{"id":111387,"date":"2026-10-01T02:27:36","date_gmt":"2026-09-30T18:27:36","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/111387.html"},"modified":"2026-10-01T02:27:36","modified_gmt":"2026-09-30T18:27:36","slug":"ai%e5%b7%a5%e7%a8%8bjev-%e5%86%b3%e7%ad%96%e6%a8%a1%e5%9e%8b%e7%ac%ac%e4%ba%8c%e7%af%87%ef%bc%9a%e4%b8%89%e5%8e%9f%e8%af%ad%e3%80%81%e4%b8%80%e6%ac%a1%e5%a4%9a%e9%97%ae%e4%b8%8e%e7%bd%ae%e4%bf%a1","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/111387.html","title":{"rendered":"[AI\u5de5\u7a0b]Jev \u51b3\u7b56\u6a21\u578b\u7b2c\u4e8c\u7bc7\uff1a\u4e09\u539f\u8bed\u3001\u4e00\u6b21\u591a\u95ee\u4e0e\u7f6e\u4fe1\u5ea6\u8def\u7531\uff0c\u4ece Playground \u5230\u80fd\u4e0a\u7ebf\u7684\u4ee3\u7801"},"content":{"rendered":"

💡 \u4e0a\u4e00\u7bc7\u8bb2\u7684\u662f\u5b83\u662f\u4ec0\u4e48，\u8fd9\u4e00\u7bc7\u53ea\u8bb2\u600e\u4e48\u7528\u5b83\u3002\u5b98\u65b9\u7ed9\u7684\u5165\u53e3\u975e\u5e38\u7a84：\u4e00\u4e2a POST https:\/\/api.typesafe.ai\/v1\/systemone，\u8bf7\u6c42\u4f53\u4f60\u53ea\u8981\u7ba1\u4e09\u6837\u2014\u2014state\u3001model\u3001questions；\u8fd4\u56de\u4f53\u53ea\u8981\u7ba1\u4e24\u6837\u2014\u2014answers \u548c usage\u3002\u5269\u4e0b\u7684\u5168\u662f\u5de5\u7a0b\u95ee\u9898\u3002<\/p>\n

\u4f46\u771f\u8981\u628a\u5b83\u653e\u8fdb\u670d\u52a1\u91cc，\u95ee\u9898\u4f1a\u4e00\u4e32\u63a5\u4e00\u4e32\u5192\u51fa\u6765：\u4e00\u6b21\u80fd\u95ee\u51e0\u9053\u9898？\u9898\u76ee\u4e4b\u95f4\u4f1a\u4e0d\u4f1a\u4e92\u76f8\u5f71\u54cd？Choice \u7684\u9009\u9879\u80fd\u5199\u591a\u5c11\u4e2a，Score \u7684\u7b49\u7ea7\u6709\u4e0a\u9650\u5417？confidence 0.78 \u5230\u5e95\u7b97\u9ad8\u8fd8\u662f\u7b97\u4f4e？\u53ea\u8bfb\u64cd\u4f5c\u548c\u653e\u6b3e\u64cd\u4f5c\u7528\u540c\u4e00\u6761\u9608\u503c\u884c\u4e0d\u884c？jev-latest \u54ea\u5929\u6362\u6210\u65b0\u7248\u672c，\u6211\u8c03\u597d\u7684\u9608\u503c\u8fd8\u5728\u4e0d\u5728？<\/p>\n

\u8fd9\u4e9b\u5b98\u65b9\u6587\u6863\u90fd\u7b54\u4e86，\u53ea\u662f\u6563\u5728\u516d\u4e2a\u5730\u65b9：api \u8bb2\u8bf7\u6c42\u4f53，models \u8bb2\u4ef7\u683c\u548c\u9650\u989d，primitives \u8bb2\u4e09\u79cd\u539f\u8bed，confidence \u8bb2\u9608\u503c，patterns \u8bb2\u5957\u8def，cookbooks \u8bb2\u91cd\u6392\u3001function calling \u548c\u62a4\u680f\u3002<\/p>\n

\u9ebb\u70e6\u7684\u5730\u65b9\u4e0d\u5728\u4e8e\u6587\u6863\u5199\u5f97\u5c11，\u800c\u5728\u4e8e\u8fd9\u4e9b\u7b54\u6848\u4e92\u76f8\u7275\u5236：\u53ea\u6309\u8f93\u5165\u8ba1\u8d39\u8fd9\u4e00\u6761\u4f1a\u903c\u4f60\u6539\u5199 state \u7684\u5f62\u6001，state \u585e\u4e86\u4ec0\u4e48\u53c8\u76f4\u63a5\u51b3\u5b9a\u6982\u7387\u5206\u5e03\u957f\u4ec0\u4e48\u6837，\u5206\u5e03\u5f62\u72b6\u6700\u540e\u51b3\u5b9a\u4f60\u7684\u9608\u503c\u6562\u4e0d\u6562\u8ba9\u4ee3\u7801\u81ea\u52a8\u6267\u884c\u3002\u6240\u4ee5\u5355\u770b\u4efb\u4f55\u4e00\u9875\u90fd\u5f97\u4e0d\u51fa"\u80fd\u4e0d\u80fd\u4e0a\u7ebf"\u7684\u7ed3\u8bba\u3002<\/p>\n

\u6240\u4ee5\u8fd9\u4e00\u7bc7\u7eaf\u8bb2\u5b9e\u64cd：\u4e00\u6b21\u8c03\u7528\u7684\u9aa8\u67b6\u957f\u4ec0\u4e48\u6837\u3001\u4e09\u539f\u8bed\u600e\u4e48\u9009\u3001\u4e00\u6b21\u591a\u95ee\u5230\u5e95\u7701\u5728\u54ea\u3001\u7f6e\u4fe1\u5ea6\u600e\u4e48\u5207\u6210\u4e09\u6863，\u4ee5\u53ca\u610f\u56fe\u8def\u7531\u3001\u68c0\u7d22\u91cd\u6392\u3001function calling\u3001LLM \u62a4\u680f\u8fd9\u56db\u4e2a\u5b98\u65b9 pattern \u5404\u81ea\u600e\u4e48\u843d\u5230\u4ee3\u7801\u91cc\u3002\u6536\u76ca\u6570\u5b57\u5168\u90e8\u6807\u6ce8\u6765\u6e90，\u4e0d\u63ba\u6211\u81ea\u5df1\u7684\u5b9e\u9a8c\u7ed3\u679c\u3002 \"jev-in-practice-cover<\/h3>\n

1. \u52a8\u624b\u4e4b\u524d\u5fc5\u987b\u5148\u8bb0\u4f4f\u7684 5 \u4e2a\u6570<\/h3>\n

