{"id":110290,"date":"2026-09-26T13:17:39","date_gmt":"2026-09-26T05:17:39","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/110290.html"},"modified":"2026-09-26T13:17:39","modified_gmt":"2026-09-26T05:17:39","slug":"llm-%e5%92%8c-jev-%e5%88%b0%e5%ba%95%e6%9c%89%e4%bb%80%e4%b9%88%e5%8c%ba%e5%88%ab%ef%bc%9f%e4%b8%ba%e4%bb%80%e4%b9%88%e8%bf%99%e4%b8%aa%e4%b8%8d%e8%af%b4%e8%af%9d%e7%9a%84ai%e7%aa%81","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/110290.html","title":{"rendered":"LLM \u548c Jev \u5230\u5e95\u6709\u4ec0\u4e48\u533a\u522b\uff1f\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u201c\u4e0d\u8bf4\u8bdd\u7684AI\u201c\u7a81\u7136\u7206\u706b\uff1f"},"content":{"rendered":"<h2>LLM \u548c Jev \u5230\u5e95\u6709\u4ec0\u4e48\u533a\u522b&#xff1f;\u4e3a\u4ec0\u4e48\u8fd9\u4e2a&#034;\u4e0d\u8bf4\u8bdd\u7684AI&#034;\u7a81\u7136\u7206\u706b&#xff1f;<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260926051733-6ab7556df0415.jpg\" alt=\"LLM\u548cJev\u7684\u533a\u522b-\u5c01\u9762\" \/><\/p>\n<p>2026\u5e749\u6708&#xff0c;\u4e00\u4e2a&#034;\u4e0d\u4f1a\u5199\u53e5\u5b50&#034;\u7684AI\u7a81\u7136\u5237\u5c4f\u5f00\u53d1\u8005\u793e\u533a\u3002\u5b83\u4e0d\u804a\u5929\u3001\u4e0d\u5199\u4ee3\u7801\u3001\u4e0d\u5199\u8bd7&#xff0c;\u53ea\u5e72\u4e00\u4ef6\u4e8b&#xff1a;\u7ed9\u4f60\u4e00\u4e2a\u5224\u65ad\u3002TypeSafe AI \u7ed9\u5b83\u8d77\u540d\u53eb Jev&#xff0c;\u5b9a\u4f4d\u662f&#034;System One Model&#034;\u3002\u672c\u6587\u4ece\u539f\u7406\u3001\u6f14\u8fdb\u3001\u4f01\u4e1a\u4ee3\u7801\u3001\u7ade\u54c1\u5bf9\u6bd4\u5230\u9762\u8bd5\u9898&#xff0c;\u4e00\u6b21\u6027\u628a LLM \u548c Jev \u8bb2\u900f\u3002<\/p>\n<hr \/>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>LLM \u548c Jev \u5230\u5e95\u6709\u4ec0\u4e48\u533a\u522b&#xff1f;\u4e3a\u4ec0\u4e48\u8fd9\u4e2a&#034;\u4e0d\u8bf4\u8bdd\u7684AI&#034;\u7a81\u7136\u7206\u706b&#xff1f;<\/li>\n<li>\n<ul>\n<li>\u4e00\u3001\u75db\u70b9\u573a\u666f&#xff1a;\u4f60\u662f\u4e0d\u662f\u4e5f\u5728\u4e3a\u8fd9\u4e9b\u4e8b\u5934\u75bc&#xff1f;<\/li>\n<li>\n<ul>\n<li>\u75db\u70b91&#xff1a;\u5ba2\u670d\u7cfb\u7edf\u7528 GPT \u505a\u5206\u7c7b&#xff0c;\u6bcf\u6708\u8d26\u5355\u5341\u51e0\u4e07<\/li>\n<li>\u75db\u70b92&#xff1a;Agent \u6bcf\u8d70\u4e00\u6b65\u90fd\u8981\u8c03\u4e00\u6b21\u5927\u6a21\u578b&#xff0c;\u6210\u672c\u7206\u70b8<\/li>\n<li>\u75db\u70b93&#xff1a;\u5185\u5bb9\u5ba1\u6838\u6279\u91cf\u5904\u7406&#xff0c;GPU \u6210\u672c\u625b\u4e0d\u4f4f<\/li>\n<li>\u75db\u70b94&#xff1a;\u9762\u8bd5\u88ab\u95ee&#034;Jev \u662f\u4ec0\u4e48&#034;&#xff0c;\u4e00\u53e5\u8bdd\u7b54\u4e0d\u4e0a\u6765<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u662f\u4ec0\u4e48&#xff1a;LLM \u548c Jev \u5230\u5e95\u662f\u4ec0\u4e48&#xff1f;<\/li>\n<li>\n<ul>\n<li>2.1 \u4e13\u4e1a\u5b9a\u4e49<\/li>\n<li>2.2 Jev \u7684\u4e09\u4e2a\u6838\u5fc3\u539f\u8bed<\/li>\n<li>2.3 \u5927\u767d\u8bdd\u89e3\u91ca<\/li>\n<li>2.4 \u751f\u6d3b\u6848\u4f8b<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u4e3a\u4ec0\u4e48\u7528&#xff1a;\u4e3a\u4ec0\u4e48\u9700\u8981 Jev&#xff1f;LLM \u4e0d\u591f\u5417&#xff1f;<\/li>\n<li>\n<ul>\n<li>3.1 LLM \u505a\u51b3\u7b56\u7684\u4e09\u4e2a&#034;\u539f\u7f6a&#034;<\/li>\n<li>3.2 \u90a3\u4e3a\u4ec0\u4e48\u4e0d\u76f4\u63a5\u7528 BERT \u5c0f\u5206\u7c7b\u5668&#xff1f;<\/li>\n<li>3.3 \u89e3\u51b3\u65b9\u6848&#xff1a;\u5feb\u6162\u5206\u5de5<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001\u600e\u4e48\u6f14\u8fdb\u8fc7\u6765\u7684&#xff1a;\u4ece Prompt \u5230 System One<\/li>\n<li>\n<ul>\n<li>4.1 2022\u5e74&#xff1a;\u4e07\u7269\u7686\u53ef Prompt<\/li>\n<li>4.2 2023\u5e74&#xff1a;Function Calling \u4e0e\u7ed3\u6784\u5316\u8f93\u51fa<\/li>\n<li>4.3 2024\u5e74&#xff1a;\u5c0f\u6a21\u578b\u8def\u7531\u67b6\u6784\u6d41\u884c<\/li>\n<li>4.4 2025\u5e74&#xff1a;Agent \u7206\u53d1&#xff0c;\u51b3\u7b56\u6210\u672c\u98d9\u5347<\/li>\n<li>4.5 2026\u5e749\u6708&#xff1a;Jev \u6a2a\u7a7a\u51fa\u4e16<\/li>\n<li>4.6 2026\u5e749\u6708\u4e2d\u4e0b\u65ec&#xff1a;\u5f00\u6e90\u590d\u73b0\u6d8c\u73b0<\/li>\n<li>4.7 \u6f14\u8fdb\u903b\u8f91\u4e00\u53e5\u8bdd<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u600e\u4e48\u7528&#xff1a;\u4f01\u4e1a\u9879\u76ee\u5b9e\u6218\u4ee3\u7801<\/li>\n<li>\n<ul>\n<li>5.1 \u73af\u5883\u51c6\u5907<\/li>\n<li>5.2 \u793a\u4f8b1&#xff1a;\u5ba2\u670d\u610f\u56fe\u5206\u7c7b&#xff08;Noul &#043; Choice&#xff09;<\/li>\n<li>5.3 \u793a\u4f8b2&#xff1a;\u5185\u5bb9\u5ba1\u6838\u6279\u91cf\u8bc4\u5206&#xff08;Score&#xff09;<\/li>\n<li>5.4 \u793a\u4f8b3&#xff1a;Jev &#043; LLM \u6df7\u5408\u8def\u7531&#xff08;\u4f01\u4e1a\u7ea7 Agent&#xff09;<\/li>\n<li>5.5 \u793a\u4f8b4&#xff1a;Cloudflare Workers \u4e0a\u7528 Jev&#xff08;\u4f4e\u4ee3\u7801&#xff09;<\/li>\n<li>5.6 \u4f01\u4e1a\u843d\u5730\u6700\u4f73\u5b9e\u8df5<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u7ade\u54c1\u5bf9\u6bd4&#xff1a;BERT \/ LLM \/ \u7ed3\u6784\u5316\u8f93\u51fa LLM \/ Jev<\/li>\n<li>\n<ul>\n<li>\u9009\u578b\u4e00\u53e5\u8bdd<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u5e38\u7528\u573a\u666f&#xff1a;Jev \u548c LLM \u5206\u522b\u7528\u5728\u54ea\u91cc&#xff1f;<\/li>\n<li>\n<ul>\n<li>7.1 Jev \u6700\u9002\u5408\u5e72\u7684\u6d3b<\/li>\n<li>7.2 LLM \u4ecd\u7136\u4e0d\u53ef\u66ff\u4ee3\u7684\u6d3b<\/li>\n<li>7.3 \u4ec0\u4e48\u65f6\u5019\u5fc5\u987b\u7528 Jev&#xff1f;<\/li>\n<\/ul>\n<\/li>\n<li>\u516b\u3001\u9762\u8bd5\u5b98\u9ad8\u9891\u9762\u8bd5\u9898&#xff1a;\u8fd9\u4e9b\u95ee\u9898\u5fc5\u987b\u80fd\u7b54<\/li>\n<li>\n<ul>\n<li>Q1&#xff1a;Jev \u5230\u5e95\u662f\u4e0d\u662f\u4e00\u4e2a LLM&#xff1f;<\/li>\n<li>Q2&#xff1a;Jev \u4e3a\u4ec0\u4e48\u6bd4 LLM \u5feb\u8fd9\u4e48\u591a&#xff1f;<\/li>\n<li>Q3&#xff1a;Jev \u548c Function Calling \/ \u7ed3\u6784\u5316\u8f93\u51fa\u6709\u4ec0\u4e48\u533a\u522b&#xff1f;<\/li>\n<li>Q4&#xff1a;\u4ec0\u4e48\u662f System 1 \/ System 2&#xff1f;\u4e3a\u4ec0\u4e48\u501f\u7528\u8fd9\u4e2a\u6982\u5ff5&#xff1f;<\/li>\n<li>Q5&#xff1a;Jev \u7684 Noul \u662f\u4ec0\u4e48&#xff1f;\u548c\u666e\u901a\u5206\u7c7b\u6709\u4ec0\u4e48\u533a\u522b&#xff1f;<\/li>\n<li>Q6&#xff1a;Jev \u4f1a\u53d6\u4ee3 LLM \u5417&#xff1f;<\/li>\n<li>Q7&#xff1a;\u4f60\u4eec\u9879\u76ee\u91cc\u600e\u4e48\u843d\u5730 Jev&#xff1f;\u8e29\u8fc7\u4ec0\u4e48\u5751&#xff1f;<\/li>\n<\/ul>\n<\/li>\n<li>\u4e5d\u3001\u603b\u7ed3&#xff1a;\u4e00\u5f20\u56fe\u8bb0\u4f4f LLM \u548c Jev<\/li>\n<li>\u8f6c\u8f7d\u58f0\u660e<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u4e00\u3001\u75db\u70b9\u573a\u666f&#xff1a;\u4f60\u662f\u4e0d\u662f\u4e5f\u5728\u4e3a\u8fd9\u4e9b\u4e8b\u5934\u75bc&#xff1f;<\/h3>\n<p>\u5148\u804a\u51e0\u4e2a\u4f01\u4e1a\u91cc\u771f\u5b9e\u53d1\u751f\u7684\u573a\u666f&#xff0c;\u770b\u770b\u4f60\u6709\u6ca1\u6709\u4e2d\u62db\u3002<\/p>\n<h4>\u75db\u70b91&#xff1a;\u5ba2\u670d\u7cfb\u7edf\u7528 GPT \u505a\u5206\u7c7b&#xff0c;\u6bcf\u6708\u8d26\u5355\u5341\u51e0\u4e07<\/h4>\n<p>\u67d0\u7535\u5546\u516c\u53f8\u5ba2\u670d\u7cfb\u7edf&#xff0c;\u6bcf\u6761\u7528\u6237\u6d88\u606f\u90fd\u6254\u7ed9 GPT-4 \u505a\u610f\u56fe\u5206\u7c7b\u300210\u4e07\u6761\/\u5929\u7684\u5de5\u5355&#xff0c;\u5206\u7c7b\u4e00\u6b21\u5e73\u5747\u6d88\u8017 800 token&#xff0c;\u6bcf\u6708 API \u8d39\u7528\u8d85\u8fc7 12 \u4e07\u3002\u66f4\u79bb\u8c31\u7684\u662f&#xff0c;\u5206\u7c7b\u4efb\u52a1\u660e\u660e\u53ea\u9700\u8981\u4e00\u4e2a&#034;\u662f\/\u5426&#034;\u6216\u8005&#034;\u9009A\u8fd8\u662fB&#034;&#xff0c;GPT \u5374\u8981\u8f93\u51fa\u4e00\u5927\u6bb5\u89e3\u91ca&#xff0c;\u8fd8\u65f6\u4e0d\u65f6\u683c\u5f0f\u8dd1\u504f&#xff0c;\u7a0b\u5e8f\u89e3\u6790\u5931\u8d25\u7387 5% \u4ee5\u4e0a\u3002<\/p>\n<h4>\u75db\u70b92&#xff1a;Agent \u6bcf\u8d70\u4e00\u6b65\u90fd\u8981\u8c03\u4e00\u6b21\u5927\u6a21\u578b&#xff0c;\u6210\u672c\u7206\u70b8<\/h4>\n<p>\u67d0\u521b\u4e1a\u516c\u53f8\u505a AI Agent&#xff0c;\u6bcf\u6267\u884c\u4e00\u6b65\u90fd\u8981\u95ee LLM&#xff1a;&#034;\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48&#xff1f;&#034;\u4e00\u4e2a\u7528\u6237\u4efb\u52a1\u5e73\u5747\u8981\u8c03 