[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-how-to-build-an-agentic-ai-crypto-stack-zh":3,"article-related-how-to-build-an-agentic-ai-crypto-stack-zh":36,"series-ai-agent-9062038d-93ac-442d-aa4e-40c28cc60552":86},{"id":4,"title":5,"content":6,"summary":7,"source":8,"source_url":9,"author":10,"image_url":11,"keywords":12,"language":19,"translated_content":10,"views":20,"is_premium":21,"created_at":22,"updated_at":22,"cover_image":11,"published_at":23,"rewrite_status":24,"rewrite_error":10,"rewritten_from_id":25,"slug":26,"category":27,"related_article_id":28,"status":29,"google_indexed_at":10,"x_posted_at":10,"tweet_text":10,"title_rewritten_at":10,"title_original":10,"key_takeaways":30,"topic_cluster_id":34,"embedding":35,"is_canonical_seed":21},"9062038d-93ac-442d-aa4e-40c28cc60552","如何打造代理式 AI 加密堆疊","\u003Cp data-speakable=\"summary\">這篇教你把代理式 \u003Ca href=\"\u002Fnews\u002Fhow-to-reduce-ai-model-serving-friction-zh\">AI\u003C\u002Fa>、去中心化算力、錢包權限與可驗證執行串成可落地的系統。\u003C\u002Fp>\u003Cp>這篇給想把 AI 代理真正接到鏈上流程的開發者看。照著做完，你會得到一份可執行的技術藍圖，能讓代理使用去中心化算力、持有專用錢包、執行鏈上動作，並為需要稽核的流程加上可驗證層。\u003C\u002Fp>\u003Cp>你也會知道 DePIN、代理框架與信任層各自放在哪裡，避免一開始就把工具選錯，或把安全機制留到上線後才補。\u003C\u002Fp>\u003Ch2>開始之前\u003C\u002Fh2>\u003Cul>\u003Cli>Node 20+\u003C\u002Fli>\u003Cli>npm 10+ 或 pnpm 9+\u003C\u002Fli>\u003Cli>一個錢包工具，例如 MetaMask，或可程式化錢包服務\u003C\u002Fli>\u003Cli>去中心化算力供應商帳號，例如 \u003Ca href=\"https:\u002F\u002Fwww.akash.network\u002F\">Akash Network\u003C\u002Fa> 或 \u003Ca href=\"https:\u002F\u002Fwww.io.net\u002F\">io.net\u003C\u002Fa>\u003C\u002Fli>\u003Cli>代理框架帳號或 GitHub 倉庫，例如 \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fai16z\u002Feliza\">Eliza\u003C\u002Fa>\u003C\u002Fli>\u003Cli>模型推論、區塊鏈 RPC、以及你要用的訊息通道 API Key\u003C\u002Fli>\u003Cli>基本熟悉 EVM 鏈、智慧合約與 JSON\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>Step 1: 定義代理的經濟任務\u003C\u002Fh2>\u003Cp>這一步的產出，是一份清楚的代理規格，能把 AI 系統對應到可量化的商業工作，例如自動調整金庫部位、監控 \u003Ca href=\"\u002Ftag\u002Fdefi\">DeFi\u003C\u002Fa> 風險，或回應商店中的購買意圖。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778948037100-0bd6.png\" alt=\"如何打造代理式 AI 加密堆疊\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>先寫下代理的輸入、允許動作、錢包權限與停止條件。範圍越窄越好，這樣在碰到真實資金或客戶資料之前，才能先安全測試。\u003C\u002Fp>\u003Cpre>\u003Ccode>代理規格清單：\n- 名稱：treasury-rebalancer\n- 輸入：代幣餘額、收益率、Gas 價格、風險上限\n- 動作：交換、質押、提領、告警\n- 限制：單次最多移動 2% 組合，超過門檻需人工核准\n- 鏈：Ethereum 主網或測試網\n\u003C\u002Fcode>\u003C\u002Fpre>\u003Cp>你應該看到一份一頁式規格，清楚列出代理名稱、可呼叫的協議，以及哪些情況一定要人工確認。\u003C\u002Fp>\u003Ch2>Step 2: 配置去中心化算力\u003C\u002Fh2>\u003Cp>這一步的產出，是一個可用的推論環境，不再依賴單一雲端供應商，並且能跟著需求擴充。這裡就是 DePIN 的位置，它提供代理做模型呼叫、檢索工作或批次評分所需的 \u003Ca href=\"\u002Fnews\u002Fchatgpt-vs-gemini-9-tests-1-clear-winner-2026-zh\">GP\u003C\u002Fa>U 能力。