\u8fd9\u4e00\u7ae0\u56de\u7b54：\u8c03\u7528\u524d\u8981\u9489\u4f4f\u54ea\u51e0\u4e2a\u6570，\u4ee5\u53ca\u4ece\u62ff\u5230 key \u5230\u7b2c\u4e00\u6b21\u8c03\u901a\u6709\u54ea\u4e09\u6761\u8def\u5f84\u3002<\/p>\n

\u8fd9 5 \u4e2a\u6570\u51b3\u5b9a\u4e86\u540e\u9762\u6240\u6709\u8bbe\u8ba1\u5224\u65ad，\u5148\u644a\u6210\u4e00\u5f20\u8868\u3002<\/p>\n\n\u7ef4\u5ea6\u5b98\u65b9\u7ed9\u7684\u6570\u5b83\u7ba1\u4f4f\u4e86\u4ec0\u4e48\u4e0a\u7ebf\u65f6\u600e\u4e48\u5904\u7406<\/tr>\n\n\n\n\n\n\n
\u4ef7\u683c<\/td>\n$42\/Btok，\u5373 $0.042\/Mtok；\u53ea\u6309\u8f93\u5165\u8ba1\u8d39，\u8f93\u51fa token \u514d\u8d39<\/td>\n\u6210\u672c\u53ea\u8ddf"\u5582\u8fdb\u53bb\u591a\u5c11"\u6709\u5173，\u8ddf\u7b54\u6848\u957f\u77ed\u65e0\u5173<\/td>\n\u6309 usage.input_tokens \u8bb0\u8d26，\u4e0d\u8981\u6309\u8c03\u7528\u6b21\u6570\u4f30\u6210\u672c<\/td>\n<\/tr>\n
\u4e0a\u4e0b\u6587\u9884\u7b97<\/td>\n\u6bcf\u8bf7\u6c42 64k（state + \u6240\u6709\u95ee\u9898\u5408\u8ba1）；\u53e6\u6709 32k（state + \u6700\u957f\u7684\u90a3\u4e00\u4e2a\u95ee\u9898）<\/td>\n\u4e24\u628a\u5c3a\u5b50：\u603b\u9884\u7b97\u548c\u5355\u9898\u9884\u7b97<\/td>\n\u957f state \u52a0\u591a\u9898\u65f6\u4e24\u6761\u90fd\u7b97，\u8d85\u54ea\u6761\u780d\u54ea\u8fb9<\/td>\n<\/tr>\n
\u901f\u7387<\/td>\n250,000 tokens\/\u79d2\u30011,200 requests\/\u5206\u949f；\u8d85\u9650\u8fd4\u56de 429<\/td>\n\u4e00\u4e2a\u5361\u4f53\u91cf，\u4e00\u4e2a\u5361\u9891\u6b21<\/td>\n\u9000\u907f + \u961f\u5217\u4e0a\u9650，\u522b\u8ba9\u91cd\u8bd5\u628a\u81ea\u5df1\u6253\u7a7f<\/td>\n<\/tr>\n
\u8f93\u5165\u7c7b\u578b<\/td>\nstring \/ object \/ array，\u4ec5\u6587\u672c，\u4e0d\u63a5\u53d7\u56fe\u7247\u3001\u97f3\u9891\u3001\u89c6\u9891<\/td>\n\u591a\u6a21\u6001\u8fd9\u6761\u7ebf\u73b0\u5728\u4e0d\u5b58\u5728<\/td>\n\u56fe\u7247\u5148\u8f6c\u6210\u7ed3\u6784\u5316\u63cf\u8ff0，\u6216\u8005\u7559\u5728\u4f60\u81ea\u5df1\u7684\u94fe\u8def\u91cc<\/td>\n<\/tr>\n
\u8bed\u8a00<\/td>\n\u82f1\u8bed\u4e3a\u4e3b，CJK \u80fd\u7528\u4f46\u7cbe\u5ea6\u66f4\u4f4e<\/td>\n\u4e2d\u6587\u573a\u666f\u7684\u51c6\u786e\u7387\u4e0a\u9650<\/td>\n\u4e0a\u4e2d\u6587\u524d\u5148\u7528\u81ea\u5bb6\u6570\u636e\u6d4b，\u8def\u7531\u65f6\u683c\u5916\u5173\u6ce8 confidence<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4ef7\u683c\u90a3\u884c\u503c\u5f97\u5355\u72ec\u8bf4\u4e00\u53e5：\u8f93\u51fa\u514d\u8d39\u4e0d\u53ea\u662f\u4fbf\u5b9c，\u5b83\u6539\u53d8\u4e86\u5199\u6cd5\u2014\u2014\u4f60\u4e0d\u5fc5\u518d\u538b\u7f29\u7b54\u6848\u957f\u5ea6\u3001\u4e0d\u5fc5\u5f3a\u5236\u7cbe\u7b80\u8fd4\u56de\u7ed3\u6784，\u751a\u81f3\u53ef\u4ee5\u8ba9\u6bcf\u9053\u9898\u591a\u5e26\u4e00\u6863\u515c\u5e95\u9009\u9879\u800c\u4e0d\u82b1\u94b1\u3002\u7b2c 4 \u7ae0\u7684 fan-out \u6536\u76ca\u548c\u7b2c 6 \u7ae0\u7684\u91cd\u6392\u6253\u5206\u90fd\u5efa\u7acb\u5728\u8fd9\u6761\u4e0a\u3002\u8fd8\u6709\u4e24\u4e2a\u6570\u5f88\u5bb9\u6613\u88ab\u5ffd\u7565\u3002\u9650\u989d\u672c\u8eab\u4e0d\u7a33：\u5b98\u65b9\u660e\u786e\u8b66\u544a\u5f53\u524d\u9700\u6c42\u6781\u5927\u3001\u9650\u989d\u53ef\u80fd\u968f\u65f6\u8c03\u6574，\u66f4\u9ad8\u9650\u989d\u8d70 custom \/ enterprise，\u6240\u4ee5\u522b\u628a 1,200 rpm \u5f53\u6210\u67b6\u6784\u5bb9\u91cf\u5199\u8fdb\u6269\u7f29\u5bb9\u516c\u5f0f，\u8981\u6309"\u968f\u65f6\u53ef\u80fd\u53d8\u5c0f"\u6765\u8bbe\u8ba1\u9000\u907f\u548c\u56de\u843d\u3002\u4e0d\u505a per-tenant \u5fae\u8c03：\u4e0d fine-tune\u3001\u4e0d LoRA，\u6240\u6709\u8d26\u6237\u540c\u4e00\u4efd\u6743\u91cd，\u60f3\u8ba9\u6a21\u578b\u6309\u4f60\u7684\u53e3\u5f84\u5224，\u53ea\u6709 state\u3001instructions\u3001criteria \u4e09\u5904\u5851\u5f62\u5165\u53e3\u2014\u2014\u8fd9\u4e5f\u662f\u540e\u9762\u51e0\u7ae0\u53cd\u590d\u56de\u5230 criteria \u63aa\u8f9e\u7684\u539f\u56e0\u3002<\/p>\n

