[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-crypto-ai-agents-2026-on-chain-autonomy-zh":3,"tags-crypto-ai-agents-2026-on-chain-autonomy-zh":33,"related-lang-crypto-ai-agents-2026-on-chain-autonomy-zh":51,"related-posts-crypto-ai-agents-2026-on-chain-autonomy-zh":55,"series-blockchain-11284929-90f5-4ae9-b871-02c4f0f6a563":92},{"id":4,"title":5,"content":6,"summary":7,"source":8,"source_url":9,"author":10,"image_url":11,"keywords":12,"language":21,"translated_content":10,"views":22,"is_premium":23,"created_at":24,"updated_at":24,"cover_image":11,"published_at":25,"rewrite_status":26,"rewrite_error":10,"rewritten_from_id":27,"slug":28,"category":29,"related_article_id":30,"status":31,"google_indexed_at":32,"x_posted_at":10,"tweet_text":10,"title_rewritten_at":10,"title_original":10,"key_takeaways":10,"topic_cluster_id":10,"embedding":10,"is_canonical_seed":23},"11284929-90f5-4ae9-b871-02c4f0f6a563","2026 加密 AI 代理：上鏈自治怎麼玩","\u003Cp>2026 年，\u003Ca href=\"https:\u002F\u002Fopenai.com\" target=\"_blank\" rel=\"noopener\">OpenAI\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\" target=\"_blank\" rel=\"noopener\">Anthropic\u003C\u002Fa> 這類模型，已經不只會聊天。它們開始碰錢，還能簽交易。說真的，這件事很硬核，也很麻煩。\u003C\u002Fp>\u003Cp>現在有些 crypto AI ag\u003Ca href=\"\u002Fnews\u002Fopenai-launches-gpt-54-cyber-defense-work-zh\">en\u003C\u002Fa>ts，能持有錢包、付 stablecoin、跑 DeFi。部分系統甚至管到數千萬美元等級的 tokenized capital。這代表網路上的付款流程，開始要替軟體重新設計。\u003C\u002Fp>\u003Cp>講白了，AI 代理要的是三件事。錢包、權限、可驗證執行。少一個都不行。多一個錯誤設定，資金就可能\u003Ca href=\"\u002Fnews\u002Fclad-log-anomaly-detection-compressed-bytes-zh\">直接\u003C\u002Fa>蒸發。\u003C\u002Fp>\u003Ch2>為什麼上鏈很適合 AI 代理\u003C\u002Fh2>\u003Cp>傳統軟體可以呼叫 API，也可以搬資料。可是它很難自己持有資金。更別說直接簽下有法律效果的動作。通常還是要人類按最後那一下。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776254852217-yrb1.png\" alt=\"2026 加密 AI 代理：上鏈自治怎麼玩\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>區塊鏈把這件事改掉了。錢包本來就是程式化帳戶。smart contract 也能把規則寫死。軟體照規則做事，不用每次都找銀行或平台審核。\u003C\u002Fp>\u003Cp>這也是為什麼 crypto AI agents 先出現在金融流程。它們可以盯價格、調倉、買算力、付資料費。整個過程都能留下紀錄。對開發者來說，這比傳統支付堆疊乾淨很多。\u003C\u002Fp>\u003Cp>資料面也很有意思。AI 市場現在很集中。基礎設施也集中。這種結構會逼人找替代路線。區塊鏈至少提供一條不同的路。\u003C\u002Fp>\u003Cul>\u003Cli>\u003Ca href=\"https:\u002F\u002Fwww.nvidia.com\" target=\"_blank\" rel=\"noopener\">NVIDIA\u003C\u002Fa> 佔據資料中心 GPU 市場約 94%。\u003C\u002Fli>\u003Cli>雲端市場由 \u003Ca href=\"https:\u002F\u002Faws.amazon.com\" target=\"_blank\" rel=\"noopener\">AWS\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fazure.microsoft.com\" target=\"_blank\" rel=\"noopener\">Microsoft Azure\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fcloud.google.com\" target=\"_blank\" rel=\"noopener\">Google Cloud\u003C\u002Fa> 主導。\u003C\u002Fli>\u003Cli>AI 代理若能上鏈，就能直接持有資產。\u003C\u002Fli>\u003Cli>它也能把動作寫成可驗證紀錄。