{"id":108664,"date":"2026-09-22T10:32:47","date_gmt":"2026-09-22T02:32:47","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/108664.html"},"modified":"2026-09-22T10:32:47","modified_gmt":"2026-09-22T02:32:47","slug":"jev-%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90%ef%bc%9a%e4%b8%8d%e5%86%99%e4%b8%80%e4%b8%aa%e5%ad%97%ef%bc%8c%e5%8d%b4%e8%ae%a9-agent-%e5%86%b3%e7%ad%96%e5%bf%ab-200-%e5%80%8d%e3%80%81%e4%be%bf%e5%ae%9c-400","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/108664.html","title":{"rendered":"Jev \u6df1\u5ea6\u89e3\u6790\uff1a\u4e0d\u5199\u4e00\u4e2a\u5b57\uff0c\u5374\u8ba9 Agent \u51b3\u7b56\u5feb 200 \u500d\u3001\u4fbf\u5b9c 400 \u500d"},"content":{"rendered":"<p>TypeSafe AI \u7684 System One \u6a21\u578b&#xff0c;\u6b63\u5728\u8865\u4e0a Agent \u6700\u8d35\u7684\u90a3\u4e00\u73af\u3002<\/p>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u505a AI Agent&#xff0c;\u5927\u6982\u7387\u9047\u5230\u8fc7\u8fd9\u79cd\u522b\u626d\u4e8b&#xff1a;\u4e00\u4e2a\u7b80\u5355\u5224\u65ad&#xff0c;\u6bd4\u5982\u201c\u8fd9\u5c01\u90ae\u4ef6\u8be5\u8f6c\u7ed9\u552e\u540e\u8fd8\u662f\u6280\u672f\u201d\u201c\u8fd9\u4e2a\u5de5\u5177\u8c03\u7528\u8981\u4e0d\u8981\u62e6\u4e00\u4e0b\u201d&#xff0c;\u4e5f\u8981\u5b8c\u6574\u8dd1\u4e00\u6b21 LLM\u3002\u8d35&#xff0c;\u6162&#xff0c;\u8f93\u51fa\u8fd8\u5f97\u89e3\u6790\u3002TypeSafe AI \u7684 Jev \u5c31\u662f\u51b2\u7740\u8fd9\u4e2a\u73af\u8282\u6765\u7684\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001Jev \u5230\u5e95\u662f\u4ec0\u4e48<\/h3>\n<p>\u5148\u8bf4\u7ed3\u8bba&#xff1a;Jev \u4e0d\u662f\u8bed\u8a00\u6a21\u578b\u3002\u5b83\u4e0d\u751f\u6210\u6587\u672c&#xff0c;\u4e0d\u804a\u5929&#xff0c;\u4e0d\u5199\u4ee3\u7801\u3002\u5b83\u505a\u7684\u4e8b\u53ea\u6709\u4e00\u4ef6&#xff1a;\u62ff\u4e00\u4e2a\u72b6\u6001&#xff0c;\u56de\u7b54\u4e00\u7ec4\u5e26\u7c7b\u578b\u7684\u95ee\u9898&#xff0c;\u7136\u540e\u8fd4\u56de\u6821\u51c6\u8fc7\u7684\u6982\u7387\u3002<\/p>\n<p>TypeSafe AI \u628a\u8fd9\u53eb System One \u6a21\u578b\u3002\u540d\u5b57\u6765\u81ea\u53cc\u8fc7\u7a0b\u8ba4\u77e5\u7406\u8bba&#xff1a;\u5feb\u3001\u81ea\u52a8\u3001\u6a21\u5f0f\u5339\u914d\u7684\u51b3\u7b56&#xff0c;\u800c\u4e0d\u662f\u6162\u901f\u3001\u5ba1\u614e\u7684\u63a8\u7406\u3002<\/p>\n<p>\u4f20\u7edf LLM \u7684\u6d41\u7a0b\u662f&#xff1a;\u4f60\u7ed9 