\u90a3 250k tokens\/\u79d2 \u548c 1,200 rpm \u8c01\u4f1a\u5148\u649e\u4e0a？\u7b80\u5355\u6362\u7b97\u4e00\u4e0b\u5c31\u77e5\u9053（\u524d\u63d0\u53ea\u6709\u5b98\u65b9\u8fd9\u4e24\u4e2a\u6570\u548c\u5b98\u65b9\u793a\u4f8b\u7684 392 input_tokens）：400 token \u91cf\u7ea7\u7684\u77ed\u8bf7\u6c42\u8dd1\u6ee1 1,200 rpm，\u6298\u7b97\u53ea\u6709\u7ea6 8,000 tokens\/\u79d2，\u79bb 250,000 \u5dee\u4e24\u4e2a\u6570\u91cf\u7ea7，\u5148\u649e\u7684\u662f rpm；\u53cd\u8fc7\u6765 state \u5f88\u5927（\u6587\u6863\u7ea7\u8d1f\u8f7d）\u65f6，64k \u4e0a\u9650\u610f\u5473\u7740\u540c\u4e00\u79d2\u6700\u591a\u7ea6 3.9 \u4e2a\u6ee1\u8f7d\u8bf7\u6c42\u5c31\u80fd\u9876\u5230 250k tokens\/\u79d2，\u5148\u649e\u7684\u662f token \u7ebf\u3002\u6240\u4ee5\u77ed\u8bf7\u6c42\u573a\u666f\u8981\u505a\u7684\u662f\u9891\u63a7，\u957f\u6587\u6863\u573a\u666f\u8981\u505a\u7684\u662f\u5e76\u53d1\u95f8\u3002<\/p>\n

\u63a5\u5165\u7684\u4e09\u6761\u8def\u5f84\u5206\u5de5\u662f：Playground \u8bd5\u63aa\u8f9e\u3001\u770b\u8fd4\u56de\u957f\u4ec0\u4e48\u6837 \u2500\u2500> curl \u786e\u8ba4\u9274\u6743\u4e0e\u8bf7\u6c42\u4f53\u5f62\u72b6 \u2500\u2500> SDK \u6216\u88f8 HTTP \u8fdb\u670d\u52a1\u3002Playground \u5728 https:\/\/console.typesafe.ai\/playground，\u767b\u5f55\u5c31\u80fd\u7528：\u628a\u6587\u672c\u7c98\u8fdb\u53bb\u5f53 state，\u52a0\u95ee\u9898，\u591a\u4e2a\u7ed3\u679c\u4e00\u6b21\u6df7\u7740\u770b；API key \u5728 https:\/\/console.typesafe.ai\/keys\u3002Playground \u7701\u6389\u7684\u662f\u63aa\u8f9e\u8fed\u4ee3\u90a3\u4e00\u8f6e\u6210\u672c\u2014\u2014criteria \u600e\u4e48\u5199，\u5728\u6ca1\u770b\u5230\u8fd4\u56de\u7684 probabilities \u4e4b\u524d\u5f88\u96be\u51ed\u7a7a\u8c03\u3002curl \u8fd9\u6761\u5efa\u8bae\u6bcf\u4e2a\u4eba\u5148\u8d70\u4e00\u904d，\u5b83\u80fd\u628a"\u5b98\u65b9\u793a\u4f8b"\u548c"\u6211\u7684\u670d\u52a1"\u4e4b\u95f4\u90a3\u5c42\u58f3\u5265\u6389（key \u4e00\u5f8b\u8d70\u73af\u5883\u53d8\u91cf）：<\/p>\n

curl<\/span> -X<\/span> POST https:\/\/api.typesafe.ai\/v1\/systemone \\\\<\/span>
\n -H<\/span> "Authorization: Bearer $TYPESAFE_API_KEY<\/span>"<\/span> \\\\<\/span>
\n -H<\/span> "Content-Type: application\/json"<\/span> \\\\<\/span>
\n -d<\/span> @- <<<\/span>'EOF'
\n { "state": "Hi, I've been trying to connect my Stripe account for 3 days and the integration keeps failing. I'm losing sales. Please help ASAP.",
\n "model": "jev-latest",
\n "questions": { "urgency": { "type": "noul", "instructions": "Does this message express urgency?" } } }
\nEOF<\/span><\/p>\n

\u8981\u770b\u5f53\u524d\u6709\u54ea\u4e9b\u6a21\u578b，\u5c31 GET https:\/\/api.typesafe.ai\/v1\/models，\u8fd4\u56de name \/ description \/ release_date \u4e09\u4e2a\u5b57\u6bb5\u2014\u2014\u8fd9\u4e09\u4e2a\u5b57\u6bb5\u5c31\u662f\u7248\u672c pin \u7684\u6570\u636e\u6765\u6e90，\u7b2c 7 \u7ae0\u4f1a\u56de\u5230\u8fd9\u91cc\u3002SDK \u8fd9\u6761\u8def\u5f84：pip install typesafe-sdk（\u6216 uv add typesafe-sdk），\u8981\u6c42 Python >= 3.10，\u5ba2\u6237\u7aef\u81ea\u52a8\u8bfb\u73af\u5883\u53d8\u91cf TYPESAFE_API_KEY，\u9ed8\u8ba4\u6a21\u578b jev-latest，\u63d0\u4f9b TypeSafeClient \u548c AsyncTypeSafeClient，\u652f\u6301 context manager；JavaScript \u4fa7\u5305\u540d\u662f @typesafe-ai\/sdk，new TypeSafeClient()，\u5217\u6a21\u578b\u662f await client.models.list()\u3002<\/p>\n

Q1：\u5b98\u65b9 SDK \u53ea\u6709 Python \u548c JavaScript，\u6211\u7684 Go \/ Java \u670d\u52a1\u600e\u4e48\u529e？<\/h5>\n

\u76f4\u63a5\u8c03 HTTP\u3002\u5b98\u65b9 Client SDKs \u9875\u53ea\u5217\u4e86\u8fd9\u4e24\u79cd\u8bed\u8a00，\u4f46\u540c\u4e00\u9875\u539f\u6587\u5199\u660e\u4e5f\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528 HTTP API \u4ece\u4efb\u610f\u8bed\u8a00\u63a5\u5165\u3002SDK \u7684\u589e\u503c\u70b9\u5176\u5b9e\u5c31\u4e24\u6761：\u9ed8\u8ba4\u5904\u7406\u91cd\u8bd5（\u6307\u6570\u9000\u907f），\u4ee5\u53ca\u9075\u5b88 retry-after \u5934\u3002\u81ea\u5df1\u5b9e\u73b0\u7684\u8bdd\u8fd9\u4e24\u6761\u5f97\u8865\u4e0a，\u522b\u53ea\u5199\u4e00\u4e2a RestTemplate \u5c31\u4e0a\u7ebf\u3002<\/p>\n