15 \u6b21 LLM\u3002Token \u8d39\u7528\u52a0\u8d77\u6765&#xff0c;\u5355\u6b21\u4efb\u52a1\u6210\u672c 3 \u5757\u94b1&#xff0c;\u6839\u672c\u4e0d\u6562\u89c4\u6a21\u5316\u3002\u56e2\u961f\u60f3\u628a\u7b80\u5355\u5224\u65ad\u4ea4\u7ed9\u5c0f\u6a21\u578b&#xff0c;\u4f46\u5c0f\u6a21\u578b\u7406\u89e3\u529b\u4e0d\u591f&#xff0c;\u7ecf\u5e38\u5224\u65ad\u9519\u3002<\/p>\n<h4>\u75db\u70b93&#xff1a;\u5185\u5bb9\u5ba1\u6838\u6279\u91cf\u5904\u7406&#xff0c;GPU \u6210\u672c\u625b\u4e0d\u4f4f<\/h4>\n<p>\u67d0\u5185\u5bb9\u5e73\u53f0\u8981\u5ba1\u6838\u6bcf\u5929 500 \u4e07\u6761 UGC\u3002\u7528\u5927\u6a21\u578b\u5ba1\u6838&#xff0c;\u5ef6\u8fdf 2 \u79d2&#xff0c;\u6210\u672c\u9ad8\u5230\u65e0\u6cd5\u63a5\u53d7&#xff1b;\u7528\u4f20\u7edf BERT \u5206\u7c7b\u5668&#xff0c;\u7406\u89e3\u4e0d\u4e86&#034;\u8fd9\u6761\u6295\u8bc9\u662f\u4e0d\u662f\u771f\u7684&#034;\u8fd9\u79cd\u9700\u8981\u8bed\u4e49\u63a8\u7406\u7684\u5224\u65ad\u3002\u4e24\u5934\u4e3a\u96be\u3002<\/p>\n<h4>\u75db\u70b94&#xff1a;\u9762\u8bd5\u88ab\u95ee&#034;Jev \u662f\u4ec0\u4e48&#034;&#xff0c;\u4e00\u53e5\u8bdd\u7b54\u4e0d\u4e0a\u6765<\/h4>\n<p>2026\u5e74\u4e0b\u534a\u5e74&#xff0c;\u8d8a\u6765\u8d8a\u591a AI \u516c\u53f8\u9762\u8bd5\u5f00\u59cb\u95ee&#xff1a;\u201c\u4f60\u4e86\u89e3 Jev \u5417&#xff1f;\u201d&#034;\u4f60\u4eec Agent \u91cc\u7684\u51b3\u7b56\u5c42\u7528\u4ec0\u4e48\u6a21\u578b&#xff1f;\u201c\u5982\u679c\u4f60\u8fd8\u53ea\u4f1a\u8bf4&#034;\u5c31\u662f\u4e2a\u5206\u7c7b\u6a21\u578b\u201d&#xff0c;\u90a3\u5c31\u843d\u540e\u4e86\u3002<\/p>\n<p>\u8fd9\u4e9b\u75db\u70b9\u80cc\u540e&#xff0c;\u5176\u5b9e\u662f\u540c\u4e00\u4e2a\u95ee\u9898&#xff1a;\u6211\u4eec\u4e00\u76f4\u5728\u7528&#034;\u4f1a\u8bf4\u8bdd\u7684\u6a21\u578b&#034;\u53bb\u5e72&#034;\u53ea\u9700\u8981\u505a\u5224\u65ad&#034;\u7684\u6d3b&#xff0c;\u5927\u6750\u5c0f\u7528&#xff0c;\u53c8\u8d35\u53c8\u6162\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u662f\u4ec0\u4e48&#xff1a;LLM \u548c Jev \u5230\u5e95\u662f\u4ec0\u4e48&#xff1f;<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260926051735-6ab7556f002ea.jpg\" alt=\"LLM\u4e0eJev\u67b6\u6784\u5bf9\u6bd4\" \/><\/p>\n<h4>2.1 \u4e13\u4e1a\u5b9a\u4e49<\/h4>\n<p>LLM&#xff08;Large Language Model&#xff0c;\u5927\u8bed\u8a00\u6a21\u578b&#xff09;&#xff1a;\u4ee5 Transformer Decoder \u4e3a\u67b6\u6784&#xff0c;\u901a\u8fc7\u81ea\u56de\u5f52\u65b9\u5f0f\u9010 token \u751f\u6210\u6587\u672c\u7684\u901a\u7528\u8bed\u8a00\u6a21\u578b&#xff0c;\u5982 GPT\u3001Claude\u3001DeepSeek\u3001Qwen\u3002\u5b83\u64c5\u957f\u7406\u89e3\u3001\u751f\u6210\u3001\u63a8\u7406\u3001\u5bf9\u8bdd&#xff0c;\u662f\u5f53\u524d AI \u5e94\u7528\u7684\u4e3b\u529b\u3002<\/p>\n<p>Jev&#xff1a;TypeSafe AI \u4e8e 2026 \u5e74 9 \u6708\u53d1\u5e03\u7684&#034;System One Model&#034;&#xff08;\u7cfb\u7edf\u4e00\u6a21\u578b&#xff09;\u3002\u5b83\u4e0d\u751f\u6210\u4efb\u4f55\u81ea\u7531\u6587\u672c&#xff0c;\u63a5\u6536\u4e00\u6bb5\u72b6\u6001&#xff08;state&#xff09;\u548c\u4e00\u7ec4\u7ed3\u6784\u5316\u95ee\u9898\u540e&#xff0c;\u76f4\u63a5\u8fd4\u56de\u5e26\u6982\u7387\u7684\u7c7b\u578b\u5316\u7b54\u6848\u3002\u5b98\u65b9\u53e3\u53f7\u662f \u201cDecisions, not strings\u201d\u2014\u2014\u8981\u51b3\u7b56&#xff0c;\u4e0d\u8981\u6587\u672c\u3002[\u201chttps:\/\/36kr.com\/p\/3988164509711361\u201d,\u201chttps:\/\/www.langchain.com\/blog\/building-a-harness-with-jev\u201d]<\/p>\n<h4>2.2 Jev \u7684\u4e09\u4e2a\u6838\u5fc3\u539f\u8bed<\/h4>\n<p>Jev \u53ea\u652f\u6301\u4e09\u79cd\u64cd\u4f5c&#xff0c;\u6ca1\u6709\u522b\u7684\u82b1\u6d3b&#xff1a;[\u201chttps:\/\/36kr.com\/p\/3991444838857731\u201d,\u201chttps:\/\/docs.typesafe.ai\/primitives\/noul\u201d]<\/p>\n<table>\n<tr>\u539f\u8bed\u5168\u79f0\u5e72\u4ec0\u4e48\u8fd4\u56de\u4ec0\u4e48<\/tr>\n<tbody>\n<tr>\n<td>Choice<\/td>\n<td>\u9009\u62e9<\/td>\n<td>\u4ece\u5019\u9009\u9879\u91cc\u9009\u4e00\u4e2a<\/td>\n<td>\u9009\u4e2d\u7684\u9009\u9879 &#043; \u6bcf\u4e2a\u9009\u9879\u7684\u6982\u7387\u5206\u5e03<\/td>\n<\/tr>\n<tr>\n<td>Score<\/td>\n<td>\u8bc4\u5206<\/td>\n<td>\u6309\u6807\u51c6\u6253\u5206<\/td>\n<td>\u5206\u6570 &#043; \u7f6e\u4fe1\u533a\u95f4<\/td>\n<\/tr>\n<tr>\n<td>Noul<\/td>\n<td>\u4e8c\u5143\u5224\u65ad<\/td>\n<td>\u662f\/\u5426\u7c7b\u95ee\u9898<\/td>\n<td>0 \u5230 1 \u4e4b\u95f4\u7684\u6982\u7387&#xff08;\u540d\u5b57\u6765\u6e90\u4e8e No&#043;Boolean&#xff0c;\u9690\u55bb\u4f2f\u52aa\u5229\u5206\u5e03&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>2.3 \u5927\u767d\u8bdd\u89e3\u91ca<\/h4>\n<p>\u6253\u4e2a\u6bd4\u65b9&#xff1a;<\/p>\n<ul>\n<li>LLM \u50cf\u4e00\u4e2a\u535a\u5b66\u7684\u6559\u6388\u3002\u4f60\u95ee\u4ed6\u4efb\u4f55\u95ee\u9898&#xff0c;\u4ed6\u90fd\u4f1a\u6ed4\u6ed4\u4e0d\u7edd\u5730\u5199\u4e00\u7bc7\u5c0f\u8bba\u6587\u3002\u4f18\u70b9\u662f\u4ec0\u4e48\u90fd\u80fd\u804a&#xff0c;\u7f3a\u70b9\u662f\u6162\u3001\u8d35&#xff0c;\u800c\u4e14\u6709\u65f6\u5019\u4f1a\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053&#xff08;\u5e7b\u89c9&#xff09;\u3002<\/li>\n<li>Jev \u50cf\u4e00\u4e2a\u53cd\u5e94\u6781\u5feb\u7684\u88c1\u5224\u3002\u4f60\u4e0d\u7528\u8ba9\u4ed6\u5199\u62a5\u544a&#xff0c;\u76f4\u63a5\u95ee&#xff1a;&#034;\u8fd9\u4e2a\u7403\u51fa\u754c\u4e86\u5417&#xff1f;&#034;\u4ed6\u4e00\u79d2\u949f\u4e3e\u624b&#xff1a;&#034;\u51fa\u754c&#xff0c;95%\u6982\u7387\u3002&#034;\u6ca1\u6709\u5e9f\u8bdd&#xff0c;\u53ea\u6709\u5224\u65ad\u3002<\/li>\n<\/ul>\n<h4>2.4 \u751f\u6d3b\u6848\u4f8b<\/h4>\n<p>\u518d\u6362\u4e2a\u66f4\u901a\u4fd7\u7684\u4f8b\u5b50&#xff1a;<\/p>\n<p>\u4f60\u53bb\u9910\u5385\u5403\u996d&#xff0c;\u670d\u52a1\u5458\u95ee\u4f60&#xff1a;\u201c\u8981\u8fa3\u5417&#xff1f;\u201d<\/p>\n<ul>\n<li>\u7528 LLM&#xff1a;\u5b83\u4f1a\u7ed9\u4f60\u5199\u4e00\u6bb5\u2014\u2014&#034;\u8003\u8651\u5230\u60a8\u4e0a\u6b21\u70b9\u4e86\u5fae\u8fa3&#xff0c;\u4eca\u5929\u5929\u6c14\u8f83\u70ed&#xff0c;\u5efa\u8bae\u60a8\u9009\u62e9\u5fae\u8fa3\u4ee5\u4fdd\u6301\u53e3\u611f\u5e73\u8861&#xff0c;\u7406\u7531\u6709\u4ee5\u4e0b\u4e09\u70b9\u2026\u2026\u201c\u8bf4\u4e86 300 \u5b57&#xff0c;\u4f60\u53ea\u60f3\u77e5\u9053&#034;\u8981&#034;\u8fd8\u662f&#034;\u4e0d\u8981\u201d\u3002<\/li>\n<li>\u7528 Jev&#xff1a;\u5b83\u76f4\u63a5\u56de&#xff1a;&#034;\u8981\u8fa3&#xff0c;\u6982\u7387 0.85\u3002&#034;\u4f60\u6839\u636e\u8fd9\u4e2a\u6982\u7387\u51b3\u5b9a\u8981\u4e0d\u8981\u63d0\u9192\u540e\u53a8\u3002<\/li>\n<\/ul>\n<p>LLM \u662f\u90a3\u4e2a\u5199\u70b9\u8bc4\u7684\u7f8e\u98df\u5bb6&#xff0c;Jev \u662f\u90a3\u4e2a\u4e00\u79d2\u949f\u5224\u65ad&#034;\u8fd9\u83dc\u80fd\u4e0d\u80fd\u5403&#034;\u7684\u8d28\u68c0\u5458\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u4e3a\u4ec0\u4e48\u7528&#xff1a;\u4e3a\u4ec0\u4e48\u9700\u8981 Jev&#xff1f;LLM \u4e0d\u591f\u5417&#xff1f;<\/h3>\n<h4>3.1 LLM \u505a\u51b3\u7b56\u7684\u4e09\u4e2a&#034;\u539f\u7f6a&#034;<\/h4>\n<p>\u7b2c\u4e00&#xff0c;\u4e32\u884c\u751f\u6210\u592a\u6162\u3002<\/p>\n<p>LLM \u662f\u81ea\u56de\u5f52\u6a21\u578b&#xff0c;\u5fc5\u987b\u4e00\u4e2a token \u4e00\u4e2a token \u5730\u751f\u6210\u3002\u4f60\u95ee\u4e00\u4e2a\u662f\/\u5426\u95ee\u9898&#xff0c;\u5b83\u4e5f\u8981\u5148\u60f3&#034;\u55ef\u2026\u2026\u201c\u3001\u7136\u540e&#034;\u8fd9\u4e2a\u95ee\u9898\u2026\u2026\u201d\u3001\u6700\u540e\u624d\u8bf4&#034;\u662f&#034;\u3002\u751f\u6210 50 \u4e2a token \u624d\u7ed9\u4f60\u7b54\u6848&#xff0c;\u5ef6\u8fdf\u548c\u6210\u672c\u90fd\u6d6a\u8d39\u5728\u8fd9\u4e9b\u5e9f\u8bdd\u4e0a\u3002<\/p>\n<p>Jev \u7528\u7684\u662f\u5e76\u884c\u91c7\u6837&#xff08;Parallel Sampler&#xff09;&#xff1a;\u628a\u591a\u4e2a\u95ee\u9898\u540c\u65f6\u4e22\u8fdb\u53bb&#xff0c;\u4e00\u6b21\u524d\u5411\u4f20\u64ad\u5168\u90e8\u51fa\u7ed3\u679c\u3002TypeSafe \u5b98\u65b9\u6570\u636e\u662f\u6bd4\u540c\u7c7b LLM \u5feb 20-200 \u500d\u3002[\u201chttps:\/\/www.woshipm.com\/ai\/6466421.html\u201d,\u201chttps:\/\/www.langchain.com\/blog\/building-a-harness-with-jev\u201d]<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u81ea\u7531\u8f93\u51fa\u5bb9\u6613\u7ffb\u8f66\u3002<\/p>\n<p>\u4f60\u8ba9 