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778948035127-93f6.png\" alt=\"如何打造代理式 AI 加密堆疊\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>先建立供應商帳號，選一個叢集或市集列表，然後先部署小型推論工作負載。若你重視成本，可以從反向競價型市集開始；若你需要企業級硬體，就選有獨立 H100 或 A100 資源的供應商。\u003C\u002Fp>\u003Cp>你應該看到一個正在運作的端點、健康的節點狀態，以及一個成功回傳模型結果、延遲可接受的測試提示。\u003C\u002Fp>\u003Ch2>Step 3: 建立專用錢包與交易政策\u003C\u002Fh2>\u003Cp>這一步的產出，是一個只能在你定義規則內簽署交易的代理錢包。重點不是第一天就全自動，而是先做到可控自治，並保留完整權限痕跡。\u003C\u002Fp>\u003Cp>替代理建立獨立錢包，和人類操作資金分開。再加入政策檢查，例如支出上限、協議白名單與時間條件核准。如果你的堆疊支援，最好把錢包綁定到人類負責人紀錄，之後才方便追查責任。\u003C\u002Fp>\u003Cp>你應該看到錢包已經用測試資產充值、可以成功做一次乾跑簽章，並且在你刻意超過政策限制時，交易會被拒絕。\u003C\u002Fp>\u003Ch2>Step 4: 把代理框架接到鏈上動作\u003C\u002Fh2>\u003Cp>這一步的產出，是一個能推理、選工具、並完成端到端鏈上流程的代理執行環境。像 Eliza 這類框架很適合，因為它把記憶、身分與多通道互動整合在一起。官方文件可先看 \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fai16z\u002Feliza\">Eliza GitHub 倉庫\u003C\u002Fa>。\u003C\u002Fp>\u003Cp>先安裝框架、設定模型存取，接著註冊查餘額、交換、轉帳與通知工具。第一個流程務必簡單，例如先讀取餘額再送出簽章告警，不要一開始就讓它搬動資產。\u003C\u002Fp>\u003Cpre>\u003Ccode>npm install\ncp .env.example .env\n# 加入 RPC_URL、PRIVATE_KEY、MODEL_API_KEY\nnpm run start\n\u003C\u002Fcode>\u003C\u002Fpre>\u003Cp>你應該看到代理成功啟動、載入工具，並完成一次測試動作，例如讀取錢包狀態，然後在你指定的通道回傳結果。\u003C\u002Fp>\u003Ch2>Step 5: 加上可驗證性與隱私控制\u003C\u002Fh2>\u003Cp>這一步的產出，是一個能證明發生過\u003Ca href=\"\u002Fnews\u002Fwhy-ai-safety-teams-are-wrong-blame-only-alignment-zh\">什麼\u003C\u002Fa>、又不必暴露過多資料的系統。若你處理的是金融、醫療或受監管流程，ZKML 與 FHE 就會變得很重要。\u003C\u002Fp>\u003Cp>當你需要證明模型輸出確實來自特定模型或特定流程時，用 ZKML。當模型必須在不直接揭露敏感資料的情況下運算時，用 FHE。先只套用在一條關鍵路徑上，不要一開始就想把所有元件都私密化。\u003C\u002Fp>\u003Cp>你應該看到可驗證的證明檔、已記錄的模型版本，或一條經過加密的推論路徑，讓稽核流程能檢查而不看到原始輸入。\u003C\u002Fp>\u003Ch2>Step 6: 量測代理的商業結果\u003C\u002Fh2>\u003Cp>這一步的產出，是一個能看出價值而不是只看活動量的儀表板。請追蹤與第 1 步任務對應的指標，例如每次任務成本、成功率、執行延遲，或代理動作帶來的營收。\u003C\u002Fp>\u003Cp>先在沙盒或受限正式環境跑起來，再跟人工基準比較。若代理用在交易，追蹤轉換率與成交時間；若用在金庫管理，追蹤收益、滑點與失敗交易。\u003C\u002Fp>\u003Cp>你應該看到一份可重複的報告，清楚列出基準與代理結果，並且能直接決定要擴大、調整，還是暫停部署。\u003C\u002Fp>\u003Ctable>\u003Cthead>\u003Ctr>\u003Cth>指標\u003C\u002Fth>\u003Cth>基準／優化前\u003C\u002Fth>\u003Cth>結果／優化後\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd>流程執行\u003C\u002Ftd>\u003Ctd>人工逐步操作\u003C\u002Ftd>\u003Ctd>帶政策檢查的代理自動執行\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>算力來源\u003C\u002Ftd>\u003Ctd>單一雲端 GPU\u003C\u002Ftd>\u003Ctd>去中心化算力市集\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>交易安全\u003C\u002Ftd>\u003Ctd>臨時核准\u003C\u002Ftd>\u003Ctd>錢包政策與責任追蹤\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>資料處理\u003C\u002Ftd>\u003Ctd>明文運算\u003C\u002Ftd>\u003Ctd>ZKML 證明或 FHE 保護推論\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003Ch2>常見錯誤\u003C\u002Fh2>\u003Cul>\u003Cli>第一天就給代理過大的錢包權限。修法：先用測試錢包、低額上限與嚴格白名單。\u003C\u002Fli>\u003Cli>跳過算力基準測試。修法：先用單一工作負載測延遲與穩定性，再移到正式流量。\u003C\u002Fli>\u003Cli>太晚才加入隱私工具。修法：先決定要 ZKML、FHE，或兩者都要，再倒推資料路徑。