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>DeFi 已經替代理找到工作\u003C\u002Fh2>\u003Cp>DeFi 是最直接的落地場景。AI 代理可以掃收益、搬資金、找更好的借貸池。速度比人快很多。這種工作本來就很適合交給軟體。\u003C\u002Fp>\u003Cp>\u003Ca href=\"https:\u002F\u002Ftheoriq.ai\" target=\"_blank\" rel=\"noopener\">Theoriq\u003C\u002Fa> 就是這類產品的代表。它的 Alpha Vault 已經有不小的 TVL。這說明市場願意把執行權交給程式，只要規則夠清楚。\u003C\u002Fp>\u003Cp>但這裡也有坑。目標如果只寫「報酬最大化」，模型就可能亂搞。它可能踩到 MEV、追毒流量、或鑽漏洞。模型不懂道德，只懂獎勵函數。\u003C\u002Fp>\u003Cblockquote>“It is not enough to be able to model the world; you also have to be able to act in it.” — Sam Altman, OpenAI DevDay, 2023\u003C\u002Fblockquote>\u003Cp>這句話很貼切。AI 代理不是只做預測。它會真的動錢。會真的送交易。會真的結算。動作一旦碰到資本，安全設計就比模型本身更重要。\u003C\u002Fp>\u003Cp>你可以把它想成兩層。第一層是判斷。第二層是執行。很多團隊只顧第一層，然後在第二層翻車。這很常見，也很蠢。\u003C\u002Fp>\u003Cul>\u003Cli>DeFi 讓代理能做收益管理。\u003C\u002Fli>\u003Cli>代理能自動調整倉位。\u003C\u002Fli>\u003Cli>錯誤的 reward function 會帶來壞結果。\u003C\u002Fli>\u003Cli>執行層比模型層更容易出事。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>錢包設計才是安全核心\u003C\u002Fh2>\u003Cp>直接把 private key 給 AI，這想法很危險。只要 key 外洩，錢就沒了。沒有第二次機會。這種設計很像把家門鑰匙貼在門上。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776254849709-ljtn.png\" alt=\"2026 加密 AI 代理：上鏈自治怎麼玩\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>比較合理的做法，是把權限和保管分開。人類保留主控 key。AI 只拿到限定權限。這樣就算代理出包，損失也能壓住。\u003C\u002Fp>\u003Cp>\u003Ca href=\"https:\u002F\u002Feips.ethereum.org\u002FEIPS\u002Feip-7702\" target=\"_blank\" rel=\"noopener\">EIP-7702\u003C\u002Fa> 是很實際的例子。它讓標準帳戶在單次交易中像 smart contract 一樣運作。你可以暫時授權代理，而不是永久交出控制權。\u003C\u002Fp>\u003Cp>session keys 也是同樣邏輯。它可以給代理一小段時間的權限。像是短時間內做幾十筆微交易。或只准跑某個交易窗口。這種設計才像樣。\u003C\u002Fp>\u003Cul>\u003Cli>raw private key 不適合直接交給代理。\u003C\u002Fli>\u003Cli>EIP-7702 支援單次授權。\u003C\u002Fli>\u003Cli>session keys 可做時間限制。\u003C\u002Fli>\u003Cli>gas abstraction 能讓代理用不同 token 付費。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>Intent-based execution 改變交易方式\u003C\u002Fh2>\u003Cp>另一個很重要的變化，是 intent-based execution。意思很簡單。AI 不用一筆一筆拼交易。它只要說出目標。像是把 token A 換成 token B，價格要在某個範圍內。\u003C\u002Fp>\u003Cp>接下來由 solver 去完成。這種分工很有效。因為代理專心想結果。執行者專心找路徑。效率通常會比較好。\u003C\u002Fp>\u003Cp>但這裡也容易集中化。如果只有少數 solver 網路有能力處理大量流量，那表面上是去中心化。實際上可能只是換一批中間商。\u003C\u002Fp>\u003Cp>Coinc\u003Ca href=\"\u002Fnews\u002Frubric-based-dpo-visual-preference-tuning-zh\">ub\u003C\u002Fa> 引用的數字很直接。intent-solver 系統在 90 天內處理了 41 億美元跨鏈量。這代表需求是真的。也代表這塊很快會有新玩家搶進來。\u003C\u002Fp>\u003Cul>\u003Cli>Intent-based execution 把「想要什麼」和「怎麼做」拆開。\u003C\u002Fli>\u003Cli>solver 之間會競爭執行權。\u003C\u002Fli>\u003Cli>90 天跨鏈量達 41 億美元。\u003C\u002Fli>\u003Cli>solver 集中會帶來 censorship 風險。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>機器付款會吃掉很多 billing 摩擦\u003C\u002Fh2>\u003Cp>AI 代理還要買資料、買算力、買 inference。這時候就輪到 \u003Ca href=\"https:\u002F\u002Fx402.org\" target=\"_blank\" rel=\"noopener\">x402 protocol\u003C\u002Fa> 上場。它把 HTTP 402 拿來重新用。伺服器可以先收款，再吐資料。\u003C\u002Fp>\u003Cp>這對軟體很合理。代理不想收月結帳單。