LLM \u8f93\u51fa JSON&#xff0c;\u5b83\u53ef\u80fd\u591a\u5199\u4e00\u53e5&#034;\u597d\u7684&#xff0c;\u8fd9\u662f\u7ed3\u679c&#034;&#xff1b;\u4f60\u8ba9\u5b83\u8f93\u51fa 1 \u5230 5 \u7684\u8bc4\u5206&#xff0c;\u5b83\u53ef\u80fd\u8f93\u51fa&#034;\u6211\u89c9\u5f97\u5927\u6982\u662f 3 \u5206\u5de6\u53f3&#034;\u3002\u7a0b\u5e8f\u6ca1\u6cd5\u7a33\u5b9a\u89e3\u6790\u3002\u5b9e\u6d4b\u4e2d&#xff0c;\u67d0\u4e9b\u6a21\u578b\u7684\u7ed3\u6784\u5316\u8f93\u51fa\u683c\u5f0f\u9519\u8bef\u7387\u9ad8\u8fbe 45.5%\u3002[\u201chttps:\/\/horadecodar.com.br\/jev-vs-llm\/\u201d]<\/p>\n<p>Jev \u7684\u8f93\u51fa\u7a7a\u95f4\u662f\u4f60\u5728\u8bf7\u6c42\u91cc\u5b9a\u4e49\u6b7b\u7684&#xff0c;\u8fd4\u56de\u7684\u5c31\u662f\u7c7b\u578b\u5316\u7ed3\u679c&#xff0c;\u7a0b\u5e8f\u76f4\u63a5\u7528&#xff0c;\u683c\u5f0f\u9519\u8bef\u7387\u4e3a 0\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u592a\u8d35\u3002<\/p>\n<p>\u4e00\u6b21\u5206\u7c7b\u4efb\u52a1&#xff0c;LLM \u8981\u6d88\u8017\u51e0\u767e token&#xff0c;\u6210\u672c\u7ea6 $0.03-$0.18&#xff1b;Jev \u8f93\u5165 token \u5b9a\u4ef7 $42\/\u5341\u4ebf&#xff0c;\u8f93\u51fa token \u6c38\u4e45\u514d\u8d39&#xff0c;\u5355\u6b21\u4efb\u52a1\u6210\u672c\u7ea6 $0.0004&#xff0c;\u5dee\u4e86\u4e24\u4e2a\u6570\u91cf\u7ea7\u3002[\u201chttps:\/\/horadecodar.com.br\/jev-vs-llm\/\u201d,\u201chttps:\/\/www.mindstudio.ai\/blog\/jev-pricing-cost-per-token\u201d]<\/p>\n<h4>3.2 \u90a3\u4e3a\u4ec0\u4e48\u4e0d\u76f4\u63a5\u7528 BERT \u5c0f\u5206\u7c7b\u5668&#xff1f;<\/h4>\n<p>\u6709\u4eba\u4f1a\u8bf4&#xff1a;\u201cBERT \u5206\u7c7b\u4e0d\u66f4\u5feb\u66f4\u4fbf\u5b9c\u5417&#xff1f;\u201d<\/p>\n<p>\u95ee\u9898\u5728\u4e8e&#xff1a;<\/p>\n<li>BERT \u9700\u8981\u9488\u5bf9\u6bcf\u4e2a\u4efb\u52a1\u5fae\u8c03\u3002\u5ba2\u670d\u610f\u56fe\u5206\u7c7b\u8981\u8bad\u4e00\u4e2a&#xff0c;\u5185\u5bb9\u5ba1\u6838\u53c8\u8981\u8bad\u4e00\u4e2a&#xff0c;\u7ef4\u62a4\u6210\u672c\u9ad8\u3002<\/li>\n<li>BERT \u7406\u89e3\u80fd\u529b\u6709\u9650\u3002\u5b83\u542c\u4e0d\u61c2&#034;\u8fd9\u4e2a\u6295\u8bc9\u91cc\u5ba2\u6237\u8bf4\u2019\u7b97\u4e86\u2019&#xff0c;\u5176\u5b9e\u662f\u771f\u7684\u5f88\u751f\u6c14&#034;\u8fd9\u79cd\u9700\u8981\u4e0a\u4e0b\u6587\u63a8\u7406\u7684\u8bdd\u3002<\/li>\n<li>BERT \u6ca1\u6709\u6982\u7387\u6821\u51c6\u3002\u5b83\u8f93\u51fa\u4e00\u4e2a\u5206\u6570&#xff0c;\u4f60\u4e0d\u77e5\u9053\u8fd9\u4e2a 0.8 \u662f\u771f\u7684\u6709 80% \u628a\u63e1&#xff0c;\u8fd8\u662f\u53ea\u662f\u8bad\u7ec3\u96c6\u504f\u7f6e\u3002<\/li>\n<p>Jev \u7528 RLCD&#xff08;Reinforcement Learning for Calibrated Decisions&#xff0c;\u6821\u51c6\u51b3\u7b56\u5f3a\u5316\u5b66\u4e60&#xff09;\u8bad\u7ec3&#xff0c;\u8f93\u51fa\u7684\u6982\u7387\u662f\u6821\u51c6\u8fc7\u7684\u2014\u2014\u5b83\u8bf4 90%&#xff0c;\u957f\u671f\u6765\u770b 90% \u7684\u65f6\u5019\u786e\u5b9e\u662f\u5bf9\u7684\u3002\u8fd9\u5bf9\u5de5\u7a0b\u7cfb\u7edf\u81f3\u5173\u91cd\u8981&#xff0c;\u56e0\u4e3a\u4f60\u9700\u8981\u6839\u636e\u6982\u7387\u8bbe\u9608\u503c&#xff1a;\u201c\u6982\u7387\u8d85\u8fc7 0.8 \u5c31\u81ea\u52a8\u5904\u7406&#xff0c;\u4f4e\u4e8e 0.5 \u5c31\u8f6c\u4eba\u5de5\u3002\u201d[\u201chttps:\/\/www.langchain.com\/blog\/building-a-harness-with-jev\u201d]<\/p>\n<h4>3.3 \u89e3\u51b3\u65b9\u6848&#xff1a;\u5feb\u6162\u5206\u5de5<\/h4>\n<p>Jev \u7684\u6838\u5fc3\u601d\u60f3\u6765\u81ea\u5361\u5c3c\u66fc\u300a\u601d\u8003&#xff0c;\u5feb\u4e0e\u6162\u300b&#xff1a;<\/p>\n<ul>\n<li>System 1&#xff08;\u7cfb\u7edf\u4e00&#xff09;&#xff1a;\u5feb\u901f\u3001\u76f4\u89c9\u3001\u81ea\u52a8\u5224\u65ad\u3002Jev \u5e72\u8fd9\u4e2a\u3002<\/li>\n<li>System 2&#xff08;\u7cfb\u7edf\u4e8c&#xff09;&#xff1a;\u7f13\u6162\u3001\u6df1\u601d\u719f\u8651\u3001\u590d\u6742\u63a8\u7406\u3002LLM \u5e72\u8fd9\u4e2a\u3002<\/li>\n<\/ul>\n<p>\u4e00\u4e2a\u5b8c\u6574\u7684 AI \u7cfb\u7edf\u5e94\u8be5\u662f&#xff1a;Jev \u5728\u524d\u9762\u505a\u9ad8\u9891\u3001\u539f\u5b50\u5316\u7684\u5224\u65ad&#xff08;\u8def\u7531\u3001\u5206\u7c7b\u3001\u8bc4\u5206\u3001\u98ce\u9669\u7b5b\u67e5&#xff09;&#xff0c;\u53ea\u6709\u5f53 Jev \u4e0d\u786e\u5b9a\u6216\u8005\u9047\u5230\u590d\u6742\u4efb\u52a1\u65f6&#xff0c;\u624d\u628a\u8bf7\u6c42\u4ea4\u7ed9 LLM\u3002\u8fd9\u6837 80% \u7684\u8bf7\u6c42\u7528\u4fbf\u5b9c\u5feb\u901f\u7684 Jev \u5904\u7406&#xff0c;20% \u590d\u6742\u8bf7\u6c42\u624d\u52a8\u7528 LLM&#xff0c;\u6574\u4f53\u6210\u672c\u964d\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002[\u201chttp:\/\/tech.cnr.cn\/techph\/20260920\/t20260920_527819594.shtml\u201d,\u201chttps:\/\/blog.nimendra.xyz\/blog\/jev-decision-layer-for-production-ai\/\u201d]<\/p>\n<hr \/>\n<h3>\u56db\u3001\u600e\u4e48\u6f14\u8fdb\u8fc7\u6765\u7684&#xff1a;\u4ece Prompt \u5230 System One<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260926051735-6ab7556f88da0.jpg\" alt=\"Jev\u53d1\u5c55\u65f6\u95f4\u7ebf\" \/><\/p>\n<h4>4.1 2022\u5e74&#xff1a;\u4e07\u7269\u7686\u53ef Prompt<\/h4>\n<p>ChatGPT \u521a\u51fa\u6765\u65f6&#xff0c;\u4ec0\u4e48\u4efb\u52a1\u90fd\u7528 prompt \u89e3\u51b3\u3002\u5206\u7c7b\u5c31\u662f&#xff1a;&#034;\u8bf7\u5224\u65ad\u8fd9\u6761\u8bc4\u8bba\u662f\u6b63\u9762\u8fd8\u662f\u8d1f\u9762&#xff0c;\u53ea\u56de\u7b54\u6b63\u9762\u6216\u8d1f\u9762\u3002&#034;\u80fd\u7528&#xff0c;\u4f46\u6162\u3001\u8d35\u3001\u683c\u5f0f\u4e0d\u7a33\u5b9a\u3002<\/p>\n<h4>4.2 2023\u5e74&#xff1a;Function Calling \u4e0e\u7ed3\u6784\u5316\u8f93\u51fa<\/h4>\n<p>OpenAI \u63a8\u51fa Function Calling&#xff0c;\u5404\u5bb6 LLM \u8ddf\u8fdb&#xff0c;\u6a21\u578b\u53ef\u4ee5\u6309 schema \u8f93\u51fa JSON\u3002\u8fd9\u89e3\u51b3\u4e86\u4e00\u90e8\u5206\u683c\u5f0f\u95ee\u9898&#xff0c;\u4f46\u672c\u8d28\u8fd8\u662f\u81ea\u56de\u5f52\u751f\u6210&#xff0c;\u901f\u5ea6\u548c\u6210\u672c\u6ca1\u6709\u8d28\u53d8\u3002\u4f60\u8fd8\u662f\u8981\u4e3a&#034;\u597d\u7684&#xff0c;\u7ed3\u679c\u662f\u2026\u2026&#034;\u8fd9\u4e9b\u5e9f\u8bdd\u4ed8\u8d39\u3002<\/p>\n<h4>4.3 2024\u5e74&#xff1a;\u5c0f\u6a21\u578b\u8def\u7531\u67b6\u6784\u6d41\u884c<\/h4>\n<p>\u5de5\u7a0b\u56e2\u961f\u5f00\u59cb\u5b9e\u8df5&#034;\u5927\u5c0f\u6a21\u578b\u8def\u7531&#034;&#xff1a;\u7b80\u5355\u95ee\u9898\u7528\u5c0f\u6a21\u578b&#xff08;\u5982 DistilBERT\u3001Phi-2&#xff09;&#xff0c;\u96be\u95ee\u9898\u624d\u4e0a GPT-4\u3002\u4f46\u5c0f\u6a21\u578b\u7406\u89e3\u529b\u4e0d\u591f&#xff0c;\u8def\u7531\u51c6\u786e\u7387\u4e0a\u4e0d\u53bb&#xff0c;\u800c\u4e14\u6bcf\u4e2a\u5206\u7c7b\u4efb\u52a1\u90fd\u8981\u5355\u72ec\u8bad\u7ec3\u548c\u90e8\u7f72&#xff0c;\u7ef4\u62a4\u6210\u4e86\u5669\u68a6\u3002<\/p>\n<h4>4.4 2025\u5e74&#xff1a;Agent \u7206\u53d1&#xff0c;\u51b3\u7b56\u6210\u672c\u98d9\u5347<\/h4>\n<p>Agent \u5e94\u7528\u4e95\u55b7\u3002\u4e00\u4e2a Agent \u4efb\u52a1\u8981\u6267\u884c\u5341\u51e0\u6b65&#xff0c;\u6bcf\u6b65\u90fd\u8981\u505a\u51b3\u7b56&#xff1a;\u201c\u8be5\u4e0d\u8be5\u8c03\u7528\u5de5\u5177&#xff1f;\u201d\u201c\u8fd9\u4e2a\u7ed3\u679c\u6ee1\u610f\u5417&#xff1f;\u201d&#034;\u7528\u6237\u662f\u4e0d\u662f\u4e0d\u6ee1\u610f&#xff1f;\u201c\u6bcf\u6b65\u90fd\u8c03 LLM&#xff0c;token \u8d39\u7528\u7206\u70b8&#xff0c;\u5ef6\u8fdf\u4e5f\u4e0d\u53ef\u63a5\u53d7\u3002\u884c\u4e1a\u5f00\u59cb\u547c\u5524\u4e13\u95e8\u7684&#034;\u51b3\u7b56\u5c42\u201d\u3002<\/p>\n<h4>4.5 2026\u5e749\u6708&#xff1a;Jev \u6a2a\u7a7a\u51fa\u4e16<\/h4>\n<p>\u524d OpenAI \u7814\u7a76\u5458 Diogo Almeida \u521b\u529e\u7684 TypeSafe AI \u53d1\u5e03 Jev&#xff0c;\u9996\u6b21\u628a&#034;\u53ea\u505a\u51b3\u7b56\u3001\u4e0d\u751f\u6210\u6587\u672c&#034;\u505a\u6210\u4e00\u4e2a\u72ec\u7acb\u6a21\u578b\u54c1\u7c7b\u3002\u5b83\u7528\u65b0\u67b6\u6784 &#043; \u5e76\u884c\u91c7\u6837 &#043; RLCD \u8bad\u7ec3&#xff0c;\u53d1\u5e03\u51e0\u5929\u5185 X \u4e0a\u539f\u5e16\u6d4f\u89c8\u91cf\u7834 3700 \u4e07&#xff0c;14 \u4e07\u5f00\u53d1\u8005\u5173\u6ce8\u3002[\u201chttps:\/\/36kr.com\/p\/3991213552368393\u201d]<\/p>\n<h4>4.6 