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>接下來可以看什麼\u003C\u002Fh2>\u003Cp>下一步可以深入代理身分標準、更完整的記憶機制，以及針對 DeFi、商務或企業資料流程的協議整合。若你想讓系統擴到更大規模，先把框架、算力網路與證明層的官方文件看完，再強化政策與稽核管線，最後才擴大自治範圍。\u003C\u002Fp>","這篇指南教你把代理式 AI、去中心化算力、錢包權限與可驗證執行串成可落地的系統。","www.easymm.io","https:\u002F\u002Fwww.easymm.io\u002Fpost\u002Fai-crypto-2026-the-definitive-guide-to-the-agentic-economy-depin",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778948037100-0bd6.png",[13,14,15,16,17,18],"代理式 AI","加密貨幣","去中心化算力","錢包權限","ZKML","FHE","zh",1,false,"2026-05-16T16:13:40.836912+00:00","2026-05-16T16:13:40.812+00:00","done","ea439540-909c-4cad-aa88-446303bfe903","how-to-build-an-agentic-ai-crypto-stack-zh","ai-agent","4462a6f9-c7d6-4dbe-a37d-b82023c8e93b","published",[31,32,33],"先定義代理的經濟任務，再決定工具與權限邊界。","去中心化算力、專用錢包與代理框架要分層配置，避免一開始就混在一起。","可驗證性與隱私控制應提早納入設計，而不是上線後補救。","e3b68196-9e64-4c18-a3b6-a73e73bfb367","[-0.015838236,0.009178328,0.0053533367,-0.08217395,-0.010927306,-0.0113461055,-0.0083564,-0.0039261696,0.028467627,0.026814708,-0.010766558,0.028518902,0.010315908,0.012215023,0.11474327,0.020124288,0.0029704391,0.034375533,0.018362332,-0.01446834,0.010635788,0.0034925907,-0.003214035,0.004472731,0.0079110125,0.004949129,0.043303777,0.010321309,0.060981464,-0.012712556,0.03837082,0.0025308074,-0.009692477,0.014797883,0.0132810455,0.007729205,0.0003424964,-0.023484726,0.016941946,0.015162204,-0.0014670579,-0.005346118,0.0064441226,-0.021260623,-0.00863243,0.003880732,-0.0019797832,-0.013327345,-0.027251396,0.011302464,0.025975822,0.024972329,-0.01566651,-0.1539124,-0.00033827638,0.003138298,-0.018599752,0.00070782803,0.004285318,-0.013859792,-0.0036282989,0.027758619,-0.030749891,0.0051192,-0.0063921893,-0.022148352,0.021518044,0.010660014,-0.0058642533,-0.01977909,-0.028974187,0.0100261755,0.023752937,-0.03745635,0.015600581,-0.029956795,-0.00976009,0.014939552,0.020978509,0.0017429055,-0.01562556,-0.033061028,0.005395884,0.0018915586,0.0070691714,-0.014806748,0.030527519,0.005740752,0.015860086,-0.008295325,-0.0046971138,0.0036011296,-0.00021941027,0.027646594,0.008205895,0.004384236,-0.025910562,-0.007883993,0.0019817196,-0.005366842,0.0042326166,-0.005481423,0.0052146683,-0.011898446,0.006499594,-0.007843044,0.019841153,-0.017962474,-0.011644697,0.015339519,0.017785048,-0.029833594,0.009742079,0.0021689045,0.0022047767,-0.11220908,0.00022207324,-0.007884075,0.0075508934,0.0031510831,-0.028543267,-0.0043007103,0.03134975,0.019923445,0.010040655,0.014789305,-0.005220212,0.004396575,0.0007653828,-0.007288833,-0.00783847,-0.029076671,0.0055725724,0.030947886,0.022469345,0.012253927,-0.015035536,-0.0041157464,-0.03160394,-0.029862255,-0.0040303376,0.05022182,-0.0057068416,-0.004202869,-0.0051536798,-0.004293958,-0.066871986,0.02527,0.033857144,-0.025637187,0.020501