prompt&#xff0c;\u5b83\u751f\u6210 response\u3002Jev \u7684\u6d41\u7a0b\u662f&#xff1a;\u4f60\u7ed9 state \u548c questions&#xff0c;\u5b83\u7ed9\u6982\u7387\u3002<\/p>\n<p>\u95ee\u9898\u6709\u4e09\u79cd\u7c7b\u578b&#xff1a;<\/p>\n<ul>\n<li>Choice&#xff1a;\u4ece\u4e00\u7ec4\u9009\u9879\u91cc\u9009\u3002\u8fd4\u56de\u6bcf\u4e2a\u9009\u9879\u7684\u6982\u7387&#xff0c;\u4ee5\u53ca\u6574\u4f53\u7f6e\u4fe1\u5ea6\u3002<\/li>\n<li>Score&#xff1a;\u6309\u6709\u5e8f\u7b49\u7ea7\u7ed9\u8f93\u5165\u6253\u5206&#xff0c;\u6bd4\u5982 low\u3001medium\u3001high\u3002\u8fd4\u56de\u8fde\u7eed\u5206\u6570\u3001\u5e95\u5c42\u5206\u5e03\u548c\u7f6e\u4fe1\u5ea6\u3002<\/li>\n<li>Noul&#xff1a;\u56de\u7b54\u662f\u6216\u5426\u3002\u8fd4\u56de\u67d0\u4e2a\u9648\u8ff0\u4e3a\u771f\u7684\u6982\u7387\u3002<\/li>\n<\/ul>\n<p>\u540c\u4e00\u4e2a\u72b6\u6001\u53ef\u4ee5\u4e00\u6b21\u95ee\u591a\u4e2a\u95ee\u9898\u3002Jev \u4f1a\u5e76\u884c\u8bc4\u4f30&#xff0c;\u52a0\u95ee\u9898\u51e0\u4e4e\u4e0d\u5f71\u54cd\u54cd\u5e94\u65f6\u95f4&#xff0c;\u6210\u672c\u4e5f\u53ea\u591a\u51fa\u95ee\u9898\u672c\u8eab\u7684 token&#xff0c;\u800c token \u5f88\u4fbf\u5b9c\u3002<\/p>\n<p>\u770b\u4e2a\u5ba2\u670d\u5de5\u5355\u7684\u4f8b\u5b50\u3002\u4f60\u628a\u8fd9\u6bb5\u8bdd\u53d1\u7ed9 Jev&#xff1a;<\/p>\n<p>Hi, I&#039;ve been trying to connect my Stripe account for 3 days and it keeps failing. I&#039;m losing sales. Please help ASAP.<\/p>\n<p>\u7136\u540e\u95ee\u4e00\u53e5&#xff1a;\u8fd9\u6761\u5de5\u5355\u7d27\u6025\u5417&#xff1f;<\/p>\n<p>Jev \u8fd4\u56de\u6982\u7387 0.999\u3002\u4f60\u7684\u5e94\u7528\u76f4\u63a5\u62ff\u8fd9\u4e2a\u6570\u5b57\u505a\u4f18\u5148\u7ea7&#xff0c;\u4e0d\u9700\u8981\u89e3\u6790&#xff0c;\u4e0d\u9700\u8981 schema \u6821\u9a8c\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u4e3a\u4ec0\u4e48\u73b0\u5728\u9700\u8981 Jev&#xff1a;Agent \u5c0f\u51b3\u7b56\u7684\u6210\u672c\u9ed1\u6d1e<\/h3>\n<p>\u4eca\u5929\u5927\u591a\u6570 Agent \u8dd1\u7684\u662f\u4e00\u4e2a\u7b80\u5355\u5faa\u73af&#xff1a;LLM \u51b3\u5b9a\u505a\u4ec0\u4e48&#xff0c;\u5de5\u5177\u6267\u884c&#xff0c;\u6a21\u578b\u770b\u7ed3\u679c&#xff0c;\u518d\u51b3\u5b9a\u4e0b\u4e00\u6b65&#xff0c;\u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u3002<\/p>\n<p>Tool calling \u548c\u7ed3\u6784\u5316\u8f93\u51fa\u8ba9\u8fd9\u4e2a\u5faa\u73af\u80fd\u8dd1\u8d77\u6765&#xff0c;\u4f46\u6ca1\u8ba9\u5b83\u53d8\u9ad8\u6548\u3002\u6bcf\u6b21\u51b3\u7b56&#xff0c;\u4e0d\u7ba1\u591a\u5c0f&#xff0c;\u90fd\u8981\u70e7\u4e00\u6b21\u5b8c\u6574\u6a21\u578b\u8c03\u7528\u3002<\/p>\n<p>\u75db\u70b9\u5f88\u6e05\u695a&#xff1a;<\/p>\n<ul>\n<li>\u8def\u7531\u4e00\u4e2a\u5de5\u5355&#xff0c;\u8981\u8c03 LLM\u3002<\/li>\n<li>\u5224\u65ad\u5de5\u5177\u8c03\u7528\u6709\u6ca1\u6709\u98ce\u9669&#xff0c;\u8981\u8c03 LLM\u3002<\/li>\n<li>\u7ed9\u8f93\u51fa\u6253\u4e2a\u5206&#xff0c;\u8981\u8c03 LLM\u3002<\/li>\n<li>\u6a21\u578b\u8fd4\u56de\u6587\u672c&#xff0c;\u4f60\u8fd8\u8981\u89e3\u6790\u3001\u6821\u9a8c\u3001\u5904\u7406\u683c\u5f0f\u9519\u8bef\u3002<\/li>\n<li>\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b&#xff0c;\u5ef6\u8fdf\u548c\u6210\u672c\u4e00\u8d77\u7206\u70b8\u3002<\/li>\n<\/ul>\n<p>TypeSafe AI \u7ed9\u51fa\u7684\u6570\u636e\u662f&#xff1a;\u5728\u5206\u7c7b\u4efb\u52a1\u4e0a&#xff0c;Jev \u6bd4\u540c\u7c7b LLM \u5feb\u6700\u591a 200 \u500d&#xff0c;\u6210\u672c\u4f4e\u6700\u591a 400 \u500d\u3002<\/p>\n<p>\u5185\u90e8\u5cf0\u503c\u6d4b\u8bd5\u66f4\u5177\u4f53&#xff1a;<\/p>\n<ul>\n<li>\u6bd4\u524d\u6cbf\u6a21\u578b\u5feb 193.6 \u500d\u3002<\/li>\n<li>\u6bd4\u524d\u6cbf\u6a21\u578b\u4fbf\u5b9c 444.6 \u500d\u3002<\/li>\n<li>\u6bcf\u6b21\u51b3\u7b56\u6210\u672c\u7ea6 $0.0004\u3002<\/li>\n<li>\u8f93\u5165\u4ef7\u683c $0.042 \/ \u767e\u4e07 token\u3002<\/li>\n<li>\u8f93\u51fa token \u514d\u8d39&#xff0c;\u56e0\u4e3a Jev \u4e0d\u751f\u6210\u8f93\u51fa token\u3002<\/li>\n<li>\u5ef6\u8fdf\u7a97\u53e3 70 \u5230 500 \u6beb\u79d2\u3002<\/li>\n<\/ul>\n<p>\u4f5c\u4e3a\u5bf9\u6bd4&#xff0c;gpt-4o-mini \u7684\u8f93\u5165 token \u4ef7\u683c\u5927\u7ea6\u662f gpt-4o \u7684 1\/30\u3002Jev \u628a\u8fd9\u4e2a\u6bd4\u4f8b\u53c8\u62c9\u5230\u4e86\u53e6\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n<p>\u6709\u5f00\u53d1\u8005\u62ff Jev \u548c Gemini \u505a\u4e1a\u52a1\u90ae\u4ef6\u5206\u7c7b&#xff0c;\u53cd\u9988\u662f&#xff1a;\u66f4\u4fbf\u5b9c&#xff0c;\u800c\u4e14\u6bd4\u7528\u804a\u5929\u6a21\u578b\u505a\u540c\u6837\u7684\u4e8b\u66f4\u7a33\u3002<\/p>\n<p>70 \u5230 500 \u6beb\u79d2\u8fd9\u4e2a\u5ef6\u8fdf&#xff0c;\u5df2\u7ecf\u8db3\u591f\u585e\u8fdb\u540c\u6b65 Agent \u5faa\u73af&#xff0c;\u4e0d\u4f1a\u53d8\u6210\u74f6\u9888\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001Jev \u5728 Agent \u6808\u91cc\u7684\u4f4d\u7f6e<\/h3>\n<p>Jev \u4e0d\u662f\u66ff\u4ee3\u4f60\u7684\u4e3b LLM\u3002\u5b83\u662f\u8865\u5145\u3002<\/p>\n<p>TypeSafe AI \u548c\u96c6\u6210\u65b9\u63a8\u7684\u6a21\u5f0f\u5f88\u76f4\u63a5&#xff1a;LLM \u8d1f\u8d23\u5f00\u653e\u5f0f\u63a8\u7406\u548c\u751f\u6210&#xff0c;Jev \u8d1f\u8d23\u6cbf\u9014\u7684\u5feb\u901f\u7ed3\u6784\u5316\u51b3\u7b56\u3002<\/p>\n<p>LangChain \u7684\u96c6\u6210\u66b4\u9732\u4e86\u4e00\u4e2a TypeSafeClassifier\u3002\u4f60\u628a state \u548c questions \u4f20\u7ed9 .invoke()&#xff0c;\u62ff\u56de\u6765\u7684\u662f\u5206\u7c7b\u7ed3\u679c&#xff0c;\u4e0d\u662f\u804a\u5929\u56de\u590d\u3002state \u53ef\u4ee5\u662f\u6587\u672c\u3001\u7ed3\u6784\u5316\u6570\u636e&#xff0c;\u6216\u8005 LangChain messages\u3002\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u5728\u8282\u70b9\u6216 middleware hook \u91cc&#xff0c;\u7528 Agent \u5df2\u6709\u7684\u4e0a\u4e0b\u6587\u76f4\u63a5\u8c03\u7528 Jev\u3002<\/p>\n<p>SitePoint \u53d1\u8fc7\u4e00\u7bc7\u5f88\u7ec6\u7684\u6559\u7a0b&#xff0c;\u8bb2\u600e\u4e48\u7528 Jev \u548c LangChain \u642d\u4e00\u4e2a\u201cAI agent harness\u201d\u3002\u6559\u7a0b\u91cc\u660e\u786e\u628a Jev \u653e\u8fdb\u4e24\u4e2a\u51b3\u7b56\u70b9&#xff1a;<\/p>\n<ul>\n<li>Request Router&#xff1a;\u5224\u65ad\u8bf7\u6c42\u590d\u6742\u5ea6&#xff0c;\u9009\u62e9\u6a21\u578b\u6863\u4f4d\u3002\u7b80\u5355 FAQ \u67e5\u4e00\u4e0b&#xff0c;\u8d70\u4fbf\u5b9c\u6a21\u578b&#xff1b;\u590d\u6742\u591a\u6b65\u64cd\u4f5c&#xff0c;\u8d70\u66f4\u5f3a\u6a21\u578b\u3002<\/li>\n<li>Tool Gate&#xff1a;\u5de5\u5177\u8c03\u7528\u6267\u884c\u524d&#xff0c;\u5148\u8fc7\u98ce\u9669\u7b56\u7565\u3002delete_user_account \u8fd9\u79cd\u8c03\u7528\u8981\u4eba\u5de5\u5ba1\u6279&#xff0c;search_faq \u8fd9\u79cd\u76f4\u63a5\u653e\u884c\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e24\u4e2a\u51b3\u7b56\u70b9\u90fd\u662f Pydantic \u7c7b\u578b\u7684\u8282\u70b9&#xff0c;\u8f93\u51fa\u7ed3\u6784\u5316\u3001\u5e26\u7c7b\u578b\u3001\u53ef\u5ba1\u8ba1\u3002Harness \u6ca1\u6709\u5265\u593a Agent \u7684\u81ea\u4e3b\u6027&#xff0c;\u53ea\u662f\u628a\u4ee5\u524d\u9690\u5f0f\u85cf\u5728 prompt \u91cc\u7684\u51b3\u7b56&#xff0c;\u53d8\u6210\u4e86\u663e\u5f0f\u68c0\u67e5\u70b9\u3002<\/p>\n<p>Vercel \u7684\u96c6\u6210\u540c\u6837\u76f4\u63a5\u3002Jev \u4ee5 typesafe-ai\/jev \u6302\u5728 Vercel AI Gateway \u4e0a&#xff0c;\u53ef\u4ee5\u50cf\u5176\u4ed6 gateway model \u4e00\u6837\u8c03\u7528\u3002AI SDK 7 \u901a\u8fc7\u4e00\u4e2a\u4e13\u95e8\u7684 experimental_evaluate \u51fd\u6570\u66b4\u9732 Jev&#xff0c;\u6545\u610f\u548c SDK \u7684\u6587\u672c\u751f\u6210\u51fd\u6570\u5206\u5f00\u3002\u4fe1\u53f7\u5f88\u6e05\u695a&#xff1a;\u5e26\u7c7b\u578b\u7684\u51b3\u7b56&#xff0c;\u548c\u81ea\u7531\u6587\u672c\u751f\u6210&#xff0c;\u5728\u7ed3\u6784\u4e0a\u4e0d\u662f\u4e00\u56de\u4e8b&#xff0c;\u4e0d\u662f\u201c\u6587\u672c\u751f\u6210\u52a0\u4e2a\u683c\u5f0f\u7ea6\u675f\u201d\u90a3\u4e48\u7b80\u5355\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001\u8bc4\u4f30\u573a\u666f&#xff1a;Jev as a Judge<\/h3>\n<p>\u5f00\u53d1\u8005\u793e\u533a\u91cc\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u7528\u6cd5&#xff0c;\u662f\u62ff Jev \u5f53 Agent \u8bc4\u4f30\u5668\u3002<\/p>\n<p>LangChain \u505a\u8fc7\u4e00\u4e2a\u201cJev-as-a-Judge\u201d\u5b9e\u9a8c&#xff0c;\u6d4b\u8bd5\u5b83\u7ed9 Agent \u8f93\u51fa\u6253\u5206\u7684\u8868\u73b0\u3002\u5173\u952e\u7ed3\u8bba\u662f&#xff1a;Jev \u76f4\u63a5\u8fd4\u56de\u5e26\u7c7b\u578b\u7684\u7b54\u6848&#xff0c;\u800c\u4e0d\u662f\u751f\u6210\u4e00\u6bb5\u6587\u672c\u3002\u8fd9\u5c31\u7701\u6389\u4e86 LLM-as-judge \u91cc\u6700\u70e6\u4eba\u7684\u89e3\u6790\u548c schema \u6821\u9a8c\u3002<\/p>\n<p>\u8fd9\u4ef6\u4e8b\u4e3a\u4ec0\u4e48\u91cd\u8981&#xff1f;\u56e0\u4e3a Agent \u8bc4\u4f30\u5e02\u573a\u73b0\u5728\u5f88\u4e71\u3002<\/p>\n<p>VentureBeat \u8c03\u67e5\u4e86 157 \u5bb6\u4f01\u4e1a&#xff0c;\u4e00\u534a\u4f01\u4e1a\u9047\u5230\u8fc7\u8fd9\u79cd\u60c5\u51b5&#xff1a;Agent \u901a\u8fc7\u4e86\u5185\u90e8\u8bc4\u4f30&#xff0c;\u7136\u540e\u5728\u5ba2\u6237\u9762\u524d\u7ffb\u8f66\u3002\u4eca\u5929\u53ea\u6709 5% \u7684\u4f01\u4e1a\u5b8c\u5168\u4fe1\u4efb\u81ea\u52a8\u8bc4\u4f30\u3002\u6700\u5e38\u88ab\u63d0\u5230\u7684\u9650\u5236\u662f&#xff1a;\u8bc4\u4f30\u7ed3\u679c\u548c\u771f\u5b9e\u4e16\u754c\u7ed3\u679c\u5bf9\u4e0d\u9f50\u3002\u4e09\u5206\u4e4b\u4e8c\u7684\u7ec4\u7ec7\u6b63\u5728\u8f6c\u5411\u53ea\u9760\u81ea\u52a8\u8bc4\u4f30\u6765\u628a\u5173\u751f\u4ea7\u53d1\u5e03\u3002<\/p>\n<p>Jev \u89e3\u51b3\u4e0d\u4e86\u5bf9\u9f50\u95ee\u9898\u3002\u4f46\u5b83\u80fd\u89e3\u51b3\u4e00\u4e2a\u7ed3\u6784\u6027\u95ee\u9898&#xff1a;\u5f53\u8bc4\u4f30\u5668\u8fd4\u56de\u7684\u662f\u6982\u7387&#xff0c;\u800c\u4e0d\u662f\u4e00\u6bb5\u8bdd&#xff0c;\u4f60\u5c31\u53ef\u4ee5\u7a0b\u5e8f\u5316\u5730\u8bbe\u9608\u503c\u3001\u6309\u7f6e\u4fe1\u5ea6\u8def\u7531\u3002\u4e0d\u9700\u8981\u518d\u627e\u4e2a\u6a21\u578b\u53bb\u89e3\u91ca\u7b2c\u4e00\u4e2a\u6a21\u578b\u7684\u8f93\u51fa\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u76ee\u6807\u7528\u6237\u4e0e\u76ee\u6807\u5e02\u573a<\/h3>\n<p>Jev \u7684\u4e3b\u529b\u7528\u6237\u662f Agent \u5f00\u53d1\u8005\u548c\u5e73\u53f0\u5de5\u7a0b\u5e08&#xff0c;\u5c24\u5176\u662f\u90a3\u4e9b\u5728\u8dd1\u751f\u4ea7 AI \u7cfb\u7edf\u7684\u4eba\u3002<\/p>\n<p>\u8c01\u6700\u75db&#xff1f;\u9ad8\u5e76\u53d1 Agent \u5de5\u4f5c\u8d1f\u8f7d\u7684\u56e2\u961f&#xff1a;<\/p>\n<ul>\n<li>\u5ba2\u670d\u8def\u7531\u3002<\/li>\n<li>\u5185\u5bb9\u5ba1\u6838\u521d\u7b5b\u3002<\/li>\n<li>\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u3002<\/li>\n<li>\u7f16\u7801 harness&#xff0c;\u4e00\u4e2a\u4efb\u52a1\u91cc\u505a\u51e0\u5341\u4e2a\u5fae\u51b3\u7b56\u3002<\/li>\n<\/ul>\n<p>\u5e02\u573a\u6570\u636e\u4e5f\u4e0d\u5dee&#xff1a;<\/p>\n<ul>\n<li>Agentic AI \u5f00\u53d1\u8005\u751f\u6001\u548c SDK \u5e02\u573a&#xff0c;2026 \u5e74\u7ea6 50 \u4ebf\u7f8e\u5143&#xff0c;\u9884\u8ba1 2034 \u5e74\u5230 562 \u4ebf\u7f8e\u5143&#xff0c;CAGR 35.3%\u3002<\/li>\n<li>AI \u8bc4\u4f30\u548c\u53ef\u89c2\u6d4b\u5e73\u53f0\u5e02\u573a&#xff0c;2025 \u5e74\u7ea6 12 \u4ebf\u7f8e\u5143&#xff0c;\u9884\u8ba1 2032 \u5e74\u5230 26 \u4ebf\u7f8e\u5143&#xff0c;CAGR 11.5%\u3002<\/li>\n<\/ul>\n<p>TypeSafe AI \u6ca1\u6709\u548c OpenAI\u3001Anthropic \u6b63\u9762\u6253\u3002\u5b83\u5728\u505a\u4e00\u4e2a\u65c1\u8fb9\u7684\u539f\u8bed\u3002<\/p>\n<p>\u521b\u59cb\u4eba Diogo Almeida \u662f OpenAI RLHF \u7814\u7a76\u7684\u5173\u952e\u8d21\u732e\u8005&#xff0c;\u4e5f\u662f ChatGPT \u80cc\u540e\u4e00\u4e9b\u65b9\u6cd5\u7684\u5171\u540c\u53d1\u660e\u4eba\u4e4b\u4e00\u3002 stealth \u4e24\u5e74\u540e&#xff0c;\u4ed6\u7684\u5224\u65ad\u662f&#xff1a;\u804a\u5929\u6a21\u578b\u6f0f\u6389\u4e86\u8f6f\u4ef6\u505a\u51b3\u7b56\u7684\u4e00\u4e9b\u6839\u672c\u4e1c\u897f\u3002Jev \u5c31\u662f\u7b54\u6848&#xff1a;\u51b3\u7b56&#xff0c;\u4e0d\u662f\u5b57\u7b26\u4e32\u3002<\/p>\n<p>\u62a4\u57ce\u6cb3\u4e0d\u53ea\u662f\u6a21\u578b\u67b6\u6784&#xff0c;\u800c\u662f\u8bad\u7ec3\u65b9\u6cd5\u3002TypeSafe AI \u641e\u4e86\u4e00\u4e2a\u53eb