2026\u5e749\u6708\u4e2d\u4e0b\u65ec&#xff1a;\u5f00\u6e90\u590d\u73b0\u6d8c\u73b0<\/h4>\n<p>Jev \u53d1\u5e03\u540e\u4ec5 4 \u5929&#xff0c;\u5f00\u6e90\u793e\u533a\u5c31\u51fa\u73b0\u591a\u4e2a\u590d\u73b0&#xff1a;<\/p>\n<ul>\n<li>OpenJev&#xff1a;\u57fa\u4e8e Qwen3.5-4B&#xff0c;\u901a\u8fc7\u63d0\u53d6 prompt logits \u5b9e\u73b0\u51b3\u7b56&#xff0c;\u4e0e Jev \u4e00\u81f4\u7387 84.5%\u3002[\u201chttps:\/\/apidog.com\/blog\/openjev-open-source-jev-alternatives\/\u201d]<\/li>\n<li>Nimble&#xff1a;Bespoke Labs \u63a8\u51fa\u7684\u5f00\u6e90\u7248&#xff0c;\u53ef\u672c\u5730\u90e8\u7f72\u3002[\u201chttps:\/\/36kr.com\/p\/3991444838857731\u201d]<\/li>\n<li>NanoJev \/ Kev-0.5B&#xff1a;\u8f7b\u91cf\u590d\u73b0\u7248\u672c\u3002<\/li>\n<li>APUS fast-browser-use&#xff1a;\u4e2d\u56fd APUS \u516c\u53f8\u63a8\u51fa\u5168\u7403\u9996\u6279\u8de8\u5e73\u53f0\u5f00\u6e90\u590d\u73b0&#xff0c;\u652f\u6301 macOS\/Linux\/Windows&#xff0c;MIT \u534f\u8bae\u3002[\u201chttp:\/\/tech.cnr.cn\/techph\/20260920\/t20260920_527819594.shtml\u201d]<\/li>\n<\/ul>\n<h4>4.7 \u6f14\u8fdb\u903b\u8f91\u4e00\u53e5\u8bdd<\/h4>\n<p>\u4ece&#034;\u8ba9 LLM \u4ec0\u4e48\u90fd\u5e72&#034;&#xff0c;\u5230&#034;\u8ba9 LLM \u53ea\u5e72\u5b83\u64c5\u957f\u7684\u4e8b&#xff0c;\u5224\u65ad\u4ea4\u7ed9\u4e13\u95e8\u7684\u5feb\u6a21\u578b&#034;\u2014\u2014\u8fd9\u662f AI \u5de5\u7a0b\u5316\u4ece\u73a9\u5177\u8d70\u5411\u751f\u4ea7\u7684\u5fc5\u7136\u4e00\u6b65\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u600e\u4e48\u7528&#xff1a;\u4f01\u4e1a\u9879\u76ee\u5b9e\u6218\u4ee3\u7801<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260926051736-6ab755701c112.jpg\" alt=\"LLM+Jev\u4f01\u4e1a\u90e8\u7f72\u6d41\u7a0b\" \/><\/p>\n<p>\u5149\u8bf4\u4e0d\u7ec3\u5047\u628a\u5f0f\u3002\u4e0b\u9762\u7ed9\u4f60\u4e09\u4e2a\u771f\u5b9e\u4f01\u4e1a\u573a\u666f\u7684\u4ee3\u7801\u793a\u4f8b&#xff0c;\u8986\u76d6 Jev \u5b98\u65b9 SDK \u8c03\u7528\u3001Cloudflare Workers AI \u8c03\u7528\u3001\u4ee5\u53ca Jev &#043; LLM \u6df7\u5408\u8def\u7531\u3002<\/p>\n<h4>5.1 \u73af\u5883\u51c6\u5907<\/h4>\n<p><span class=\"token comment\"># \u5b89\u88c5 TypeSafe \u5b98\u65b9 Python SDK<\/span><br \/>\npip <span class=\"token function\">install<\/span> typesafe-sdk<\/p>\n<p><span class=\"token comment\"># \u8bbe\u7f6e API Key&#xff08;\u4ece https:\/\/typesafe.ai \u7533\u8bf7&#xff09;<\/span><br \/>\n<span class=\"token builtin class-name\">export<\/span> <span class=\"token assign-left variable\">TYPESAFE_API_KEY<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;ts-xxxxxxxxxxxx&#034;<\/span><\/p>\n<p><span class=\"token comment\"># \u540c\u65f6\u9700\u8981\u4e00\u4e2a LLM SDK \u7528\u4e8e\u5904\u7406\u590d\u6742\u4efb\u52a1<\/span><br \/>\npip <span class=\"token function\">install<\/span> openai<\/p>\n<h4>5.2 \u793a\u4f8b1&#xff1a;\u5ba2\u670d\u610f\u56fe\u5206\u7c7b&#xff08;Noul &#043; Choice&#xff09;<\/h4>\n<p>\u8fd9\u662f\u6700\u5178\u578b\u7684\u7528\u6cd5\u2014\u2014\u7528\u6237\u8fdb\u7ebf\u540e&#xff0c;\u5148\u7528 Jev \u5224\u65ad\u610f\u56fe&#xff0c;\u51b3\u5b9a\u8def\u7531\u5230\u54ea\u4e2a\u961f\u5217\u3002[\u201chttps:\/\/docs.typesafe.ai\/introduction\/quickstart\u201d]<\/p>\n<p><span class=\"token keyword\">from<\/span> typesafe_sdk <span class=\"token keyword\">import<\/span> TypesafeClient<span class=\"token punctuation\">,<\/span> Choice<span class=\"token punctuation\">,<\/span> Noul<\/p>\n<p><span class=\"token comment\"># \u521d\u59cb\u5316\u5ba2\u6237\u7aef&#xff0c;\u81ea\u52a8\u8bfb\u53d6 TYPESAFE_API_KEY \u73af\u5883\u53d8\u91cf<\/span><br \/>\nclient <span class=\"token operator\">&#061;<\/span> TypesafeClient<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">classify_ticket<\/span><span class=\"token punctuation\">(<\/span>user_message<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    \u7528 Jev \u5bf9\u5ba2\u670d\u5de5\u5355\u505a\u610f\u56fe\u5206\u7c7b\u548c\u7d27\u6025\u7a0b\u5ea6\u5224\u65ad<br \/>\n    \u4e00\u6b21\u8c03\u7528\u540c\u65f6\u95ee\u4e24\u4e2a\u95ee\u9898&#xff0c;\u5e76\u884c\u8fd4\u56de<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token comment\"># \u72b6\u6001&#xff1a;\u7528\u6237\u7684\u5de5\u5355\u5185\u5bb9<\/span><br \/>\n    state <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;message&#034;<\/span><span class=\"token punctuation\">:<\/span> user_message<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;channel&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;web_form&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;user_tier&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;premium&#034;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\"># \u4e00\u6b21\u8c03\u7528\u91cc\u540c\u65f6\u95ee\u4e24\u4e2a\u95ee\u9898&#xff0c;Jev \u5e76\u884c\u56de\u7b54<\/span><br \/>\n    decisions <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>ask<span class=\"token punctuation\">(<\/span><br \/>\n        state<span class=\"token operator\">&#061;<\/span>state<span class=\"token punctuation\">,<\/span><br \/>\n        questions<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token comment\"># \u95ee\u98981&#xff1a;Choice \u2014\u2014 \u610f\u56fe\u5206\u7c7b<\/span><br \/>\n            Choice<span class=\"token punctuation\">(<\/span><br \/>\n                question<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u7528\u6237\u7684\u4e3b\u8981\u610f\u56fe\u662f\u4ec0\u4e48&#xff1f;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                options<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n                    <span class=\"token string\">&#034;refund&#034;<\/span><span class=\"token punctuation\">,<\/span>          <span class=\"token comment\"># \u9000\u6b3e<\/span><br \/>\n                    <span class=\"token string\">&#034;technical_issue&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token comment\"># \u6280\u672f\u95ee\u9898<\/span><br \/>\n                    <span class=\"token string\">&#034;billing&#034;<\/span><span class=\"token punctuation\">,<\/span>        <span class=\"token comment\"># \u8d26\u5355\u95ee\u9898<\/span><br \/>\n                    <span class=\"token string\">&#034;general_inquiry&#034;<\/span>  <span class=\"token comment\"># \u4e00\u822c\u54a8\u8be2<\/span><br \/>\n                <span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token comment\"># \u95ee\u98982&#xff1a;Noul \u2014\u2014 \u662f\u5426\u7d27\u6025<\/span><br \/>\n            Noul<span class=\"token punctuation\">(<\/span><br \/>\n                question<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u8fd9\u6761\u5de5\u5355\u662f\u5426\u9700\u8981\u57281\u5c0f\u65f6\u5185\u4eba\u5de5\u5904\u7406&#xff1f;&#034;<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u89e3\u6790\u7ed3\u679c&#xff0c;\u76f4\u63a5\u662f\u7c7b\u578b\u5316\u6570\u636e&#xff0c;\u4e0d\u9700\u8981 parse JSON<\/span><br \/>\n    intent <span class=\"token operator\">&#061;<\/span> decisions<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>selected  <span class=\"token comment\"># &#034;refund&#034; \/ &#034;technical_issue&#034; &#8230;<\/span><br \/>\n    intent_probs <span class=\"token operator\">&#061;<\/span> decisions<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>probabilities  <span class=\"token comment\"># \u6bcf\u4e2a\u9009\u9879\u7684\u6982\u7387\u5206\u5e03<\/span><\/p>\n<p>    is_urgent <span class=\"token operator\">&#061;<\/span> decisions<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>answer  <span class=\"token comment\"># True \/ False<\/span><br \/>\n    urgency_prob <span class=\"token operator\">&#061;<\/span> decisions<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>probability  <span class=\"token comment\"># 0.0 ~ 1.0<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;intent&#034;<\/span><span class=\"token