\n

2. \u4e00\u6b21\u8c03\u7528\u7684\u9aa8\u67b6：state + questions \u8fdb，answers + usage \u51fa<\/h3>\n

\u8fd9\u4e00\u7ae0\u56de\u7b54：\u8bf7\u6c42\u4f53\u548c\u54cd\u5e94\u4f53\u5230\u5e95\u957f\u4ec0\u4e48\u6837，\u95ee\u9898 key \u548c\u7b54\u6848\u662f\u600e\u4e48\u5bf9\u9f50\u7684\u3002<\/p>\n

\u8bf7\u6c42 \u54cd\u5e94
\nstate（string | object | array） \u2500\u2500\u2510 \u250c\u2500\u2500 answers.<\u4f60\u81ea\u5df1\u5b9a\u7684 id>：type + \u7b54\u6848\u5b57\u6bb5 + probabilities + confidence
\nquestions（map<id, Question>） \u2500\u2500\u2518 \u2514\u2500\u2500 model（\u771f\u5b9e\u7248\u672c ID，\u5982 jev-1.13.0） + usage（input_tokens \/ output_tokens）<\/p>\n

\u8bf7\u6c42\u4f53\u9876\u5c42\u4e09\u4e2a\u5b57\u6bb5\u5168\u90e8\u5fc5\u586b：state（string \/ object \/ array，\u8981\u88ab\u5224\u65ad\u7684\u5185\u5bb9）\u3001model（\u5982 jev-latest）\u3001questions（map<\u4f60\u81ea\u5b9a\u7684 id, Question>，id \u53ea\u7528\u6765\u5bf9\u9f50\u7b54\u6848\u3001\u4e0d\u53c2\u4e0e\u63a8\u7406）\u3002\u6bcf\u9053\u9898\u91cc type \u548c instructions \u5fc5\u586b，criteria \u770b\u539f\u8bed：noul \u53ef\u9009\u3001choice \u5fc5\u586b map\u3001score \u5fc5\u586b\u6709\u5e8f\u6570\u7ec4（\u7b2c 3 \u7ae0\u7ec6\u8bb2）\u3002\u5b98\u65b9 quickstart \u7684\u5b8c\u6574\u4f8b\u5b50\u5c31\u662f\u8fd9\u4e00\u5f62\u72b6\u7684\u6700\u597d\u8bf4\u660e（\u4e0b\u9762\u6574\u6bb5\u662f\u5b98\u65b9\u793a\u4f8b，\u5b57\u6bb5\u3001\u53d6\u503c\u3001\u6ce8\u91ca\u4e00\u5f8b\u539f\u6837，\u53ea\u538b\u6389\u4e86\u591a\u4f59\u6298\u884c）：<\/p>\n

from<\/span> typesafe_sdk import<\/span> Choice,<\/span> Noul,<\/span> Score,<\/span> TypeSafeClient<\/p>\n

client =<\/span> TypeSafeClient(<\/span>)<\/span>
\nticket =<\/span> "Hi, I've been trying to connect my Stripe account for 3 days and the integration keeps failing. I'm losing sales. Please help ASAP."<\/span><\/p>\n

response =<\/span> client.<\/span>system_one(<\/span>
\n state=<\/span>ticket,<\/span>
\n questions=<\/span>{<\/span>
\n "department"<\/span>:<\/span> Choice(<\/span>
\n instructions=<\/span>"Which team should handle this"<\/span>,<\/span>
\n criteria=<\/span>{<\/span>"billing"<\/span>:<\/span> "Payment or subscription issues"<\/span>,<\/span>
\n "technical"<\/span>:<\/span> "Bugs or integration problems"<\/span>,<\/span>
\n "sales"<\/span>:<\/span> "Pricing or account questions"<\/span>}<\/span>)<\/span>,<\/span>
\n "frustration"<\/span>:<\/span> Score(<\/span>
\n instructions=<\/span>"How frustrated the customer appears"<\/span>,<\/span>
\n criteria=<\/span>[<\/span>"Calm, just stating facts"<\/span>,<\/span> "Frustrated but civil"<\/span>,<\/span> "Very angry, strong language"<\/span>]<\/span>)<\/span>,<\/span>
\n "is_urgent"<\/span>:<\/span> Noul(<\/span>instructions=<\/span>"The message conveys urgency or time-sensitivity"<\/span>)<\/span>,<\/span>
\n }<\/span>,<\/span>
\n)<\/span><\/p>\n

print<\/span>(<\/span>response.<\/span>answers[<\/span>"department"<\/span>]<\/span>.<\/span>choice)<\/span> # "technical"<\/span>
\nprint<\/span>(<\/span>response.<\/span>answers[<\/span>"frustration"<\/span>]<\/span>.<\/span>score)<\/span> # 1.0<\/span>
\nprint<\/span>(<\/span>response.<\/span>answers[<\/span>"is_urgent"<\/span>]<\/span>.<\/span>noul)<\/span> # 1.0<\/span><\/p>\n

\u5b98\u65b9\u540c\u4e00\u4f8b\u5b50\u7684\u54cd\u5e94\u4f53：<\/p>\n

{<\/span>
\n "model"<\/span>:<\/span> "jev-1.13.0"<\/span>,<\/span>
\n "answers"<\/span>:<\/span> {<\/span>
\n "department"<\/span>:<\/span> {<\/span> "type"<\/span>:<\/span> "choice"<\/span>,<\/span> "choice"<\/span>:<\/span> "technical"<\/span>,<\/span> "confidence"<\/span>:<\/span> 0.78<\/span>,<\/span>
\n "probabilities"<\/span>:<\/span> {<\/span> "technical"<\/span>:<\/span> 0.85<\/span>,<\/span> "sales"<\/span>:<\/span> 0.0<\/span>,<\/span> "billing"<\/span>:<\/span> 0.15<\/span> }<\/span> }<\/span>,<\/span>
\n "frustration"<\/span>:<\/span> {<\/span> "type"<\/span>:<\/span> "score"<\/span>,<\/span> "score"<\/span>:<\/span> 1.0<\/span>,<\/span> "confidence"<\/span>:<\/span> 1.0<\/span>,<\/span>
\n "legend"<\/span>:<\/span> {<\/span> "0"<\/span>:<\/span> "Calm, just stating facts"<\/span>,<\/span> "1"<\/span>:<\/span> "Frustrated but civil"<\/span>,<\/span> "2"<\/span>:<\/span> "Very angry, strong language"<\/span> }<\/span>,<\/span>
\n "probabilities"<\/span>:<\/span> {<\/span> "0"<\/span>:<\/span> 0.0<\/span>,<\/span> "1"<\/span>:<\/span> 1.0<\/span>,<\/span> "2"<\/span>:<\/span> 0.0<\/span> }<\/span> }<\/span>,<\/span>
\n "is_urgent"<\/span>:<\/span> {<\/span> "type"<\/span>:<\/span> "noul"<\/span>,<\/span> "noul"<\/span>:<\/span> 1.0<\/span> }<\/span>
\n }<\/span>,<\/span>
\n "usage"<\/span>:<\/span> {<\/span> "input_tokens"<\/span>:<\/span> 392<\/span>,<\/span> "output_tokens"<\/span>:<\/span> 65<\/span> }<\/span>
\n}<\/span><\/p>\n

