003Cp>這個擴張很重要，因為 poisoning 不再是單一 bug 類型。被污染的資料集、被動手腳的 fine-tune，或被入侵的 retrieval source，都可能把模型行為帶往錯誤方向。\u003C\u002Fp>\u003Cul>\u003Cli>pretraining 資料污染\u003C\u002Fli>\u003Cli>fine-tuning 管線被竄改\u003C\u002Fli>\u003Cli>retrieval store 被投毒\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>6. Unbounded Consumption 變成營運風險\u003C\u002Fh2>\u003Cp>Unbounded Consumption 上升四名，反映企業開始把推理成本和資源耗盡視為真正的安全問題。當 AI 系統能反覆跑昂貴迴圈、產生超長輸出或觸發重複呼叫，帳單本身就成了攻擊面。\u003C\u002Fp>\u003Cp>這類問題很容易被忽略，直到正式上線才爆發。安全團隊現在要把它當成拒絕服務的一種變形來看待：如果攻擊者能燒掉算力，就能造成損害。\u003C\u002Fp>\u003Ccode>注意：token 激增、重試循環、失控工具呼叫、過大的輸出\u003C\u002Fcode>\u003Ch2>7. Hidden Context Exposure 比系統提示更廣\u003C\u002Fh2>\u003Cp>System Prompt Leakage 在 2026 年改名為 Hidden Context Exposure，因為真正需要保護的東西不只系統提示。商業邏輯、內部設定、檢索規則與工具定義裡的 API key 都算在內。\u003C\u002Fp>\u003Cp>這個改名的意義是防禦邊界被拉大了。只要隱藏上下文也是攻擊面，存取控制、提示設計與工具設定就都要一起檢查。\u003C\u002Fp>\u003Cul>\u003Cli>提示詞裡的商業邏輯\u003C\u002Fli>\u003Cli>工具定義中的 API key\u003C\u002Fli>\u003Cli>檢索管線細節\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>8. Output Handling 退後但沒消失\u003C\u002Fh2>\u003Cp>Output Handling 掉到第十名，原因是更多舊風險被重新歸類到其他項目。排名下降不代表它不重要，而是分類方式更貼近實際系統。\u003C\u002Fp>\u003Cp>對開發者來說，原則很簡單：把模型輸出當成不可信輸入。它進入程式執行、資料庫寫入、使用者可見動作之前，都要先做驗證。\u003C\u002Fp>\u003Ch2>哪種團隊該先看哪一項\u003C\u002Fh2>\u003Cp>如果你在做聊天產品，先看 Prompt Injection、Sensitive Information Disclosure 和 Hidden Context Exposure。這三項最直接影響資料外洩與提示詞安全。\u003C\u002Fp>\u003Cp>如果你在做 \u003Ca href=\"\u002Ftag\u002Fagent\">agent\u003C\u002Fa> 或自動化流程，先看 Excessive Agency、Misinformation 和 Unbounded Consumption。這三項最容易把錯誤變成實際損失。\u003C\u002Fp>","6,639 起事件改寫 OWASP 2026 LLM Top 10，讓錯誤資訊上升，也讓你看見 AI 風險優先順序該怎麼排。","www.techtimes.com","https:\u002F\u002Fwww.techtimes.com\u002Farticles\u002F323266\u002F20260806\u002Fowasp-llm-top-10-2026-incident-data-overrules-experts-misinformation-risk.htm",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1786152764782-p874.png","industry","zh","1366072a-ef2a-4fef-a87a-5c2bd7d64e46",[17,18,19,20,21,22,23,24,25],"OWASP","LLM Top 10","prompt injection","sensitive information disclosure","excessive agency","misinformation","unbounded consumption","hidden context exposure","AI security",[27,28,29],"6,639 起事件讓 2026 版排序更貼近真實風險","代理型系統把錯誤資訊與過度授權放大成實際損害","聊天產品與 agent 產品應優先防不同風險類別",1,"2026-08-08T01:32:24.972089+00:00","2026-08-08T01:32:24.967+00:00",{"tags":34,"relatedLang":37,"relatedPosts":41},[35],{"name":19,"slug":36},"prompt-injection",{"id":15,"slug":38,"title":39,"language":40},"owasp-2026-llm-top-10-risk-priorities-en","OWASP’s 2026 LLM Top 10 shifts risk priorities","en",[42,48,54,60,66,72],{"id":43,"slug":44,"title":45,"cover_image":46,"image_url":46,"created_at":47,"category":13},"3b459e84-a8a1-42f7-8f54-a18a2e7df947","silicon-valley-not-losing-control-selling-fear-zh","硅谷不是在失控，硅谷在推销恐慌","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1786147371627-dqiu.png","2026-08-08T00:02:27.459051+00:00",{"id":49,"slug":50,"title":51,"cover_image":52,"image_url":52,"created_at":53,"category":13},"2bf5f0b0-b001-4301-9e6a-038713200705","webassembly-jvm-shift-java-portable-zh","5 個 WebAssembly 讓 JVM 更可攜的變化","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1786129376756-a938.png","2026-08-07T19:02:29.468071+00:00",{"id":55,"slug":56,"title":57,"cover_image":58,"image_url":58,"created_at":59,"category":13},"ff5c9d98-358f-49e4-9e5d-95fe8d7b05c7","anthropic-hiring-custom-chip-design-team-zh","Anthropic 