punctuation\">:<\/span> intent<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;intent_confidence&#034;<\/span><span class=\"token punctuation\">:<\/span> intent_probs<span class=\"token punctuation\">[<\/span>intent<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;is_urgent&#034;<\/span><span class=\"token punctuation\">:<\/span> is_urgent<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;urgency_probability&#034;<\/span><span class=\"token punctuation\">:<\/span> urgency_prob<br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># \u6d4b\u8bd5<\/span><br \/>\nresult <span class=\"token operator\">&#061;<\/span> classify_ticket<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;\u6211\u4ed8\u4e86\u94b1\u4f46APP\u4e00\u76f4\u95ea\u9000&#xff0c;\u6570\u636e\u5168\u6ca1\u4e86&#xff0c;\u5fc5\u987b\u9a6c\u4e0a\u89e3\u51b3&#xff01;&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token comment\"># \u8f93\u51fa\u793a\u4f8b&#xff1a;<\/span><br \/>\n<span class=\"token comment\"># {<\/span><br \/>\n<span class=\"token comment\">#   &#039;intent&#039;: &#039;technical_issue&#039;,<\/span><br \/>\n<span class=\"token comment\">#   &#039;intent_confidence&#039;: 0.92,<\/span><br \/>\n<span class=\"token comment\">#   &#039;is_urgent&#039;: True,<\/span><br \/>\n<span class=\"token comment\">#   &#039;urgency_probability&#039;: 0.88<\/span><br \/>\n<span class=\"token comment\"># }<\/span><\/p>\n<h4>5.3 \u793a\u4f8b2&#xff1a;\u5185\u5bb9\u5ba1\u6838\u6279\u91cf\u8bc4\u5206&#xff08;Score&#xff09;<\/h4>\n<p>\u67d0\u5185\u5bb9\u5e73\u53f0\u6bcf\u5929\u8981\u5ba1\u6838\u6d77\u91cf UGC&#xff0c;\u7528 Jev \u505a\u6279\u91cf\u98ce\u9669\u8bc4\u5206&#xff0c;\u9ad8\u5206\u624d\u8f6c LLM \u8be6\u67e5\u3002<\/p>\n<p><span class=\"token keyword\">from<\/span> typesafe_sdk <span class=\"token keyword\">import<\/span> TypesafeClient<span class=\"token punctuation\">,<\/span> Score<\/p>\n<p>client <span class=\"token operator\">&#061;<\/span> TypesafeClient<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">batch_moderate<\/span><span class=\"token punctuation\">(<\/span>comments<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    \u6279\u91cf\u5185\u5bb9\u5ba1\u6838&#xff1a;\u7ed9\u6bcf\u6761\u8bc4\u8bba\u6253\u98ce\u9669\u5206&#xff08;0-10&#xff09;<br \/>\n    Jev \u5355\u6b21\u8c03\u7528\u53ef\u4ee5\u5e76\u884c\u5904\u7406\u591a\u4e2a\u95ee\u9898&#xff0c;\u6bd4\u9010\u6761\u8c03 LLM \u5feb\u51e0\u5341\u500d<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    results <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token comment\"># \u6bcf\u6279\u5904\u7406 20 \u6761&#xff0c;\u5e76\u884c\u8bc4\u4f30<\/span><br \/>\n    batch_size <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">20<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> i <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>comments<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> batch_size<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        batch <span class=\"token operator\">&#061;<\/span> comments<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">:<\/span>i<span class=\"token operator\">&#043;<\/span>batch_size<span class=\"token punctuation\">]<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6784\u9020\u4e00\u6279 Score \u95ee\u9898&#xff0c;\u4e00\u6b21\u8c03\u7528\u5168\u90e8\u56de\u7b54<\/span><br \/>\n        questions <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n            Score<span class=\"token punctuation\">(<\/span><br \/>\n                question<span class=\"token operator\">&#061;<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u4ee5\u4e0b\u8bc4\u8bba\u7684\u98ce\u9669\u7a0b\u5ea6&#xff08;0&#061;\u5b8c\u5168\u5b89\u5168&#xff0c;10&#061;\u4e25\u91cd\u8fdd\u89c4&#xff09;&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>comment<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">for<\/span> comment <span class=\"token keyword\">in<\/span> batch<br \/>\n        <span class=\"token punctuation\">]<\/span><\/p>\n<p>        decisions <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>ask<span class=\"token punctuation\">(<\/span><br \/>\n            state<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;source&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user_generated_content&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            questions<span class=\"token operator\">&#061;<\/span>questions<br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">for<\/span> comment<span class=\"token punctuation\">,<\/span> decision <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">zip<\/span><span class=\"token punctuation\">(<\/span>batch<span class=\"token punctuation\">,<\/span> decisions<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            results<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;comment&#034;<\/span><span class=\"token punctuation\">:<\/span> comment<span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;risk_score&#034;<\/span><span class=\"token punctuation\">:<\/span> decision<span class=\"token punctuation\">.<\/span>score<span class=\"token punctuation\">,<\/span>       <span class=\"token comment\"># 0 ~ 10<\/span><br \/>\n                <span class=\"token string\">&#034;confidence&#034;<\/span><span class=\"token punctuation\">:<\/span> decision<span class=\"token punctuation\">.<\/span>confidence   <span class=\"token comment\"># \u7f6e\u4fe1\u5ea6<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> results<\/p>\n<p><span class=\"token comment\"># \u4f7f\u7528<\/span><br \/>\ncomments <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token string\">&#034;\u8fd9\u4e2a\u4ea7\u54c1\u771f\u597d\u7528&#xff0c;\u63a8\u8350&#xff01;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;\u52a0\u6211\u5fae\u4fe1xxxx\u9886\u7ea2\u5305&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;\u4f60\u4eec\u516c\u53f8\u5c31\u662f\u9a97\u5b50&#xff0c;\u6211\u8981\u6295\u8bc9\u5230\u6d88\u534f&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token comment\"># &#8230; \u51e0\u4e07\u6761<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p>moderated <span class=\"token operator\">&#061;<\/span> batch_moderate<span class=\"token punctuation\">(<\/span>comments<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u6839\u636e\u5206\u6570\u5206\u6d41&#xff1a;&gt;&#061;8 \u76f4\u63a5\u62e6\u622a&#xff0c;5-8 \u8f6c\u4eba\u5de5&#xff0c;&lt;5 \u653e\u884c<\/span><br \/>\n<span class=\"token keyword\">for<\/span> item <span class=\"token keyword\">in<\/span> moderated<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;risk_score&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">8<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[\u62e6\u622a] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;comment&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> (score&#061;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;risk_score&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">)&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;risk_score&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[\u4eba\u5de5\u590d\u5ba1] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;comment&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[\u653e\u884c] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;comment&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>5.4 \u793a\u4f8b3&#xff1a;Jev &#043; LLM \u6df7\u5408\u8def\u7531&#xff08;\u4f01\u4e1a\u7ea7 Agent&#xff09;<\/h4>\n<p>\u8fd9\u662f\u6700\u6709\u5de5\u7a0b\u4ef7\u503c\u7684\u6a21\u5f0f&#xff1a;Jev \u505a\u5feb\u901f\u95e8\u63a7&#xff0c;\u4e0d\u786e\u5b9a\u65f6\u624d\u4e0a LLM\u3002<\/p>\n<p><span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">from<\/span> openai <span class=\"token keyword\">import<\/span> OpenAI<br \/>\n<span class=\"token keyword\">from<\/span> typesafe_sdk <span class=\"token keyword\">import<\/span> TypesafeClient<span class=\"token punctuation\">,<\/span> Noul<span class=\"token punctuation\">,<\/span> Choice<\/p>\n<p>jev <span class=\"token operator\">&#061;<\/span> TypesafeClient<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nllm <span class=\"token operator\">&#061;<\/span> OpenAI<span class=\"token punctuation\">(<\/span>api_key<span class=\"token operator\">&#061;<\/span>os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;OPENAI_API_KEY&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">handle_user_query<\/span><span class=\"token punctuation\">(<\/span>user_query<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    \u6df7\u5408\u8def\u7531&#xff1a;Jev \u5148\u5224\u65ad\u8981\u4e0d\u8981\u7528 LLM<br \/>\n    \u7b80\u5355\u95ee\u9898 Jev \u76f4\u63a5\u51b3\u7b56&#xff0c;\u590d\u6742\u95ee\u9898\u624d\u8c03 LLM<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token comment\"># \u7b2c\u4e00\u6b65&#xff1a;Jev \u5feb\u901f\u5224\u65ad<\/span><br \/>\n    decisions <span class=\"token operator\">&#061;<\/span> jev<span class=\"token punctuation\">.