\u4e09\u4ef6\u4e8b\u4e00\u773c\u80fd\u8bfb\u51fa\u6765：answers \u7684\u952e\u5c31\u662f\u4f60\u5199\u7684 id；\u6bcf\u6761\u7b54\u6848\u81ea\u5e26 type，\u65b9\u4fbf\u4ee3\u7801\u6309\u7c7b\u578b\u5206\u6d3e；noul \u90a3\u6761\u6ca1\u6709 confidence，\u53ea\u6709 noul \u6570\u503c（\u7b2c 3 \u7ae0\u8bb2\u4e3a\u4ec0\u4e48）\u3002usage \u91cc\u90a3\u4e24\u4e2a\u6570\u662f\u540e\u9762\u6240\u6709\u6210\u672c\u63a8\u5bfc\u7684\u951a\u70b9：\u4e00\u6b21\u4e09\u9898\u8bf7\u6c42，\u8f93\u5165 392\u3001\u8f93\u51fa 65，\u800c\u8f93\u51fa\u8fd9\u4e00\u534a\u4e0d\u6536\u8d39\u3002<\/p>\n

state \u7684\u4e09\u79cd\u5f62\u6001\u5404\u6709\u5206\u5de5，\u5b98\u65b9 concepts\/state \u9875\u7684\u539f\u6587\u53e3\u5f84：string \u653e\u5355\u6761\u6d88\u606f\u3001\u6587\u7ae0\u3001\u6bb5\u843d（"My card was charged twice."）；object \u653e\u547d\u540d\u5b57\u6bb5\u3001\u76f8\u5173\u8bb0\u5f55\u3001\u5e94\u7528\u5f53\u524d\u72b6\u6001（{"message": "My card was charged twice.", "order_id": "A-104"}）；array \u653e\u6d88\u606f\u5e8f\u5217\u3001\u591a\u6761\u8bb0\u5f55（["Hi", "My customer number is TS1337.", "My card was charged twice."]）\u3002\u5b98\u65b9\u5efa\u8bae\u5927\u591a\u6570\u8bf7\u6c42\u7528 object，\u8ba9\u6bcf\u4e00\u90e8\u5206\u6709\u63cf\u8ff0\u6027\u540d\u5b57\u3001\u5173\u7cfb\u6e05\u6670；\u7b80\u5355\u573a\u666f\u624d\u7528 string\u3002\u8fd9\u6761\u5efa\u8bae\u7684\u4ef7\u503c\u4e0d\u5728\u6392\u7248，\u5728\u4e8e\u628a"\u8fd9\u6bb5\u6587\u672c\u662f\u4ec0\u4e48\u89d2\u8272"\u663e\u5f0f\u4ea4\u7ed9\u5224\u65ad\u2014\u2014\u540c\u4e00\u4e2a order_id \u5b57\u6bb5\u540d，\u6bd4\u5728\u81ea\u7136\u8bed\u8a00\u91cc\u63d2\u4e00\u53e5"\u8ba2\u5355\u53f7\u662f A-104"\u66f4\u7a33（\u8fd9\u662f\u6211\u7684\u8bfb\u6cd5，\u5b98\u65b9\u53ea\u7ed9\u4e86"\u5173\u7cfb\u6e05\u6670"\u8fd9\u4e2a\u7406\u7531）\u3002<\/p>\n

\u5b57\u6bb5\u8bbf\u95ee\u65b9\u5f0f，SDK \u4f8b\u5b50\u7ed9\u7684\u662f response.answers["department"].choice；\u5b98\u65b9\u53e6\u4e00\u5904\u8ba1\u6570\u4f8b\u5b50\u91cc\u7684\u5199\u6cd5\u662f result.nouls["item_0"].noul，\u4e5f\u5c31\u662f\u8bf4\u6279\u91cf\u540c\u79cd\u95ee\u9898\u65f6\u7528\u539f\u8bed\u540d\u7684\u590d\u6570\u5bb9\u5668，\u952e\u8fd8\u662f\u4f60\u7684 id\u3002\u5ba2\u6237\u7aef\u521d\u59cb\u5316\u8fd8\u80fd\u76f4\u63a5\u6307\u5b9a\u7248\u672c：TypeSafeClient(model="jev-1.13")\u3002<\/p>\n

Q1：\u95ee\u9898\u7684 key \u4f1a\u4e0d\u4f1a\u5f71\u54cd\u5224\u65ad\u7ed3\u679c？\u4e00\u6b21\u8bf7\u6c42\u80fd\u95ee\u51e0\u9053\u9898\u3001\u80fd\u653e\u56fe\u7247\u5417？<\/h5>\n

key \u4e0d\u4f1a\u5f71\u54cd\u3002\u5b98\u65b9\u660e\u786e\u5199\u4e86：\u95ee\u9898\u7684 id \u4e0d\u4f1a\u9001\u8fdb\u6a21\u578b\u3001\u4e0d\u53c2\u4e0e\u63a8\u7406，\u53ea\u7528\u4e8e\u628a\u56de\u7b54\u5bf9\u9f50\u56de\u4f60\u7684 key\u3002\u6240\u4ee5\u60f3\u5728\u9898\u76ee\u91cc\u8868\u8fbe\u7684\u4e1c\u897f\u53ea\u80fd\u5199\u8fdb instructions \u548c criteria，\u628a\u4e1a\u52a1\u542b\u4e49\u85cf\u5728 id \u540d\u5b57\u91cc\u662f\u65e0\u6548\u7684\u2014\u2014\u8fd9\u662f\u4e2a\u5f88\u5bb9\u6613\u72af\u7684\u9519，\u5c24\u5176\u662f\u4e60\u60ef\u7528\u5b57\u6bb5\u540d\u81ea\u89e3\u91ca\u7684\u540e\u7aef\u540c\u5b66\u3002\u9898\u6570\u6ca1\u6709\u4e0a\u9650，\u5b98\u65b9\u7ed9\u7684\u662f token \u9884\u7b97：\u6bcf\u8bf7\u6c42 64k（state + \u6240\u6709\u95ee\u9898\u5408\u8ba1）\u3001\u53e6\u5916 32k（state + \u6700\u957f\u7684\u90a3\u4e00\u4e2a\u95ee\u9898），\u8bf4\u767d\u4e86\u9898\u6570\u662f\u88ab\u9884\u7b97\u7ba1\u7684，\u4e0d\u662f\u88ab\u914d\u989d\u7ba1\u7684，\u7b2c 4 \u7ae0\u4f1a\u628a\u8fd9\u4e2a\u6362\u7b97\u8bb2\u5b9e\u3002\u56fe\u7247\u3001\u97f3\u9891\u3001\u89c6\u9891\u90fd\u4e0d\u5728\u63a5\u53d7\u8303\u56f4\u91cc，\u4e09\u79cd\u5f62\u6001\u5168\u662f\u6587\u672c\u2014\u2014\u591a\u6a21\u6001\u7684\u6d3b\u8981\u7559\u5728\u4f60\u81ea\u5df1\u7684\u94fe\u8def\u91cc\u505a\u5b8c，\u518d\u628a\u7ed3\u8bba\u4f5c\u4e3a\u6587\u672c\u653e\u8fdb state\u3002<\/p>\n