109,0.0055753486,-0.008793219,-0.0033993328,0.020784788,-0.016699878,-0.0051409258,-0.01147882,0.0042841635,0.0067205653,-0.025114294,-0.029076342,0.002987501,0.026255623,0.023973541,0.00843452,0.007888286,-0.02534595,0.010862027,0.006059018,0.014718643,-0.018750286,-0.007138462,0.00888284,0.010415671,-0.0031326062,-0.006052396,-0.008472365,0.02642244,-0.028485509,-0.015518017,-0.007103177,-0.0036986733,0.0062325164,0.006722244,0.017764902,-0.008627432,-0.0052597094,0.009550255,-0.00769779,-0.044324704,-0.008566937,-0.0060716197,-0.022292875,-0.004415037,-0.025324643,-0.010383479,-0.012988035,-0.011321048,0.03491015,0.02552443,-0.010316051,0.0031644334,-0.014773308,-0.015260441,-0.011253887,-0.027598264,-0.014831057,-0.0062473333,0.00015680748,0.015570429,-0.015580985,0.025728147,0.0067528263,0.019426268,-0.0042641866,-0.0038369584,0.009377479,0.0017583519,0.0056986534,0.03140594,0.014193676,0.0060865297,0.006026596,0.012002165,-0.00032570236,-0.0034288978,0.0053481385,0.00094201975,0.0024168312,0.018181361,0.013653329,0.016647045,0.014987235,0.015973415,1.2331772e-05,-0.010964596,-0.007572863,-0.0028885806,0.00849925,-0.0036392764,0.016419102,0.016936284,0.008131539,0.0045405203,-0.005534178,-0.0038020904,-0.0036977874,0.0012577564,0.017556084,-0.02207277,0.011522702,0.010857842,-0.0037185089,-0.013735733,-0.0122950245,-0.02613816,-0.008954151,-0.026356068,0.016382994,-0.01056638,0.0032725045,-0.017867384,0.005185207,-0.003272678,0.008474861,0.018418295,-0.009159763,0.0009450655,-0.0065295724,0.006019868,0.033508983,-0.0042399396,0.027091924,0.022920407,0.019205824,-0.031013962,0.023778738,0.0036839491,-0.0039970414,0.0063042147,-0.017851751,0.03288212,0.010215317,-0.0021354489,0.017323041,-0.019285012,0.015339936,0.003860126,0.009124908,0.008003088,-0.0007068075,-0.014804271,0.010172341,-0.011754484,-0.03706955,-0.01540534,0.0126721375,0.0014634463,0.010365548,-0.014651456,-0.0177635,0.014189686,0.04700863,-0.008429303,0.008004119,0.001870008,0.004022335,0.0022425454,-0.01956879,-0.024766332,-0.023366278,0.017070653,-0.017176572,-0.0059493207,-0.00020947026,-0.00016515485,-0.000592474,0.037825163,-0.014827826,0.011239379,0.0037830635,0.009801336,0.021122633,-0.00432158,-0.013260555,-0.01683514,0.024268245,0.012883587,-0.00951667,0.007855834,0.0028356663,0.032621514,-0.020370679,0.0020053727,-0.016186781,-0.007859968,0.0045487406,-0.0052007153,0.017915605,0.014986251,0.015194768,-0.014753274,-0.0075557246,-0.023907969,0.0061410987,0.04672866,-0.016121322,-0.00929814,-0.0339287,0.022449713,0.004048835,-0.0029580577,-0.009194096,-0.02701246,0.0011883028,-0.00934016,0.0017519228,0.005449843,0.002674172,0.02345315,-0.004591843,0.0067537515,-0.009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