也不想綁信用卡。它要的是每次請求都能即時結算。價格要能機器讀。收據也要能機器驗。\u003C\u002Fp>\u003Cp>像 \u003Ca href=\"https:\u002F\u002Fwww.circle.com\u002Fusdc\" target=\"_blank\" rel=\"noopener\">USDC\u003C\u002Fa> 這種 stablecoin，就很適合拿來做這件事。金額小，速度快，對帳也容易。用來買資料或付 API 費，體驗會比傳統帳務順很多。\u003C\u002Fp>\u003Cp>但中間通常還是有 facilitator。它負責驗證付款，再把請求往下送。這就多了一層信任。只要這層掛掉，整條鏈就卡住。\u003C\u002Fp>\u003Cp>所以別把它想得太浪漫。機器付款確實更順。可是一旦基礎設施出問題，整個流程還是會停。這就是工程現實。\u003C\u002Fp>\u003Ch2>開發者和投資人該看什麼\u003C\u002Fh2>\u003Cp>現在這批 crypto AI agents，已經不是玩具。可是也還沒成熟。最有用的場景很窄。像是 vault 管理、機器付款、範圍明確的交易、任務路由。\u003C\u002Fp>\u003Cp>最危險的場景，是叫代理做太大的判斷。尤其是資訊不夠時。那種產品很容易出包。你不能只看 demo 很帥，就以為它能上線收錢。\u003C\u002Fp>\u003Cp>如果你是開發者，我會先問一個問題。代理做錯時，誰負責？這比「它能不能做事」更重要。因為一旦碰到真金白銀，責任問題會馬上浮上來。\u003C\u002Fp>\u003Cp>如果你是投資人，我會看三件事。權限設計、solver 集中度、還有風控層。這三個沒做好，產品再會講故事也沒用。\u003C\u002Fp>\u003Cul>\u003Cli>先看權限，不要先看模型大小。\u003C\u002Fli>\u003Cli>先看風控，不要先看 token 漲跌。\u003C\u002Fli>\u003Cli>先看是否可回收權限，再看是否能自動化。\u003C\u002Fli>\u003Cli>先看出錯成本，再看收益率。\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>這波熱潮背後的產業脈絡\u003C\u002Fh2>\u003Cp>其實這不是單一產品的故事。它是三條線一起碰上來。第一條是 LLM 變強。第二條是錢包和 smart contract 更成熟。第三條是 DeFi 和機器付款開始接軌。\u003C\u002Fp>\u003Cp>以前軟體只會讀資料。現在軟體開始能付錢。這個差別很大。因為一旦軟體能付錢，它就不只是工具，而是交易主體。\u003C\u002Fp>\u003Cp>這也解釋了為什麼大家會重視權限系統。不是每個 AI 都該有錢包。也不是每個錢包都該能亂花。真正能活下來的產品，通常都很吝嗇地發權限。\u003C\u002Fp>\u003Cp>我覺得接下來一年，市場會從「能不能自動做」轉向「能不能安全做」。這個問題很土，但很真。產品能不能活，常常就差在這裡。\u003C\u002Fp>\u003Ch2>結論：先把自治做成可控\u003C\u002Fh2>\u003Cp>我的判斷很直接。接下來 12 到 18 個月，最有機會的不是炫技型 demo。是那些能把自治做得可控、可查、可回收的產品。\u003C\u002Fp>\u003Cp>如果一個 crypto AI agent 不能用一句話講清楚權限，那它大概還不適合碰用戶資金。你要的不是聰明。你要的是穩。\u003C\u002Fp>\u003Cp>如果你在做這類產品，先從小額、短權限、可撤銷開始。別一開始就想讓代理全自動跑大錢。那不是勇敢，那是送頭。\u003C\u002Fp>","2026 年的加密 AI 代理已能持幣、簽交易、付費買資料。本文拆解它為何適合上鏈、DeFi 怎麼用、錢包安全怎麼做，以及對開發者和投資人的實際影響。","coincub.com","https:\u002F\u002Fcoincub.com\u002Fblog\u002Fcrypto-ai-agents\u002F",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776254852217-yrb1.png",[13,14,15,16,17,18,19,20],"crypto AI agents","on-chain autonomy","DeFi","wallet security","intent-based execution","machine payments","EIP-7702","x402 protocol","zh",1,false,"2026-04-15T12:07:03.136811+00:00","2026-04-15T12:07:02.924+00:00","done","19ef62ce-e653-4d29-a25d-d11b71387f16","crypto-ai-agents-2026-on-chain-autonomy-zh","blockchain","b4398a81-2b25-4d56-80e8-4dfa392e3889","published","2026-04-16T09:00:09.112+00:00",[34,36,38,41,43,45,47,49],{"name":17,"slug":35},"intent-based-execution",{"name":20,"slug":37},"x402-protocol",{"name":39,"slug":40},"crypto ai agents","crypto-ai-agents",{"name":19,"slug":42},"eip-7702",{"name":14,"slug":44},"on-chain-autonomy",{"name":16,"slug":46},"wallet-security",{"name":18,"slug":48},"machine-payments",{"name":15,"slug":50},"defi",{"id":30,"slug":52,"title":53,"language":54},"crypto-ai-agents-2026-on-chain-autonomy-en","Crypto AI Agents in 2026: On-Chain