{"id":108674,"date":"2026-09-22T11:40:39","date_gmt":"2026-09-22T03:40:39","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/108674.html"},"modified":"2026-09-22T11:40:39","modified_gmt":"2026-09-22T03:40:39","slug":"%e4%b8%89%e5%88%86%e9%92%9f%e5%b8%a6%e4%bd%a0%e5%bf%ab%e9%80%9f%e7%86%9f%e6%82%89%e4%ba%86%e8%a7%a3%e6%9c%80%e8%bf%91%e7%88%86%e7%81%ab%e7%9a%84-jev","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/108674.html","title":{"rendered":"\u4e09\u5206\u949f\u5e26\u4f60\u5feb\u901f\u719f\u6089\u4e86\u89e3\u6700\u8fd1\u7206\u706b\u7684 Jev"},"content":{"rendered":"<h2>\u4e09\u5206\u949f\u5e26\u4f60\u5feb\u901f\u719f\u6089\u4e86\u89e3\u6700\u8fd1\u7206\u706b\u7684 Jev<\/h2>\n<p>LLM \u7cfb\u5217\u53c8\u6dfb\u4e00\u7bc7\u756a\u5916\u3002\u6700\u8fd1 AI \u5708\u5237\u5c4f\u7684 Jev \u4e0d\u662f\u53c8\u4e00\u4e2a\u804a\u5929\u6a21\u578b\u2014\u2014\u5b83\u4e0d\u751f\u6210\u6587\u672c\u3002\u8fd9\u662f\u6700\u8fd1\u6700\u53cd\u76f4\u89c9\u7684\u65b0\u7269\u79cd&#xff0c;\u503c\u5f97\u82b1\u4e09\u5206\u949f\u641e\u61c2\u3002<\/p>\n<h3>\u4e00\u3001\u5148\u8bf4\u5b83\u662f\u4ec0\u4e48<\/h3>\n<p>Jev \u662f TypeSafe AI \u53d1\u5e03\u7684\u7b2c\u4e00\u4e2a System One Model&#xff08;\u7cfb\u7edf\u4e00\u6a21\u578b&#xff09;\u3002\u516c\u53f8\u7531\u524d OpenAI \u7814\u7a76\u5458 Diogo Almeida \u521b\u7acb&#xff08;InstructGPT\u3001ChatGPT\u3001GPT-4 \u7684\u6838\u5fc3\u53c2\u4e0e\u8005&#xff09;&#xff0c;2026 \u5e74 9 \u6708\u51fa\u8857\u5c31\u62ff\u4e86 DCVC \u9886\u6295\u7684 4000 \u4e07\u7f8e\u5143\u79cd\u5b50\u8f6e\u3002<\/p>\n<p>\u540d\u5b57\u6765\u81ea\u5361\u5c3c\u66fc\u7684\u300a\u601d\u8003&#xff0c;\u5feb\u4e0e\u6162\u300b&#xff1a;<\/p>\n<ul>\n<li>LLM \u662f\u7cfb\u7edf\u4e8c&#xff1a;\u6162\u601d\u8003&#xff0c;\u751f\u6210\u6587\u672c&#xff0c;\u4ec0\u4e48\u90fd\u80fd\u5e72\u4f46\u6bcf\u4e2a\u5b57\u90fd\u8981\u7b97<\/li>\n<li>Jev \u662f\u7cfb\u7edf\u4e00&#xff1a;\u5feb\u76f4\u89c9&#xff0c;\u4e0d\u751f\u6210\u4e00\u4e2a\u5b57\u7684\u6587\u672c\u2014\u2014\u8f93\u5165\u72b6\u6001&#xff08;state&#xff09;&#043; \u7c7b\u578b\u5316\u95ee\u9898&#xff0c;\u76f4\u63a5\u8fd4\u56de\u7ed3\u6784\u5316\u5224\u65ad<\/li>\n<\/ul>\n<p>\u4f60\u95ee\u5b83\u300c\u8fd9\u5c01\u90ae\u4ef6\u662f\u4e0d\u662f\u9493\u9c7c&#xff1f;\u300d&#xff0c;\u5b83\u4e0d\u5199\u4e00\u6bb5\u5206\u6790&#xff0c;\u76f4\u63a5\u8fd4\u56de\u4e00\u4e2a 