\n

3. \u4e09\u539f\u8bed\u600e\u4e48\u9009：Noul \/ Choice \/ Score<\/h3>\n

\u8fd9\u4e00\u7ae0\u56de\u7b54：\u4e09\u79cd\u539f\u8bed\u8fd4\u56de\u7684\u5b57\u6bb5\u5dee\u5728\u54ea\u3001\u8c01\u5e26 confidence\u3001\u9009\u9879\u548c\u7b49\u7ea7\u5404\u6709\u591a\u5c11\u4e0a\u9650\u3001instructions \u7684\u7ed3\u6784\u5316\u5199\u6cd5\u600e\u4e48\u7528\u3002<\/p>\n

\u4e00\u5f20\u8868\u9489\u6b7b\u5dee\u5f02（\u8fd9\u5f20\u8868\u5c31\u662f\u9009\u578b\u7684\u5168\u90e8\u4f9d\u636e）：<\/p>\n\n\u539f\u8bed\u5b83\u5728\u56de\u7b54\u4ec0\u4e48criteriacriteria \u5f62\u6001\u4e0a\u9650\u8fd4\u56de\u5b57\u6bb5confidence<\/tr>\n\n\n\n\n
noul<\/td>\n\u67d0\u4ef6\u4e8b\u6210\u4e0d\u6210\u7acb（\u662f \/ \u5426）<\/td>\n\u53ef\u9009<\/td>\n{"true": "…", "false": "…"}，\u5b9a\u4e49"\u662f"\u548c"\u5426"\u5404\u610f\u5473\u7740\u4ec0\u4e48<\/td>\n\u6587\u6863\u672a\u7ed9\u4e0a\u9650<\/td>\n\u53ea\u6709 noul \u4e00\u4e2a\u6570\u503c<\/td>\n\u4e0d\u5e26<\/td>\n<\/tr>\n
choice<\/td>\n\u7ed9\u5b9a\u9009\u9879\u91cc\u54ea\u4e00\u4e2a\u6700\u8d34（\u9009\u9879\u4e4b\u95f4\u6bd4\u8f83）<\/td>\n\u5fc5\u586b<\/td>\n"\u9009\u9879 \u2192 \u5224\u636e\u63cf\u8ff0"\u7684 map，\u67d0\u9009\u9879\u53ef\u4ee5\u7ed9 null<\/td>\n\u6bcf\u4e2a Choice \u6700\u591a 255 \u4e2a\u9009\u9879<\/td>\nchoice + probabilities（\u548c\u4e3a 1）<\/td>\n\u5e26<\/td>\n<\/tr>\n
score<\/td>\n\u843d\u5728\u6709\u5e8f\u6863\u4f4d\u7684\u7b2c\u51e0\u7ea7<\/td>\n\u5fc5\u586b<\/td>\n\u6709\u5e8f\u7b49\u7ea7\u63cf\u8ff0\u6570\u7ec4<\/td>\n\u81f3\u5c11 2 \u7ea7，API \u6700\u591a\u63a5\u53d7 10 \u7ea7<\/td>\nscore + legend + probabilities<\/td>\n\u5e26<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

noul \u7684 criteria \u5b57\u6bb5\u540d\u5c31\u662f "true" \/ "false"，\u5b98\u65b9\u7ed9\u7684\u5f62\u6001\u662f {"true": "Explicitly time-sensitive", "false": "No urgency expressed"}\u3002\u4e0d\u5199\u4e5f\u80fd\u8dd1，\u4f46"\u4ec0\u4e48\u7b97\u5426"\u5c31\u53ea\u80fd\u9760\u6a21\u578b\u731c\u2014\u2014\u5199\u6e05\u695a\u662f\u628a\u53e3\u5f84\u4ece\u6a21\u578b\u4fa7\u642c\u5230\u4f60\u4ee3\u7801\u4fa7\u7684\u4e3b\u8981\u624b\u6bb5\u3002score \u7684\u8fd4\u56de\u91cc\u90a3\u4e2a legend \u628a\u6570\u5b57\u6863\u4f4d\u6620\u5c04\u56de\u4f60\u5199\u7684\u63cf\u8ff0（\u5b98\u65b9\u793a\u4f8b\u54cd\u5e94\u91cc\u5c31\u662f {"0": "Calm, just stating facts", "1": …, "2": …}），\u8fd9\u4e2a\u5b57\u6bb5\u8be5\u8ddf\u7740\u7b54\u6848\u4e00\u8d77\u843d\u5e93，\u5426\u5219\u534a\u5e74\u540e\u4f60\u53ea\u77e5\u9053\u67d0\u6761\u8bb0\u5f55 score \u662f 1.0，\u4e0d\u77e5\u9053 1.0 \u5f53\u65f6\u662f\u54ea\u53e5\u63cf\u8ff0\u2014\u2014\u800c criteria \u662f\u4f1a\u6539\u7684\u3002<\/p>\n

instructions \u9664\u4e86\u5b57\u7b26\u4e32，\u8fd8\u80fd\u7ed9\u5bf9\u8c61，\u7528\u6765\u628a"\u95ee\u9898"\u548c"\u5b83\u8981\u5f15\u7528\u7684\u6570\u636e"\u5206\u5f00\u3002\u5b98\u65b9\u539f\u6587\u793a\u4f8b：<\/p>\n

"instructions"<\/span>:<\/span> {<\/span>
\n "potential_duplicate"<\/span>:<\/span> {<\/span> "name"<\/span>:<\/span> "John Smith"<\/span>,<\/span> "location"<\/span>:<\/span> "Oakland, California"<\/span>,<\/span> "last_employer"<\/span>:<\/span> "Google"<\/span> }<\/span>,<\/span>
\n "question"<\/span>:<\/span> "Is the resume for the same person as `potential_duplicate`?"<\/span>
\n}<\/span><\/p>\n