RLCD \u7684\u6280\u672f&#xff0c;Reinforcement Learning for Calibrated Decisions\u3002\u5b83\u8bad\u7ec3\u6a21\u578b\u8f93\u51fa\u6821\u51c6\u826f\u597d\u7684\u6982\u7387&#xff0c;\u800c\u4e0d\u53ea\u662f\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p>\u4e00\u4e2a\u6a21\u578b\u8bf4\u201c99.9% \u7d27\u6025\u201d&#xff0c;\u5982\u679c\u6d88\u606f\u771f\u7684\u7d27\u6025&#xff0c;\u90a3\u6709\u7528\u3002\u5982\u679c\u6d88\u606f\u5176\u5b9e\u5f88\u5e38\u89c4&#xff0c;\u5b83\u8fd8\u8bf4\u201c99.9% \u7d27\u6025\u201d&#xff0c;\u90a3\u5c31\u6ca1\u7528\u3002\u6821\u51c6\u624d\u662f\u96be\u7684\u90e8\u5206&#xff0c;\u4e5f\u662f\u8fd9\u5bb6\u516c\u53f8\u7814\u7a76\u91cd\u70b9\u6240\u5728\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001Jev \u4e0d\u505a\u4ec0\u4e48<\/h3>\n<p>Jev \u4e0d\u4f1a\u4f20\u7edf\u610f\u4e49\u4e0a\u7684\u5e7b\u89c9&#xff0c;\u56e0\u4e3a\u8f93\u51fa\u503c\u662f\u4f60\u9884\u5b9a\u4e49\u7684\u3002\u5b83\u4e0d\u80fd\u53d1\u660e\u4f60 schema \u91cc\u4e0d\u5b58\u5728\u7684\u7c7b\u522b\u3002<\/p>\n<p>\u8fd9\u5bf9\u5206\u7c7b\u548c\u8def\u7531\u662f\u597d\u4e8b\u3002\u5bf9\u5f00\u653e\u5f0f\u751f\u6210\u3001\u521b\u610f\u4efb\u52a1\u3001\u9700\u8981\u5408\u6210\u65b0\u6587\u672c\u7684\u573a\u666f&#xff0c;\u5c31\u662f\u9650\u5236\u3002<\/p>\n<p>\u5b83\u4e5f\u4e0d\u66ff\u4ee3 Agent \u91cc\u7684\u4e3b LLM\u3002Agent \u4ecd\u7136\u9700\u8981\u4e00\u4e2a\u80fd\u63a8\u7406\u3001\u80fd\u751f\u6210\u4ee3\u7801\u3001\u80fd\u5199\u56de\u590d\u3001\u80fd\u5904\u7406\u6a21\u7cca\u6027\u7684\u6a21\u578b\u3002Jev \u5904\u7406\u7684\u662f\u90a3\u4e9b\u9510\u5229\u8fb9\u7f18&#xff1a;\u4e8c\u5143\u51b3\u7b56\u3001\u8def\u7531\u9009\u62e9\u3001\u98ce\u9669\u95e8\u63a7\u3001\u7f6e\u4fe1\u5ea6\u8bc4\u5206\u3002<\/p>\n<p>\u5b9a\u4ef7\u4e5f\u53cd\u6620\u4e86\u8fd9\u4e2a\u5b9a\u4f4d\u3002$0.042 \/ \u767e\u4e07\u8f93\u5165 token&#xff0c;\u8f93\u51fa\u514d\u8d39\u3002\u5b83\u5c31\u662f\u4e3a\u9ad8\u9891\u8c03\u7528\u8bbe\u8ba1\u7684\u3002\u5b83\u5e94\u8be5\u88ab\u9891\u7e41\u8c03\u7528\u3001\u5e76\u884c\u8c03\u7528&#xff0c;\u53bb\u5904\u7406\u90a3\u4e9b\u672c\u6765\u4f1a\u5403\u6389\u524d\u6cbf\u6a21\u578b\u5bb9\u91cf\u7684\u5c0f\u51b3\u7b56\u3002<\/p>\n<hr \/>\n<h3>\u4e03\u3001\u5b9e\u9645\u6848\u4f8b<\/h3>\n<h4>\u6848\u4f8b\u4e00&#xff1a;\u5ba2\u670d\u5de5\u5355\u8def\u7531<\/h4>\n<p>\u4e00\u6761\u7528\u6237\u6d88\u606f\u8fdb\u6765&#xff0c;Jev \u5224\u65ad\u7d27\u6025\u6982\u7387 0.999\u3002\u5e94\u7528\u76f4\u63a5\u628a\u5b83\u6392\u5230\u9ad8\u4f18\u5148\u7ea7\u961f\u5217\u3002\u4e0d\u9700\u8981\u989d\u5916\u7684 LLM \u8c03\u7528&#xff0c;\u4e0d\u9700\u8981\u89e3\u6790\u81ea\u7136\u8bed\u8a00\u8f93\u51fa\u3002<\/p>\n<h4>\u6848\u4f8b\u4e8c&#xff1a;\u5de5\u5177\u95e8\u63a7<\/h4>\n<p>Agent \u51c6\u5907\u8c03\u7528 delete_user_account\u3002Jev \u6839\u636e\u98ce\u9669\u7b56\u7565\u5224\u65ad&#xff0c;\u8fd9\u4e2a\u8c03\u7528\u9700\u8981\u5ba1\u6279\u3002\u5982\u679c\u6362\u6210 search_faq&#xff0c;Jev \u5224\u65ad\u4f4e\u98ce\u9669&#xff0c;\u76f4\u63a5\u653e\u884c\u3002<\/p>\n<h4>\u6848\u4f8b\u4e09&#xff1a;\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/h4>\n<p>Browser Use \u505a\u4e86\u4e00\u4e2a Jev \u9a71\u52a8\u7684 Agent&#xff0c;\u53eb jev-ultrafast\u3002\u5faa\u73af\u662f\u8fd9\u6837\u7684&#xff1a;<\/p>\n<ul>\n<li>\u6d4f\u89c8\u5668\u8bfb\u53d6\u9875\u9762\u3002<\/li>\n<li>LLM \u7406\u89e3\u9875\u9762&#xff0c;\u751f\u6210\u5019\u9009\u52a8\u4f5c\u3002<\/li>\n<li>Jev \u9009\u62e9\u52a8\u4f5c\u3002<\/li>\n<li>\u6d4f\u89c8\u5668\u6267\u884c\u3002<\/li>\n<\/ul>\n<p>LLM \u8d1f\u8d23\u9875\u9762\u7406\u89e3\u548c\u52a8\u4f5c\u751f\u6210\u3002Jev \u8d1f\u8d23\u9009\u62e9&#xff1a;\u54ea\u4e2a\u5019\u9009\u52a8\u4f5c\u6700\u53ef\u80fd\u63a8\u8fdb\u4efb\u52a1&#xff1f;\u8fd9\u4e2a\u51b3\u7b56\u5feb\u3001\u4fbf\u5b9c\u3001\u5e26\u7c7b\u578b\u3002\u6982\u7387\u8fd8\u7ed9 Agent \u4e00\u4e2a\u7f6e\u4fe1\u4fe1\u53f7&#xff0c;\u51b3\u5b9a\u662f\u7ee7\u7eed&#xff0c;\u8fd8\u662f\u56de\u9000\u5230\u66f4\u8d35\u7684\u6a21\u578b\u3002<\/p>\n<h4>\u6848\u4f8b\u56db&#xff1a;\u5e7f\u544a\u5206\u6790<\/h4>\n<p>\u793e\u533a\u91cc\u6709\u4e2a\u5f00\u53d1\u8005\u7528 Jev \u5728 40 \u79d2\u5185\u5206\u6790\u4e86 724 \u6761\u5b9e\u65f6\u5e7f\u544a\u3002\u4efb\u52a1\u662f\u5206\u7c7b\u548c\u8bc4\u5206&#xff0c;\u4e0d\u662f\u751f\u6210\u3002\u540c\u6837\u7684\u8f93\u51fa&#xff0c;LLM \u4f1a\u66f4\u6162\u3001\u66f4\u8d35\u3002<\/p>\n<hr \/>\n<h3>\u516b\u3001\u771f\u6b63\u7684\u770b\u70b9<\/h3>\n<p>Jev \u5728\u5f00\u53d1\u8005\u5708\u5b50\u7684\u70ed\u5ea6\u662f\u771f\u7684\u3002\u5b83\u4e0a\u8fc7 Hacker News \u70ed\u699c&#xff0c;\u51e0\u5929\u5185 GitHub 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