0~1 \u7684\u503c\u548c\u7f6e\u4fe1\u5ea6\u3002\u4f60\u7684\u4ee3\u7801\u53ef\u4ee5\u76f4\u63a5\u62ff\u53bb if-else&#xff0c;\u4e0d\u7528\u89e3\u6790\u6587\u672c\u3002<\/p>\n<h3>\u4e8c\u3001\u4e09\u4e2a\u539f\u8bed&#xff1a;\u5b83\u53ea\u4f1a\u56de\u7b54\u4e09\u79cd\u95ee\u9898<\/h3>\n<table>\n<tr>\u539f\u8bed\u95ee\u4ec0\u4e48\u8fd4\u56de\u4ec0\u4e48<\/tr>\n<tbody>\n<tr>\n<td>Choice<\/td>\n<td>\u4ece\u9009\u9879\u91cc\u9009\u4e00\u4e2a<\/td>\n<td>choice &#043; probabilities &#043; confidence<\/td>\n<\/tr>\n<tr>\n<td>Score<\/td>\n<td>\u6309\u8bc4\u5206\u6807\u51c6\u6253\u5206<\/td>\n<td>score&#xff08;0~1&#xff09;&#043; probabilities &#043; confidence<\/td>\n<\/tr>\n<tr>\n<td>Noul<\/td>\n<td>\u8fd9\u4e2a\u8bf4\u6cd5\u662f\u771f\u7684\u5417<\/td>\n<td>noul&#xff08;0~1&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e09\u79cd\u95ee\u9898\u53ef\u4ee5\u6df7\u5728\u540c\u4e00\u6b21\u8c03\u7528\u91cc&#xff0c;\u6bcf\u4e2a\u95ee\u9898\u5e76\u884c\u4e14\u72ec\u7acb\u5730\u8bc4\u4f30\u2014\u2014\u52a0\u95ee\u9898\u51e0\u4e4e\u4e0d\u589e\u52a0\u5ef6\u8fdf&#xff0c;\u4e5f\u4e0d\u4f1a\u56e0\u4e3a\u95ee\u9898\u53d8\u591a\u4ea7\u751f\u4e0a\u4e0b\u6587\u6c61\u67d3&#xff08;\u95ee\u9898\u4e4b\u95f4\u4e92\u76f8\u9694\u79bb&#xff09;\u3002<\/p>\n<p>\u5b98\u65b9\u7684\u5de5\u5355\u5206\u8bca\u793a\u4f8b&#xff0c;\u4e00\u6b21\u8c03\u7528\u8fd4\u56de\u4e09\u4e2a\u5224\u65ad&#xff1a;<\/p>\n<p>from typesafe_sdk import Choice, Noul, Score, TypeSafeClient<\/p>\n<p>client &#061; TypeSafeClient()<\/p>\n<p>ticket &#061; &#034;Hi, I&#039;ve been trying to connect my Stripe account for 3 days \\\\<br \/>\nand the integration keeps failing. I&#039;m losing sales. Please help ASAP.&#034;<\/p>\n<p>response &#061; client.system_one(<br \/>\n    state&#061;ticket,<br \/>\n    questions&#061;{<br \/>\n        &#034;department&#034;: Choice(<br \/>\n            instructions&#061;&#034;Which team should handle this&#034;,<br \/>\n            criteria&#061;{<br \/>\n                &#034;billing&#034;:   &#034;Payment or subscription issues&#034;,<br \/>\n                &#034;technical&#034;: &#034;Bugs or integration problems&#034;,<br \/>\n                &#034;sales&#034;:     &#034;Pricing or account questions&#034;,<br \/>\n            },<br \/>\n        ),<br \/>\n        &#034;frustration&#034;: Score(<br \/>\n            instructions&#061;&#034;How frustrated the customer appears&#034;,<br \/>\n            criteria&#061;[<br \/>\n                &#034;Calm, just stating facts&#034;,<br \/>\n                &#034;Frustrated but civil&#034;,<br \/>\n                &#034;Very angry, strong language&#034;,<br \/>\n            ],<br \/>\n        ),<br \/>\n        &#034;is_urgent&#034;: Noul(<br \/>\n            instructions&#061;&#034;The message conveys urgency or time-sensitivity&#034;,<br \/>\n        ),<br \/>\n    },<br \/>\n)<\/p>\n<p>print(response.answers[&#034;department&#034;].choice)  # &#034;technical&#034;<br \/>\nprint(response.answers[&#034;frustration&#034;].score)  # 1.0<br \/>\nprint(response.answers[&#034;is_urgent&#034;].noul)     # 1.0<\/p>\n<p>\u6ce8\u610f\u8fd4\u56de\u503c\u90fd\u662f\u5e26\u7c7b\u578b\u7684\u6570\u636e\u2014\u2014choice \u662f\u679a\u4e3e\u3001score \u662f\u6d6e\u70b9\u6570&#xff0c;\u4ee3\u7801\u76f4\u63a5\u5206\u652f\u3001\u6392\u5e8f\u3001\u8def\u7531&#xff0c;\u6ca1\u6709\u300c\u89e3\u6790\u6a21\u578b\u8f93\u51fa\u6587\u672c\u300d\u8fd9\u4e2a\u810f\u6d3b\u3002<\/p>\n<h3>\u4e09\u3001\u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66&#xff1a;\u539f\u5b50\u95ee\u9898&#xff0c;\u4ee3\u7801\u7ec4\u5408<\/h3>\n<p>Jev \u7684\u7528\u6cd5\u548c LLM \u5b8c\u5168\u76f8\u53cd\u3002LLM \u9f13\u52b1\u300c\u4e00\u4e2a\u5927 prompt \u5e72\u6240\u6709\u4e8b\u300d&#xff0c;Jev \u8981\u6c42\u6bcf\u4e2a\u95ee\u9898\u53ea\u95ee\u4e00\u4ef6\u5c0f\u4e8b&#xff1a;<\/p>\n<ul>\n<li>\u274c \u300c\u7ed9\u8fd9\u4e2a\u521b\u4e1a\u70b9\u5b50\u6253\u4e2a\u5206\u300d<\/li>\n<li>\u2705 \u62c6\u6210\u4e09\u4e2a\u95ee\u9898&#xff1a;\u5e02\u573a\u89c4\u6a21\u6253\u5206\u3001\u6280\u672f\u53ef\u884c\u6027\u6253\u5206\u3001\u5dee\u5f02\u5316\u6253\u5206&#xff0c;\u7528\u4f60\u81ea\u5df1\u7684\u516c\u5f0f\u5728\u4ee3\u7801\u91cc\u52a0\u6743\u5408\u5e76<\/li>\n<\/ul>\n<p>\u597d\u5904&#xff1a;\u4f18\u5148\u7ea7\u53d8\u4e86\u6539\u4e00\u4e2a\u7cfb\u6570\u5c31\u884c&#xff0c;\u4e0d\u7528\u91cd\u5199 prompt&#xff1b;\u6bcf\u4e2a\u5224\u65ad\u72ec\u7acb\u53ef\u9760&#xff0c;\u6743\u91cd\u5b8c\u5168\u5728\u4f60\u624b\u91cc\u3002\u8fd9\u548c\u7cfb\u5217\u7b2c\u56db\u7bc7 