也要自己做晶片","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1786125773175-ek96.png","2026-08-07T18:02:28.707393+00:00",{"id":61,"slug":62,"title":63,"cover_image":64,"image_url":64,"created_at":65,"category":13},"96f0a314-ebfb-4213-992e-a9acd79dc301","model-y-l-us-launch-buyer-details-zh","Model Y L 美國首發，6 個買家重點","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1786113169727-5kfd.png","2026-08-07T14:32:23.067484+00:00",{"id":67,"slug":68,"title":69,"cover_image":70,"image_url":70,"created_at":71,"category":13},"7f14f2f1-3346-47ed-96d2-e2aa698fd050","2027-tesla-model-y-l-exterior-photos-specs-zh","2027 Tesla Model Y L 外觀與規格解析","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1786111389416-38tb.png","2026-08-07T14:02:37.558357+00:00",{"id":73,"slug":74,"title":75,"cover_image":76,"image_url":76,"created_at":77,"category":13},"3366150a-47a8-46a2-942b-b362626ad09a","millennium-anthropic-ai-risk-analyst-zh","Millennium 與 Anthropic 的風險分析合作，顯示 AI 正進…","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1786104170460-28cy.png","2026-08-07T12:02:21.941565+00:00",[79,84,89,94,99,104,109,114,119,124],{"id":80,"slug":81,"title":82,"created_at":83},"ee073da7-28b3-4752-a319-5a501459fb87","ai-in-2026-what-actually-matters-now-zh","2026 AI 真正重要的事","2026-03-26T07:09:12.008134+00:00",{"id":85,"slug":86,"title":87,"created_at":88},"83bd1795-8548-44c9-9a7e-de50a0923f71","trump-ai-framework-power-speech-state-preemption-zh","川普 AI 框架瞄準電力、言論與州權","2026-03-26T07:12:18.695466+00:00",{"id":90,"slug":91,"title":92,"created_at":93},"ea6be18b-c903-4e54-97b7-5f7447a612e0","nvidia-gtc-2026-big-ai-announcements-zh","NVIDIA GTC 2026 重點拆解","2026-03-26T07:14:26.62638+00:00",{"id":95,"slug":96,"title":97,"created_at":98},"4bcec76f-4c36-4daa-909f-54cd702f7c93","claude-users-spreading-out-and-getting-better-zh","Claude 用戶更分散，也更會用","2026-03-26T07:22:52.325888+00:00",{"id":100,"slug":101,"title":102,"created_at":103},"bd903b15-2473-4178-9789-b7557816e535","openclaw-raises-hard-question-for-ai-models-zh","OpenClaw 逼問 AI 模型價值","2026-03-26T07:24:54.707486+00:00",{"id":105,"slug":106,"title":107,"created_at":108},"eeac6b9e-ad9d-4831-8eec-8bba3f9bca6a","gap-google-gemini-checkout-fashion-search-zh","Gap 把結帳搬進 Gemini","2026-03-26T07:28:23.937768+00:00",{"id":110,"slug":111,"title":112,"created_at":113},"0740e53f-605d-4d57-8601-c10beb126f3c","google-pushes-gemini-transition-to-march-2026-zh","Google 把 Gemini 轉換延到 2026 年 3…","2026-03-26T07:30:12.825269+00:00",{"id":115,"slug":116,"title":117,"created_at":118},"e660d801-2421-4529-8fa9-86b82b066990","metas-llama-4-benchmark-scandal-gets-worse-zh","Meta Llama 4 分數風波又擴大","2026-03-26T07:34:21.156421+00:00",{"id":120,"slug":121,"title":122,"created_at":123},"183f9e7c-e143-40bb-a6d5-67ba84a3a8bc","accenture-mistral-ai-sovereign-enterprise-deal-zh","Accenture 攜手 Mistral AI 賣主權 AI","2026-03-26T07:38:14.818906+00:00",{"id":125,"slug":126,"title":127,"created_at":128},"191d9b1b-768a-478c-978c-dd7431a38149","mistral-ai-faces-its-hardest-year-yet-zh","Mistral AI 迎來最硬的一年","2026-03-26T07:40:23.716374+00:00"]