Autonomy","en",[56,62,68,74,80,86],{"id":57,"slug":58,"title":59,"cover_image":60,"image_url":60,"created_at":61,"category":29},"8c37fa14-a081-4810-b5b8-2a2a184a7d1d","web3-communication-trust-infrastructure-2026-zh","Web3 溝通正在變成信任基礎設施","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778797251989-it0w.png","2026-05-14T22:20:32.600359+00:00",{"id":63,"slug":64,"title":65,"cover_image":66,"image_url":66,"created_at":67,"category":29},"9059e494-8f72-4c34-a888-2424c682da10","why-bases-x402-protocol-matters-more-than-100m-zh","為什麼 Base 的 x402 協議比 1 億美元里程碑更重要","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778719260627-a0va.png","2026-05-14T00:40:19.962138+00:00",{"id":69,"slug":70,"title":71,"cover_image":72,"image_url":72,"created_at":73,"category":29},"74969a5b-7ec5-4686-80ee-fa39a5cc43d4","gala-games-web3-gaming-2026-zh","Gala Games 在 Web3 遊戲找回存在感","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778689265110-p0y5.png","2026-05-13T16:20:41.782583+00:00",{"id":75,"slug":76,"title":77,"cover_image":78,"image_url":78,"created_at":79,"category":29},"d330d44a-4eff-4ba6-aa72-5ef246e31c64","why-lace-20-matters-more-than-cardanos-next-hard-fork-zh","為什麼 Lace 2.0 比 Cardano 下一次硬分叉更重要","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778681462051-f600.png","2026-05-13T14:10:25.488549+00:00",{"id":81,"slug":82,"title":83,"cover_image":84,"image_url":84,"created_at":85,"category":29},"0af0a4b2-b0a1-4a52-8fe9-1328bde87c8e","why-ethereum-treasury-buying-is-a-bad-bet-zh","為什麼 Ethereum Treasury Buying 正在變成一筆差勁的長…","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778386236909-ytls.png","2026-05-10T04:10:21.784208+00:00",{"id":87,"slug":88,"title":89,"cover_image":90,"image_url":90,"created_at":91,"category":29},"ab3ef302-99ee-40b3-b2d0-4b67a9049ec4","yakovenko-warns-ai-could-crack-pqc-wallets-zh","Yakovenko 警告：AI 可能破解 PQC 錢包","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778170266863-wnnh.png","2026-05-07T16:10:41.097774+00:00",[93,98,103,108,113,118,123,128,133,138],{"id":94,"slug":95,"title":96,"created_at":97},"e1b4b518-f86b-410c-8c82-8cfb787ff2ef","moonpay-open-wallet-standard-ai-payments-zh","MoonPay 推 OWS，瞄準 AI 付款","2026-03-28T03:08:33.379969+00:00",{"id":99,"slug":100,"title":101,"created_at":102},"e72bae29-ddbd-437b-aaa4-cd662605394b","next-gen-crypto-simulators-ai-web3-training-zh","新一代加密模擬器更聰明了","2026-04-01T09:36:33.917023+00:00",{"id":104,"slug":105,"title":106,"created_at":107},"b8e39b58-6b9d-4714-92d3-26df18a3e0f4","rtk-cuts-claude-code-token-spend-zh","RTK 讓 Claude Code 少燒 Token","2026-04-01T10:24:29.259497+00:00",{"id":109,"slug":110,"title":111,"created_at":112},"7ff10146-4ca0-4670-a02c-384dde04f610","trm-labs-ai-agents-crypto-investigations-zh","TRM Labs 將 AI agent 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