Skill \u7684\u601d\u8def\u5f02\u66f2\u540c\u5de5\u2014\u2014\u786e\u5b9a\u6027\u7684\u4e8b\u4ea4\u7ed9\u4ee3\u7801&#xff0c;\u6a21\u578b\u53ea\u505a\u6700\u5c0f\u7c92\u5ea6\u7684\u5224\u65ad\u3002<\/p>\n<h3>\u56db\u3001\u5b83\u548c LLM \u662f\u4ec0\u4e48\u5173\u7cfb&#xff1a;\u4e0d\u662f\u66ff\u4ee3&#xff0c;\u662f\u642d\u6863<\/h3>\n<p>\u4e00\u53e5\u8bdd\u5206\u5de5&#xff1a;\u9700\u8981\u5199\u5b57\u7684\u627e LLM&#xff0c;\u9700\u8981\u62cd\u677f\u7684\u627e Jev\u3002<\/p>\n<table>\n<tr>\u4efb\u52a1\u7528\u8c01<\/tr>\n<tbody>\n<tr>\n<td>\u5199\u6587\u7ae0\u3001\u5199\u4ee3\u7801\u3001\u603b\u7ed3<\/td>\n<td>LLM&#xff08;\u7cfb\u7edf\u4e8c&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5355\u5206\u7c7b\u3001LLM\/\u5de5\u5177\u8def\u7531\u3001\u5185\u5bb9\u5ba1\u6838<\/td>\n<td>Jev<\/td>\n<\/tr>\n<tr>\n<td>RAG \u91cd\u6392<\/td>\n<td>Jev&#xff08;\u7cfb\u5217\u7b2c\u4e03\u7bc7\u8bb2\u8fc7 rerank&#xff0c;\u8fd9\u91cc\u6709\u4e86\u65b0\u9009\u9879&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>Agent \u62a4\u680f&#xff08;\u7b2c\u4e00\u7bc7\u7684 max_turns \u4e4b\u5916\u518d\u52a0\u4e00\u9053&#xff09;<\/td>\n<td>Jev \u5224\u65ad\u300c\u8fd9\u6b65\u64cd\u4f5c\u5b89\u5168\u5417\u300d<\/td>\n<\/tr>\n<tr>\n<td>\u610f\u56fe\u8bc6\u522b\u540e\u63a5 Function Calling<\/td>\n<td>Jev \u5148\u5206\u8bca&#xff0c;LLM \u518d\u6267\u884c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6ce8\u610f\u5b83\u548c Function Calling \u7684\u533a\u522b&#xff1a;LLM \u7684 Function Calling \u4e5f\u662f\u8fd4\u56de JSON&#xff0c;\u4f46\u90a3\u662f\u751f\u6210\u7684\u6587\u672c&#xff0c;\u6709\u5e7b\u89c9\u98ce\u9669&#xff0c;\u8981\u89e3\u6790\u6821\u9a8c&#xff1b;Jev \u8fd4\u56de\u7684\u662f\u5e26\u7f6e\u4fe1\u5ea6\u7684\u7c7b\u578b\u5316\u503c&#xff0c;\u4e0d\u5b58\u5728\u300c\u7f16\u4e00\u4e2a\u4e0d\u5b58\u5728\u7684\u9009\u9879\u300d\u8fd9\u79cd\u5931\u8d25\u6a21\u5f0f\u3002<\/p>\n<p>\u4ef7\u683c\u4e0a\u4e5f\u5f88\u76f4\u767d&#xff1a;\u6309\u8f93\u5165 token \u8ba1\u8d39&#xff08;\u7ea6 $0.042\/\u767e\u4e07 