\u5173\u952e\u662f\u95ee\u9898\u91cc\u90a3\u4e2a\u53cd\u5f15\u53f7\u5305\u4f4f\u7684\u5b57\u6bb5\u540d：potential_duplicate \u5728\u5bf9\u8c61\u91cc\u662f\u6570\u636e，\u5728 question \u91cc\u662f\u4e00\u4e2a\u5f15\u7528\u70b9\u3002\u8bf4\u767d\u4e86，\u8fd9\u662f\u628a"\u5f85\u6bd4\u8f83\u7684\u53e6\u4e00\u6761\u8bb0\u5f55"\u4ece\u6b63\u6587\u91cc\u62ce\u51fa\u6765\u5355\u72ec\u547d\u540d，state \u653e\u4e3b\u5bf9\u8c61，instructions \u653e\u5bf9\u7167\u5bf9\u8c61，\u4e24\u8005\u4e0d\u6df7\u6210\u4e00\u5768\u6587\u672c\u3002<\/p>\n

Choice \u548c Noul \u7b54\u7684\u4e0d\u662f\u540c\u4e00\u4e2a\u95ee\u9898，\u8fd9\u662f\u9009\u578b\u91cc\u6700\u5bb9\u6613\u7cca\u7684\u4e00\u70b9：Choice \u662f\u5019\u9009\u4e4b\u95f4\u4e92\u76f8\u6bd4\u8f83\u3001\u5fc5\u51fa\u4e00\u4e2a\u2014\u2014\u54ea\u6015\u6240\u6709\u9009\u9879\u90fd\u4e0d\u5408\u9002，\u5b83\u4e5f\u4e00\u5b9a\u4f1a\u9009\u4e00\u4e2a；Noul \u662f\u6bcf\u4e2a\u5019\u9009\u5404\u81ea\u5224\u3001\u53ef\u4ee5\u5168\u90e8\u4e3a\u5426\u2014\u2014\u201c\u4e00\u4e2a\u90fd\u4e0d\u63a8\u8350"\u662f\u4e00\u4e2a\u5408\u6cd5\u7ed3\u679c\u3002\u5b98\u65b9 skill suggestion cookbook \u7684\u505a\u6cd5\u628a\u8fd9\u4e24\u8005\u540c\u65f6\u7528\u4e86，\u7406\u7531\u5f88\u6e05\u695a：\u540c\u4e00\u4efd\u5019\u9009\u96c6\u4e0a，Choice \u8d1f\u8d23"\u9009\u54ea\u4e2a\u6280\u80fd\u201d（\u76f8\u5bf9），Noul \u8d1f\u8d23"\u5230\u5e95\u8981\u4e0d\u8981\u63a8\u8350"（\u7edd\u5bf9，\u53ef\u80fd\u5168\u4f4e）\u3002\u53ea\u8981\u4f60\u7684\u573a\u666f\u91cc\u5b58\u5728"\u5b81\u53ef\u4e0d\u7b54"\u8fd9\u4e2a\u9009\u9879，\u5c31\u4e0d\u8981\u53ea\u5199 Choice\u3002\u5b98\u65b9\u56db\u4e2a pattern \u91cc\u8fd8\u6709\u4e00\u6761 composite scoring，\u539f\u6587\u662f \u201cBreak a complex judgment into atomic scores, combine with weights you control in code.\u201d\u2014\u2014\u590d\u6742\u5224\u65ad\u62c6\u6210\u539f\u5b50 Score，\u6743\u91cd\u4e0e\u5408\u6210\u903b\u8f91\u7559\u5728\u4ee3\u7801\u91cc\u3002\u8fd9\u6761\u548c\u4e0a\u4e00\u53e5\u662f\u540c\u4e00\u4e2a\u610f\u601d\u7684\u4e24\u9762：\u6392\u5e8f\u3001\u52a0\u6743\u3001\u9608\u503c\u8fd9\u4e9b\u7b97\u672f，\u5b98\u65b9\u4e00\u5f8b\u4ea4\u7ed9\u4f60\u7684\u4ee3\u7801，\u5b83\u53ea\u8d1f\u8d23\u6bcf\u9898\u7684\u5206\u3002<\/p>\n

Q1：255 \u4e2a\u9009\u9879\u300110 \u4e2a\u7b49\u7ea7，\u662f\u5efa\u8bae\u503c\u8fd8\u662f\u786c\u9650\u5236？<\/h5>\n

\u6309 API \u6821\u9a8c\u7b97\u786c\u9650\u5236：\u5b98\u65b9 api \u9875\u5199\u7684\u662f"\u6bcf\u4e2a Choice \u6700\u591a 255 \u4e2a\u9009\u9879"\u3001\u201cScore \u81f3\u5c11 2 \u7ea7\u3001API \u6700\u591a\u63a5\u53d7 10 \u7ea7\u201d，\u8d85\u51fa\u4f1a\u8d70 422，\u800c\u4e14\u54cd\u5e94 body \u4f1a\u6307\u51fa\u662f\u54ea\u4e2a\u5b57\u6bb5\u4e0d\u5408\u683c\u3002\u6240\u4ee5\u522b\u6307\u671b"\u591a\u585e\u51e0\u4e2a\u6a21\u578b\u4f1a\u81ea\u5df1\u5ffd\u7565"\u3002<\/p>\n

Q2：Score \u7528 Choice \u52a0\u4e2a\u6392\u5e8f\u4e0d\u884c\u5417？<\/h5>\n

\u8bed\u4e49\u4e0d\u4e00\u6837\u3002Choice \u7684 probabilities \u662f\u4e92\u65a5\u9009\u9879\u4e0a\u7684\u5206\u5e03（\u548c\u4e3a 1），Score \u7684 score \u662f\u6982\u7387\u52a0\u6743\u540e\u7684\u6863\u4f4d\u503c，\u53ef\u4ee5\u843d\u5728\u4e24\u7ea7\u4e4b\u95f4（\u5b98\u65b9\u53e3\u5f84），\u4e5f\u5c31\u662f"\u4ecb\u4e8e\u2019\u5e73\u9759\u2019\u548c\u2019\u607c\u706b\u2019\u4e4b\u95f4"\u8fd9\u79cd\u4e2d\u95f4\u6001\u662f\u80fd\u88ab\u8868\u8fbe\u7684，\u800c Choice \u91cc\u6ca1\u6709\u8fd9\u4e2a\u4f4d\u7f6e\u3002\u53cd\u8fc7\u6765，Score \u7684\u6863\u4f4d\u5fc5\u987b\u6709\u5e8f，\u4f60\u8981\u662f\u62ff\u5b83\u88c5"\u90e8\u95e8 \/ \u7c7b\u578b"\u8fd9\u79cd\u65e0\u5e8f\u6807\u7b7e，\u5c31\u7528\u9519\u4e86\u3002\u81f3\u4e8e noul \u4e3a\u4ec0\u4e48\u4e0d\u5e26 confidence：\u5b98\u65b9\u7684 confidence \u662f\u4ece\u6982\u7387\u5206\u5e03\u5f62\u72b6\u7b97\u51fa\u6765\u7684\u7edf\u8ba1\u91cf，\u53ea\u5728 Choice \/ Score \u4e0a\u63d0\u4f9b（\u516c\u5f0f\u5728\u7b2c 5 \u7ae0），\u800c noul \u90a3\u4e2a 0~1 \u6570\u503c\u672c\u8eab\u5c31\u5e26\u5f3a\u5f31\u542b\u4e49\u2014\u2014\u5b98\u65b9\u62a4\u680f cookbook \u5c31\u628a\u5b83\u63cf\u8ff0\u6210"\u6bcf\u7c7b\u5371\u5bb3\u7684\u662f \/ \u5426\u6982\u7387"，\u8981\u8def\u7531\u76f4\u63a5\u5bf9\u5b83\u8bbe\u9608\u503c\u5c31\u884c\u3002<\/p>\n