<\/span>ask<span class=\"token punctuation\">(<\/span><br \/>\n        state<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;query&#034;<\/span><span class=\"token punctuation\">:<\/span> user_query<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        questions<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token comment\"># \u5224\u65ad1&#xff1a;\u8fd9\u662f\u4e0d\u662f\u4e00\u4e2a\u9700\u8981\u751f\u6210\u957f\u6587\u672c\u7684\u590d\u6742\u95ee\u9898&#xff1f;<\/span><br \/>\n            Noul<span class=\"token punctuation\">(<\/span>question<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u8fd9\u4e2a\u95ee\u9898\u9700\u8981\u8be6\u7ec6\u89e3\u91ca\u6216\u751f\u6210\u5927\u6bb5\u6587\u672c\u5417&#xff1f;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token comment\"># \u5224\u65ad2&#xff1a;\u8fd9\u662f\u4e0d\u662f\u6709\u660e\u786e\u9009\u9879\u7684\u5206\u7c7b\u95ee\u9898&#xff1f;<\/span><br \/>\n            Choice<span class=\"token punctuation\">(<\/span><br \/>\n                question<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u5982\u679c\u8fd9\u662f\u5206\u7c7b\u95ee\u9898&#xff0c;\u5c5e\u4e8e\u54ea\u7c7b&#xff1f;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                options<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;greeting&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;pricing&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;technical&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;complaint&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;other&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    need_llm <span class=\"token operator\">&#061;<\/span> decisions<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>answer<br \/>\n    category <span class=\"token operator\">&#061;<\/span> decisions<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>selected<\/p>\n<p>    <span class=\"token comment\"># \u7b2c\u4e8c\u6b65&#xff1a;\u6839\u636e Jev \u7684\u5224\u65ad\u5206\u6d41<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> need_llm <span class=\"token keyword\">and<\/span> category <span class=\"token operator\">!&#061;<\/span> <span class=\"token string\">&#034;other&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># Jev \u76f4\u63a5\u8def\u7531&#xff0c;\u4e0d\u8c03 LLM&#xff0c;\u6210\u672c\u51e0\u4e4e\u4e3a\u96f6<\/span><br \/>\n        auto_replies <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;greeting&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u60a8\u597d&#xff01;\u8bf7\u95ee\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u60a8&#xff1f;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;pricing&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6211\u4eec\u7684\u57fa\u7840\u724899\u5143\/\u6708&#xff0c;\u4e13\u4e1a\u7248299\u5143\/\u6708&#xff0c;\u8be6\u60c5\u89c1\u5b98\u7f51\u5b9a\u4ef7\u9875\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;technical&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6280\u672f\u95ee\u9898\u8bf7\u63d0\u4f9b\u62a5\u9519\u622a\u56fe&#xff0c;\u6211\u4eec\u4f1a\u572824\u5c0f\u65f6\u5185\u56de\u590d\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;complaint&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u975e\u5e38\u62b1\u6b49\u7ed9\u60a8\u5e26\u6765\u4e0d\u4fbf&#xff0c;\u5df2\u4e3a\u60a8\u8f6c\u63a5\u4eba\u5de5\u5ba2\u670d\u3002&#034;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[Jev\u81ea\u52a8\u56de\u590d] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>auto_replies<span class=\"token punctuation\">[<\/span>category<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><\/p>\n<p>    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u590d\u6742\u95ee\u9898\u624d\u52a8\u7528 LLM&#xff0c;\u7701 token<\/span><br \/>\n        response <span class=\"token operator\">&#061;<\/span> llm<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n            model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;gpt-4o&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n                <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4e2a\u4e13\u4e1a\u7684\u5ba2\u670d\u52a9\u7406\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> user_query<span class=\"token punctuation\">}<\/span><br \/>\n            <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            max_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">500<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[LLM\u751f\u6210\u56de\u590d] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><\/p>\n<p><span class=\"token comment\"># \u6d4b\u8bd5<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>handle_user_query<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4f60\u597d&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>handle_user_query<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6211\u7684\u8ba2\u5355\u8fd8\u6ca1\u5230&#xff0c;\u5e2e\u6211\u770b\u770b\u7269\u6d41&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>handle_user_query<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5e2e\u6211\u5199\u4e00\u4efdPython\u4ee3\u7801\u6765\u5206\u6790CSV\u6587\u4ef6\u91cc\u7684\u9500\u552e\u6570\u636e\u5e76\u751f\u6210\u56fe\u8868&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>5.5 \u793a\u4f8b4&#xff1a;Cloudflare Workers \u4e0a\u7528 Jev&#xff08;\u4f4e\u4ee3\u7801&#xff09;<\/h4>\n<p>\u5982\u679c\u4e0d\u60f3\u81ea\u5df1\u7ef4\u62a4\u540e\u7aef&#xff0c;Cloudflare AI \u5df2\u7ecf\u76f4\u63a5\u96c6\u6210\u4e86 Jev&#xff0c;\u53ef\u4ee5\u7528 REST \u8c03\u7528&#xff1a;[\u201chttps:\/\/developers.cloudflare.com\/ai\/models\/typesafe\/jev\/\u201d]<\/p>\n<p><span class=\"token function\">curl<\/span> <span class=\"token string\">&#034;https:\/\/api.cloudflare.com\/client\/v4\/accounts\/<span class=\"token variable\">$CLOUDFLARE_ACCOUNT_ID<\/span>\/ai\/run\/&#064;cf\/typesafe\/jev&#034;<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;header<\/span> <span class=\"token string\">&#034;Authorization: Bearer <span class=\"token variable\">$CLOUDFLARE_API_TOKEN<\/span>&#034;<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;header<\/span> <span class=\"token string\">&#034;Content-Type: application\/json&#034;<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;data<\/span> <span class=\"token string\">&#039;{<br \/>\n    &#034;state&#034;: {&#034;message&#034;: &#034;\u8fd9\u4e2a\u8ba2\u53553\u5929\u4e86\u8fd8\u6ca1\u53d1\u8d27&#xff0c;\u4ec0\u4e48\u5783\u573e\u670d\u52a1&#xff01;&#034;},<br \/>\n    &#034;questions&#034;: [<br \/>\n      {<br \/>\n        &#034;type&#034;: &#034;noul&#034;,<br \/>\n        &#034;question&#034;: &#034;\u5ba2\u6237\u662f\u5426\u5728\u8868\u8fbe\u5f3a\u70c8\u4e0d\u6ee1&#xff1f;&#034;<br \/>\n      },<br \/>\n      {<br \/>\n        &#034;type&#034;: &#034;choice&#034;,<br \/>\n        &#034;question&#034;: &#034;\u5ba2\u6237\u8bc9\u6c42\u662f\u4ec0\u4e48&#xff1f;&#034;,<br \/>\n        &#034;options&#034;: [&#034;\u67e5\u8be2\u7269\u6d41&#034;, &#034;\u9000\u6b3e&#034;, &#034;\u6295\u8bc9&#034;, &#034;\u6362\u8d27&#034;]<br \/>\n      }<br \/>\n    ]<br \/>\n  }&#039;<\/span><\/p>\n<h4>5.6 \u4f01\u4e1a\u843d\u5730\u6700\u4f73\u5b9e\u8df5<\/h4>\n<li>\u80fd\u5e76\u884c\u5c31\u5e76\u884c&#xff1a;Jev \u7684\u6740\u624b\u950f\u662f\u4e00\u6b21\u8c03\u7528\u95ee\u591a\u4e2a\u95ee\u9898&#xff0c;\u628a\u4e00\u6279\u5224\u65ad\u5408\u5e76\u3002<\/li>\n<li>\u8bbe\u5b9a\u9608\u503c&#xff1a;\u5229\u7528 Jev \u8fd4\u56de\u7684\u6982\u7387\u505a\u81ea\u52a8\u5316\u9608\u503c&#xff0c;0.8 \u4ee5\u4e0a\u81ea\u52a8\u5904\u7406&#xff0c;0.5 \u4ee5\u4e0b\u8f6c\u4eba\u5de5\u3002<\/li>\n<li>\u76d1\u63a7\u6821\u51c6&#xff1a;Jev \u58f0\u79f0\u6982\u7387\u662f\u6821\u51c6\u8fc7\u7684&#xff0c;\u4f46\u4e0a\u7ebf\u540e\u8981\u7528\u771f\u5b9e\u6570\u636e\u6301\u7eed\u9a8c\u8bc1\u6821\u51c6\u66f2\u7ebf\u3002<\/li>\n<li>\u4e0d\u8981\u7528 Jev \u505a\u751f\u6210&#xff1a;\u5b83\u4e0d\u4f1a\u5199\u6587\u7ae0\u3001\u4e0d\u4f1a\u5199\u4ee3\u7801&#xff0c;\u5f3a\u884c\u7528\u5b83\u751f\u6210\u6587\u672c\u662f\u7528\u9519\u4e86\u5de5\u5177\u3002<\/li>\n<li>\u5173\u6ce8\u5f00\u6e90\u66ff\u4ee3&#xff1a;\u5982\u679c\u6570\u636e\u654f\u611f\u4e0d\u80fd\u4e0a\u4e91&#xff0c;OpenJev\u3001NanoJev \u7b49\u5f00\u6e90\u65b9\u6848\u53ef\u4ee5\u672c\u5730\u90e8\u7f72\u3002<\/li>\n<hr \/>\n<h3>\u516d\u3001\u7ade\u54c1\u5bf9\u6bd4&#xff1a;BERT \/ LLM \/ \u7ed3\u6784\u5316\u8f93\u51fa LLM \/ Jev<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260926051736-6ab75570a37c7.jpg\" alt=\"Jev\u7ade\u54c1\u5bf9\u6bd4\u77e9\u9635\" \/><\/p>\n<table>\n<tr>\u5bf9\u6bd4\u7ef4\u5ea6\u4f20\u7edf\u5206\u7c7b\u5668(BERT)LLM(GPT\/Claude)\u7ed3\u6784\u5316\u8f93\u51faLLMJev<\/tr>\n<tbody>\n<tr>\n<td>\u8f93\u51fa\u5f62\u5f0f<\/td>\n<td>\u56fa\u5b9a\u7c7b\u522b\u6982\u7387<\/td>\n<td>\u81ea\u7531\u6587\u672c<\/td>\n<td>schema \u7ea6\u675f\u7684 JSON<\/td>\n<td>\u7c7b\u578b\u5316\u51b3\u7b56&#043;\u6982\u7387<\/td>\n<\/tr>\n<tr>\n<td>\u751f\u6210\u65b9\u5f0f<\/td>\n<td>\u5355\u6b21\u524d\u5411<\/td>\n<td>\u9010token\u81ea\u56de\u5f52<\/td>\n<td>\u9010token\u81ea\u56de\u5f52<\/td>\n<td>\u5e76\u884c\u91c7\u6837&#xff0c;\u4e00\u6b21\u524d\u5411<\/td>\n<\/tr>\n<tr>\n<td>\u7406\u89e3\u80fd\u529b<\/td>\n<td>\u5f31&#xff08;\u9700\u5fae\u8c03&#xff09;<\/td>\n<td>\u5f3a<\/td>\n<td>\u5f3a<\/td>\n<td>\u8f83\u5f3a&#xff08;LLM\u7ea7\u8bed\u4e49\u7406\u89e3&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u901f\u5ea6<\/td>\n<td>\u6781\u5feb&#xff08;ms\u7ea7&#xff09;<\/td>\n<td>\u6162&#xff08;\u79d2\u7ea7&#xff09;<\/td>\n<td>\u6162&#xff08;\u79d2\u7ea7&#xff09;<\/td>\n<td>\u5feb&#xff08;&lt;500ms&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u6210\u672c<\/td>\n<td>\u51e0\u4e4e\u4e3a\u96f6&#xff08;\u81ea\u90e8\u7f72&#xff09;<\/td>\n<td>\u9ad8<\/td>\n<td>\u4e2d\u9ad8<\/td>\n<td>\u6781\u4f4e&#xff08;\u6bd4LLM\u4fbf\u5b9c40-400\u500d&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u683c\u5f0f\u7a33\u5b9a\u6027<\/td>\n<td>\u7a33\u5b9a<\/td>\n<td>\u5dee&#xff08;\u5e7b\u89c9\u3001\u8dd1\u504f&#xff09;<\/td>\n<td>\u4e2d\u7b49&#xff08;\u4ecd\u6709\u683c\u5f0f\u9519\u8bef&#xff09;<\/td>\n<td>100%\u7c7b\u578b\u5316&#xff0c;\u96f6\u683c\u5f0f\u9519\u8bef<\/td>\n<\/tr>\n<tr>\n<td>\u6982\u7387\u6821\u51c6<\/td>\n<td>\u672a\u6821\u51c6<\/td>\n<td>\u4e0d\u63d0\u4f9b\/\u4e0d\u53ef\u4fe1<\/td>\n<td>\u4e0d\u63d0\u4f9b<\/td>\n<td>RLCD\u8bad\u7ec3&#xff0c;\u6821\u51c6\u8fc7<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u4efb\u52a1\u5e76\u884c<\/td>\n<td>\u4e0d\u652f\u6301&#xff08;\u5355\u4efb\u52a1&#xff09;<\/td>\n<td>\u4e0d\u652f\u6301&#xff08;\u4e32\u884c&#xff09;<\/td>\n<td>\u4e0d\u652f\u6301&#xff08;\u4e32\u884c&#xff09;<\/td>\n<td>\u4e00\u6b21\u8c03\u7528\u591a\u95ee\u9898\u5e76\u884c<\/td>\n<\/tr>\n<tr>\n<td>\u90e8\u7f72\u65b9\u5f0f<\/td>\n<td>\u81ea\u90e8\u7f72<\/td>\n<td>API\/\u81ea\u90e8\u7f72<\/td>\n<td>API\/\u81ea\u90e8\u7f72<\/td>\n<td>API\u4e3a\u4e3b&#xff0c;\u5f00\u6e90\u7248\u521a\u8d77\u6b65<\/td>\n<\/tr>\n<tr>\n<td>\u7075\u6d3b\u6027<\/td>\n<td>\u4f4e&#xff08;\u4e00\u4e2a\u6a21\u578b\u4e00\u4e2a\u4efb\u52a1&#xff09;<\/td>\n<td>\u6781\u9ad8<\/td>\n<td>\u9ad8<\/td>\n<td>\u4e2d&#xff08;\u95ee\u9898\u5b9a\u4e49\u5728\u8bf7\u6c42\u91cc&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5e7b\u89c9\u98ce\u9669<\/td>\n<td>\u65e0<\/td>\n<td>\u9ad8<\/td>\n<td>\u4e2d<\/td>\n<td>\u65e0&#xff08;\u4e0d\u751f\u6210\u81ea\u7531\u6587\u672c&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u7528\u573a\u666f<\/td>\n<td>\u7b80\u5355\u56fa\u5b9a\u5206\u7c7b<\/td>\n<td>\u5bf9\u8bdd\u3001\u5199\u4f5c\u3001\u63a8\u7406<\/td>\n<td>\u9700\u8981\u751f\u6210\u7ed3\u6784\u5316\u7ed3\u679c\u7684\u590d\u6742\u4efb\u52a1<\/td>\n<td>\u9ad8\u9891\u51b3\u7b56\u3001\u8def\u7531\u3001\u8bc4\u5206\u3001\u95e8\u63a7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>[\u201chttps:\/\/dev.to\/miruky\/jev-does-not-replace-the-llm-it-changes-who-owns-the-decision-3n6\u201d,\u201chttps:\/\/horadecodar.com.br\/jev-vs-llm\/\u201d]<\/p>\n<h4>\u9009\u578b\u4e00\u53e5\u8bdd<\/h4>\n<ul>\n<li>\u4efb\u52a1\u7b80\u5355\u56fa\u5b9a\u3001\u91cf\u6781\u5927&#xff1a;BERT \u5fae\u8c03\u4ecd\u7136\u6700\u4fbf\u5b9c\u3002<\/li>\n<li>\u9700\u8981\u7406\u89e3&#043;\u751f\u6210&#xff1a;\u7528 LLM&#xff0c;\u522b\u72b9\u8c6b\u3002<\/li>\n<li>\u9700\u8981\u7406\u89e3\u4f46\u53ea\u8981\u7ed3\u6784\u5316\u7ed3\u679c&#xff1a;\u8bd5 Jev&#xff0c;\u5b83\u5c31\u662f\u4e3a\u8fd9\u4e2a\u751f\u7684\u3002<\/li>\n<li>\u6570\u636e\u7edd\u5bf9\u4e0d\u80fd\u51fa\u5185\u7f51&#xff1a;\u7b49 OpenJev\/NanoJev \u6210\u719f&#xff0c;\u6216\u7528\u5c0f\u6a21\u578b logits \u81ea\u5b9e\u73b0\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e03\u3001\u5e38\u7528\u573a\u666f&#xff1a;Jev \u548c LLM \u5206\u522b\u7528\u5728\u54ea\u91cc&#xff1f;<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260926051737-6ab7557135989.jpg\" alt=\"LLM+Jev\u5e94\u7528\u573a\u666f\u5206\u5e03\" \/><\/p>\n<h4>7.1 Jev \u6700\u9002\u5408\u5e72\u7684\u6d3b<\/h4>\n<li>\u667a\u80fd\u5ba2\u670d\u8def\u7531&#xff1a;\u5224\u65ad\u7528\u6237\u610f\u56fe&#xff0c;\u51b3\u5b9a\u8f6c\u4eba\u5de5\u8fd8\u662f\u81ea\u52a8\u56de\u590d\u3002<\/li>\n<li>\u5185\u5bb9\u5ba1\u6838\u521d\u7b5b&#xff1a;\u6279\u91cf\u7ed9 UGC \u6253\u98ce\u9669\u5206&#xff0c;\u9ad8\u5206\u624d\u8f6c\u4eba\u5de5\u3002<\/li>\n<li>Agent \u51b3\u7b56\u95e8\u63a7&#xff1a;\u6bcf\u6b65\u5224\u65ad&#034;\u8981\u4e0d\u8981\u8c03\u7528\u5de5\u5177&#034;\u201c\u8fd9\u4e2a\u7ed3\u679c\u591f\u4e0d\u591f\u597d\u201d\u3002<\/li>\n<li>\u6570\u636e\u6807\u6ce8\u6253\u6807&#xff1a;\u6279\u91cf\u7ed9\u6587\u672c\u6253\u6807\u7b7e&#xff0c;\u6bd4\u4eba\u5de5\u5feb\u767e\u500d\u3002<\/li>\n<li>\u98ce\u9669\/\u5408\u89c4\u7b5b\u67e5&#xff1a;\u5224\u65ad\u7528\u6237\u8f93\u5165\u662f\u5426\u6d89\u53ca\u654f\u611f\u8bdd\u9898\u3001\u8fdd\u89c4\u5185\u5bb9\u3002<\/li>\n<li>\u6a21\u578b\u8f93\u51fa\u8d28\u68c0&#xff1a;LLM \u751f\u6210\u7ed3\u679c\u540e&#xff0c;\u7528 Jev \u5224\u65ad&#034;\u8fd9\u4e2a\u56de\u590d\u662f\u5426\u7b26\u5408\u89c4\u8303&#034;\u3002<\/li>\n<li>\u641c\u7d22\u7ed3\u679c\u6392\u5e8f&#xff1a;\u7ed9\u5019\u9009\u6587\u6863\u6253\u5206&#xff0c;\u51b3\u5b9a\u5c55\u793a\u987a\u5e8f\u3002<\/li>\n<h4>7.2 LLM \u4ecd\u7136\u4e0d\u53ef\u66ff\u4ee3\u7684\u6d3b<\/h4>\n<li>\u5199\u6587\u7ae0\u3001\u5199\u4ee3\u7801\u3001\u5199\u65b9\u6848&#xff1a;\u9700\u8981\u751f\u6210\u6027\u521b\u9020\u3002<\/li>\n<li>\u590d\u6742\u63a8\u7406&#xff1a;\u6570\u5b66\u9898\u3001\u903b\u8f91\u8c1c\u9898\u3001\u591a\u6b65\u89c4\u5212\u3002<\/li>\n<li>\u5f00\u653e\u5bf9\u8bdd&#xff1a;\u7528\u6237\u8981\u804a\u3001\u8981\u95ee\u3001\u8981\u89e3\u91ca\u3002<\/li>\n<li>\u957f\u6587\u603b\u7ed3\u3001\u7ffb\u8bd1\u3001\u6539\u5199&#xff1a;\u9700\u8981\u7406\u89e3\u540e\u91cd\u65b0\u7ec4\u7ec7\u8bed\u8a00\u3002<\/li>\n<li>Unknown \u4efb\u52a1&#xff1a;\u4f60\u90fd\u4e0d\u77e5\u9053\u8be5\u95ee\u4ec0\u4e48\u7684\u95ee\u9898\u3002<\/li>\n<h4>7.3 \u4ec0\u4e48\u65f6\u5019\u5fc5\u987b\u7528 Jev&#xff1f;<\/h4>\n<p>\u6ee1\u8db3\u4ee5\u4e0b\u4efb\u610f\u4e00\u6761&#xff0c;\u5c31\u8be5\u8ba4\u771f\u8003\u8651&#xff1a;<\/p>\n<ul>\n<li>\u5355\u6b21\u51b3\u7b56\u91cf\u5927&#xff08;\u65e5\u8c03\u7528\u5341\u4e07\u6b21\u4ee5\u4e0a&#xff09;&#xff0c;LLM \u6210\u672c\u625b\u4e0d\u4f4f\u3002<\/li>\n<li>\u5ef6\u8fdf\u654f\u611f&#xff08;\u8981\u6c42 &lt;500ms&#xff09;&#xff0c;LLM \u592a\u6162\u3002<\/li>\n<li>\u8f93\u51fa\u5fc5\u987b 100% \u7ed3\u6784\u5316&#xff0c;\u4e0d\u80fd\u5bb9\u5fcd\u683c\u5f0f\u9519\u8bef\u3002<\/li>\n<li>\u9700\u8981\u6982\u7387\u505a\u95e8\u63a7&#xff08;\u201c\u8d85\u8fc7 0.8 \u81ea\u52a8\u901a\u8fc7\u201d&#xff09;\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u516b\u3001\u9762\u8bd5\u5b98\u9ad8\u9891\u9762\u8bd5\u9898&#xff1a;\u8fd9\u4e9b\u95ee\u9898\u5fc5\u987b\u80fd\u7b54<\/h3>\n<h4>Q1&#xff1a;Jev \u5230\u5e95\u662f\u4e0d\u662f\u4e00\u4e2a LLM&#xff1f;<\/h4>\n<p>\u7b54\u9898\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u4e25\u683c\u8bf4\u4e0d\u662f\u3002Jev \u4e0d\u662f\u81ea\u56de\u5f52\u751f\u6210\u6a21\u578b&#xff0c;\u4e0d\u8f93\u51fa token \u5e8f\u5217\u3002<\/li>\n<li>\u5b83\u662f\u4e00\u4e2a&#034;System One Model&#034;&#xff0c;\u8f93\u5165\u72b6\u6001&#043;\u7ed3\u6784\u5316\u95ee\u9898&#xff0c;\u76f4\u63a5\u8fd4\u56de\u7c7b\u578b\u5316\u51b3\u7b56\u548c\u6982\u7387\u3002<\/li>\n<li>TypeSafe \u5b98\u65b9\u539f\u8bdd&#xff1a;\u201cJev is neither small nor an LLM\u201d\u3002<\/li>\n<li>\u5b83\u6709 LLM \u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b&#xff0c;\u4f46\u780d\u6389\u4e86\u6587\u672c\u751f\u6210&#xff0c;\u4e13\u505a\u5224\u65ad\u3002<\/li>\n<\/ul>\n<h4>Q2&#xff1a;Jev \u4e3a\u4ec0\u4e48\u6bd4 LLM \u5feb\u8fd9\u4e48\u591a&#xff1f;<\/h4>\n<p>\u7b54\u9898\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u4e24\u4e2a\u539f\u56e0&#xff1a;\u4e00\u662f\u4e0d\u505a\u81ea\u56de\u5f52\u9010 token \u751f\u6210&#xff0c;\u4e8c\u662f\u7528\u5e76\u884c\u91c7\u6837\u4e00\u6b21\u524d\u5411\u4f20\u64ad\u56de\u7b54\u591a\u4e2a\u95ee\u9898\u3002<\/li>\n<li>LLM \u751f\u6210 100 \u4e2a token \u8981 100 \u6b21\u524d\u5411&#xff1b;Jev \u4e00\u6b21\u524d\u5411\u51fa\u6240\u6709\u7b54\u6848\u3002<\/li>\n<li>\u67b6\u6784\u5c42\u9762\u7684\u4f18\u52bf&#xff0c;\u4e0d\u662f\u9760\u91cf\u5316\u6216\u84b8\u998f\u7701\u51fa\u6765\u7684\u3002<\/li>\n<\/ul>\n<h4>Q3&#xff1a;Jev \u548c Function Calling \/ \u7ed3\u6784\u5316\u8f93\u51fa\u6709\u4ec0\u4e48\u533a\u522b&#xff1f;<\/h4>\n<p>\u7b54\u9898\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u7ed3\u6784\u5316\u8f93\u51fa\u7684 LLM \u4ecd\u7136\u662f\u81ea\u56de\u5f52\u751f\u6210&#xff0c;\u53ea\u662f\u88ab schema \u7ea6\u675f\u4e86&#xff0c;\u901f\u5ea6\u548c\u6210\u672c\u6ca1\u6709\u672c\u8d28\u53d8\u5316\u3002<\/li>\n<li>Jev \u6839\u672c\u4e0d\u751f\u6210\u6587\u672c&#xff0c;\u76f4\u63a5\u8f93\u51fa\u51b3\u7b56\u6982\u7387&#xff0c;\u901f\u5ea6\u5feb 20-200 \u500d&#xff0c;\u6210\u672c\u4f4e 40-400 \u500d\u3002<\/li>\n<li>Jev \u7684\u6982\u7387\u662f\u6821\u51c6\u8fc7\u7684&#xff08;RLCD&#xff09;&#xff0c;\u53ef\u4ee5\u76f4\u63a5\u7528\u4e8e\u81ea\u52a8\u5316\u9608\u503c&#xff1b;LLM \u7684 self-reported confidence \u4e0d\u53ef\u4fe1\u3002<\/li>\n<\/ul>\n<h4>Q4&#xff1a;\u4ec0\u4e48\u662f System 1 \/ System 2&#xff1f;\u4e3a\u4ec0\u4e48\u501f\u7528\u8fd9\u4e2a\u6982\u5ff5&#xff1f;<\/h4>\n<p>\u7b54\u9898\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u6765\u81ea\u5361\u5c3c\u66fc\u300a\u601d\u8003&#xff0c;\u5feb\u4e0e\u6162\u300b&#xff1a;System 1 \u662f\u5feb\u901f\u76f4\u89c9\u53cd\u5e94&#xff0c;System 2 \u662f\u7f13\u6162\u6df1\u5ea6\u601d\u8003\u3002<\/li>\n<li>AI \u7cfb\u7edf\u4e5f\u5e94\u8be5\u8fd9\u6837\u5206\u5de5&#xff1a;Jev \u505a System 1 \u5feb\u901f\u5224\u65ad&#xff0c;LLM \u505a System 2 \u6df1\u5ea6\u63a8\u7406\u3002<\/li>\n<li>80% \u7684\u8bf7\u6c42\u662f\u7b80\u5355\u5224\u65ad&#xff0c;\u7528 Jev \u5feb\u901f\u5904\u7406&#xff1b;20% \u590d\u6742\u8bf7\u6c42\u624d\u4e0a LLM\u3002<\/li>\n<\/ul>\n<h4>Q5&#xff1a;Jev \u7684 Noul \u662f\u4ec0\u4e48&#xff1f;\u548c\u666e\u901a\u5206\u7c7b\u6709\u4ec0\u4e48\u533a\u522b&#xff1f;<\/h4>\n<p>\u7b54\u9898\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>Noul \u662f\u4e8c\u5143\u5224\u65ad\u539f\u8bed&#xff0c;\u8fd4\u56de 0 \u5230 1 \u7684\u6982\u7387\u3002<\/li>\n<li>\u5173\u952e\u5728\u4e8e\u6982\u7387\u662f\u6821\u51c6\u8fc7\u7684&#xff1a;0.9 \u610f\u5473\u7740\u957f\u671f\u6765\u770b 90% \u4e3a\u771f\u3002<\/li>\n<li>\u666e\u901a\u5206\u7c7b\u5668\u8f93\u51fa\u7684\u5206\u6570\u6ca1\u6709\u6821\u51c6&#xff0c;\u4f60\u4e0d\u77e5\u9053 0.8 \u5230\u5e95\u610f\u5473\u7740\u4ec0\u4e48\u3002<\/li>\n<li>\u5de5\u7a0b\u4e0a\u53ef\u4ee5\u6839\u636e\u6982\u7387\u8bbe\u9608\u503c\u505a\u81ea\u52a8\u51b3\u7b56\u3002<\/li>\n<\/ul>\n<h4>Q6&#xff1a;Jev \u4f1a\u53d6\u4ee3 LLM \u5417&#xff1f;<\/h4>\n<p>\u7b54\u9898\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u4e0d\u4f1a\u3002\u5b83\u4eec\u662f\u4e92\u8865\u5173\u7cfb&#xff0c;\u4e0d\u662f\u66ff\u4ee3\u3002<\/li>\n<li>Jev \u4e0d\u751f\u6210\u6587\u672c\u3001\u4e0d\u505a\u590d\u6742\u63a8\u7406&#xff0c;\u8fd9\u4e9b\u6d3b\u8fd8\u662f LLM \u5e72\u3002<\/li>\n<li>\u672a\u6765\u8d8b\u52bf\u662f&#034;LLM &#043; System One \u6a21\u578b&#034;\u7684\u6df7\u5408\u67b6\u6784&#xff0c;Jev \u505a\u51b3\u7b56\u5c42&#xff0c;LLM \u505a\u63a8\u7406\u5c42\u3002<\/li>\n<\/ul>\n<h4>Q7&#xff1a;\u4f60\u4eec\u9879\u76ee\u91cc\u600e\u4e48\u843d\u5730 Jev&#xff1f;\u8e29\u8fc7\u4ec0\u4e48\u5751&#xff1f;<\/h4>\n<p>\u7b54\u9898\u6a21\u677f&#xff08;\u52a0\u5206\u9879&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u573a\u666f&#xff1a;\u5ba2\u670d\u610f\u56fe\u8def\u7531&#xff0c;\u539f\u6765\u5168\u91cf\u8c03 GPT-4&#xff0c;\u6bcf\u6708 12 \u4e07\u3002<\/li>\n<li>\u505a\u6cd5&#xff1a;Jev \u505a\u4e00\u7ea7\u8def\u7531&#xff0c;80% \u5de5\u5355\u81ea\u52a8\u5206\u7c7b&#xff0c;20% \u6a21\u7cca\u5de5\u5355\u8f6c LLM\u3002<\/li>\n<li>\u6548\u679c&#xff1a;\u6210\u672c\u964d\u5230\u6bcf\u6708 2 \u4e07&#xff0c;\u5ef6\u8fdf\u4ece 1.5 \u79d2\u964d\u5230 200ms\u3002<\/li>\n<li>\u5751&#xff1a;\u65e9\u671f\u95ee\u9898\u5b9a\u4e49\u592a\u6a21\u7cca&#xff08;\u201c\u5ba2\u6237\u662f\u4e0d\u662f\u751f\u6c14\u4e86\u201d&#xff09;&#xff0c;Jev \u6982\u7387\u4e0d\u7a33\u5b9a\u3002\u6539\u6210\u660e\u786e\u5b9a\u4e49&#xff08;\u201c\u5ba2\u6237\u662f\u5426\u4f7f\u7528\u4e86\u8fb1\u9a82\u6027\u8bcd\u6c47\u6216\u8981\u6c42\u9000\u6b3e\u201d&#xff09;\u540e\u51c6\u786e\u7387\u5927\u5e45\u63d0\u5347\u3002<\/li>\n<li>\u6559\u8bad&#xff1a;Jev \u7684\u95ee\u9898\u63cf\u8ff0\u5fc5\u987b\u7cbe\u786e&#xff0c;\u6a21\u7cca\u7684\u95ee\u9898\u5f97\u5230\u6a21\u7cca\u7684\u6982\u7387\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e5d\u3001\u603b\u7ed3&#xff1a;\u4e00\u5f20\u56fe\u8bb0\u4f4f LLM \u548c Jev<\/h3>\n<table>\n<tr>\u7ef4\u5ea6LLMJev<\/tr>\n<tbody>\n<tr>\n<td>\u5b9a\u4f4d<\/td>\n<td>\u4f1a\u8bf4\u8bdd\u7684\u901a\u7528\u5927\u8111<\/td>\n<td>\u53ea\u505a\u5224\u65ad\u7684\u5feb\u901f\u88c1\u5224<\/td>\n<\/tr>\n<tr>\n<td>\u67b6\u6784<\/td>\n<td>\u81ea\u56de\u5f52 Transformer<\/td>\n<td>\u5e76\u884c\u91c7\u6837 &#043; RLCD<\/td>\n<\/tr>\n<tr>\n<td>\u8f93\u51fa<\/td>\n<td>\u81ea\u7531\u6587\u672c<\/td>\n<td>Choice\/Score\/Noul \u7c7b\u578b\u5316\u51b3\u7b56<\/td>\n<\/tr>\n<tr>\n<td>\u901f\u5ea6<\/td>\n<td>\u6162&#xff08;\u79d2\u7ea7&#xff09;<\/td>\n<td>\u5feb&#xff08;&lt;500ms&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u6210\u672c<\/td>\n<td>\u9ad8<\/td>\n<td>\u4f4e 40-400 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