token&#xff09;&#xff0c;\u8f93\u51fa\u514d\u8d39\u2014\u2014\u56e0\u4e3a\u5b83\u6839\u672c\u6ca1\u6709\u8f93\u51fa\u6587\u672c\u3002<\/p>\n<h3>\u4e94\u3001\u6cfc\u70b9\u51b7\u6c34&#xff1a;\u5b98\u65b9\u5ba3\u4f20\u91cc\u7684\u6c34\u5206<\/h3>\n<p>\u7cfb\u5217\u4e00\u8d2f\u7684\u4f5c\u98ce&#xff0c;\u5ba3\u4f20\u8bdd\u672f\u8981\u8fc7\u6ee4\u7740\u542c&#xff1a;<\/p>\n<li>\u300c\u96f6\u5e7b\u89c9\u300d\u662f\u8425\u9500\u8bf4\u6cd5&#xff1a;\u51c6\u786e\u5730\u8bf4\u5b83\u4e0d\u4f1a\u300c\u81ea\u7531\u53d1\u6325\u7f16\u6587\u672c\u300d&#xff08;\u56e0\u4e3a\u4e0d\u751f\u6210\u6587\u672c&#xff09;&#xff0c;\u4f46\u5224\u65ad\u7167\u6837\u53ef\u80fd\u9519\u2014\u2014\u4e0d\u7136\u8fd4\u56de\u503c\u91cc\u7684 confidence \u662f\u5e72\u4ec0\u4e48\u7528\u7684&#xff1f;<\/li>\n<li>\u52a0\u901f\u6570\u5b57\u6253\u67b6&#xff1a;\u5b98\u65b9\u8bf4\u6bd4 LLM \u5feb 193 \u500d\u3001\u4fbf\u5b9c 444 \u500d&#xff1b;\u7b2c\u4e09\u65b9\u5b9e\u6d4b\u662f 518 \u500d&#xff0c;\u4e14\u67d0\u4e2a\u5bf9\u6bd4\u91cc Gemini \u7cbe\u5ea6\u7565\u9ad8&#xff08;\u53ea\u662f\u8d35 1020 \u500d&#xff09;\u3002\u6570\u5b57\u90fd\u662f\u4efb\u52a1\u76f8\u5173\u7684 benchmark&#xff0c;\u542c\u4e2a\u91cf\u7ea7\u5c31\u597d<\/li>\n<li>\u7248\u672c\u522b\u540d\u4f1a\u53d8&#xff1a;jev-latest \u6307\u5411\u7684\u6a21\u578b\u4f1a\u6084\u6084\u66f4\u65b0&#xff0c;\u7ed3\u679c\u53ef\u80fd\u53d8\u2014\u2014\u5b98\u65b9\u6587\u6863\u81ea\u5df1\u90fd\u5efa\u8bae\u9501\u5b9a\u5177\u4f53\u7248\u672c\u53f7<\/li>\n<li>\u95ed\u6e90\u6258\u7ba1 API&#xff1a;\u6ca1\u6709\u5f00\u6e90\u6743\u91cd&#xff0c;\u4e0d\u80fd\u81ea\u90e8\u7f72&#xff0c;\u6570\u636e\u8981\u51fa\u5883\u7684\u56e2\u961f\u5148\u6382\u91cf<\/li>\n<h3>\u603b\u7ed3<\/h3>\n<table>\n<tr>\u6982\u5ff5\u4e00\u53e5\u8bdd<\/tr>\n<tbody>\n<tr>\n<td>Jev<\/td>\n<td>\u7b2c\u4e00\u4e2a\u300c\u7cfb\u7edf\u4e00\u6a21\u578b\u300d&#xff1a;\u4e0d\u751f\u6210\u6587\u672c&#xff0c;\u53ea\u8fd4\u56de\u7ed3\u6784\u5316\u5224\u65ad<\/td>\n<\/tr>\n<tr>\n<td>\u4e09\u539f\u8bed<\/td>\n<td>Choice&#xff08;\u9009&#xff09;\u3001Score&#xff08;\u6253\u5206&#xff09;\u3001Noul&#xff08;\u771f\u5047&#xff09;&#xff0c;\u6df7\u5728\u4e00\u6b21\u8c03\u7528\u91cc<\/td>\n<\/tr>\n<tr>\n<td>\u8bbe\u8ba1\u54f2\u5b66<\/td>\n<td>\u539f\u5b50\u95ee\u9898&#xff0c;\u4ee3\u7801\u7ec4\u5408\u2014\u2014\u5224\u65ad\u7c92\u5ea6\u6700\u5c0f\u5316&#xff0c;\u6743\u91cd\u5728\u4f60\u624b\u91cc<\/td>\n<\/tr>\n<tr>\n<td>\u4e0e LLM \u5173\u7cfb<\/td>\n<td>\u5199\u5b57\u627e LLM&#xff0c;\u62cd\u677f\u627e 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