\n

4. \u4e00\u6b21\u8bf7\u6c42\u95ee\u591a\u4e2a\u95ee\u9898：\u7701\u94b1\u7701\u65f6\u7684\u4e3b\u6218\u573a<\/h3>\n

\u8fd9\u4e00\u7ae0\u56de\u7b54：fan-out \u4e3a\u4ec0\u4e48\u80fd\u7701\u8fd9\u4e48\u591a\u3001\u7701\u7684\u94b1\u5177\u4f53\u4ece\u54ea\u6765\u3001\u4ee5\u53ca\u4ec0\u4e48\u65f6\u5019\u4e0d\u8be5 fan-out\u3002<\/p>\n

\u5b98\u65b9\u7684\u6027\u8d28\u63cf\u8ff0\u662f\u6574\u4e2a\u6210\u672c\u7ed3\u6784\u7684\u5730\u57fa，\u539f\u6587\u662f：\u201cJev ingests the state once and evaluates every question against it in parallel\u201d\u2014\u2014state \u53ea\u541e\u4e00\u6b21，\u6240\u6709\u95ee\u9898\u5e76\u884c\u3001\u76f8\u4e92\u72ec\u7acb\u5730\u5bf9\u5b83\u8bc4\u5206\u3002\u7701\u5728\u54ea\u4e00\u76ee\u4e86\u7136：\u62c6\u6210 13 \u6b21\u8bf7\u6c42\u5c31\u8981\u4ed8 13 \u4efd state \u7684\u8f93\u5165 token \u548c 13 \u6b21\u5f80\u8fd4，\u5408\u6210 1 \u6b21\u8bf7\u6c42\u53ea\u4ed8 1 \u4efd state\u30011 \u6b21\u5f80\u8fd4，13 \u4e2a\u7b54\u6848\u5e76\u884c\u8fd4\u56de\u3002<\/p>\n

\u5b98\u65b9 Parallel questions cookbook \u7684\u5b9e\u6d4b\u7ed3\u679c（\u8fd9\u662f\u5b98\u65b9 cookbook \u81ea\u8ff0\u7684\u5b9e\u6d4b\u7ed3\u8bba，\u4e0d\u662f\u6211\u8dd1\u51fa\u6765\u7684）：\u8d1f\u8f7d\u662f\u4e00\u7bc7\u7ea6 54,000 \u5b57\u7b26\u7684 GDPR \u7ef4\u57fa\u957f\u6587\u52a0 13 \u9053\u9898（8 noul \/ 2 choice \/ 3 score），\u6279\u91cf\u5bf9\u5355\u9898\u5206\u8bf7\u6c42，12.2x \u66f4\u4fbf\u5b9c\u300110.0x \u66f4\u5feb，\u7b54\u6848\u4e0d\u53d8\u3002<\/p>\n

"\u7b54\u6848\u4e0d\u53d8"\u5b98\u65b9\u8bf4\u5f97\u5f88\u5177\u4f53，\u503c\u5f97\u6284\u6210\u4f60\u7684\u56de\u5f52\u5224\u636e：2 \u4e2a Choice\u30013 \u4e2a Score \u548c 8 \u4e2a Noul \u91cc\u7684 6 \u4e2a，\u5728 5 \u6b21\u91cd\u590d\u4e2d\u6570\u503c\u5b8c\u5168\u4e00\u81f4，run-to-run std dev \u6b63\u597d 0.0；\u5269\u4e0b breach_72h \u548c criminal_penalties \u4e24\u9053\u9898\u5e26\u4e00\u70b9\u91c7\u6837\u566a\u58f0，\u4f46\u4e24\u79cd\u6279\u5904\u7406\u7b56\u7565\u4e0b\u566a\u58f0\u540c\u91cf\u7ea7\u3001\u5747\u503c\u843d\u5728\u566a\u58f0\u5185\u3002\u5b98\u65b9\u7ed3\u8bba\u662f\u566a\u58f0\u5c5e\u4e8e\u9898\u76ee\u672c\u8eab，\u4e0d\u662f\u6279\u5904\u7406\u5f15\u5165\u7684\u3002\u8fd8\u6709\u4e00\u4e2a\u53e3\u5f84\u5fc5\u987b\u4e00\u8d77\u8bfb：10.0x \u90a3\u4e2a\u65f6\u5ef6，\u662f\u628a 13 \u6b21\u5355\u9898\u8bf7\u6c42\u7684\u8017\u65f6\u4e32\u8d77\u6765\u52a0\u603b\u5f97\u5230\u7684（\u5b98\u65b9\u539f\u8bdd\u70b9\u660e\u4e86\u8fd9\u70b9）\u3002\u5982\u679c\u4f60\u5e76\u53d1\u6253\u8fd9 13 \u4e2a\u8bf7\u6c42，\u65f6\u5ef6\u5dee\u8ddd\u4f1a\u660e\u663e\u7f29\u5c0f，\u4f46 13x \u7684 token \u8282\u7701\u4e0d\u4f1a\u8ddf\u7740\u7f29\u3002\u6240\u4ee5"\u5feb 10 \u500d"\u80fd\u4e0d\u80fd\u7b97\u8fdb\u4f60\u7684 SLO，\u53d6\u51b3\u4e8e\u4f60\u73b0\u5728\u90a3 13 \u6b21\u8c03\u7528\u662f\u4e32\u884c\u8fd8\u662f\u5e76\u53d1\u2014\u2014\u6210\u672c\u8fd9\u6761\u662f\u786c\u6536\u76ca，\u65f6\u5ef6\u90a3\u6761\u8981\u770b\u4f60\u539f\u6765\u7684\u5199\u6cd5\u3002<\/p>\n

\u4e0b\u9762\u8fd9\u51e0\u6761\u662f\u6211\u6309\u5b98\u65b9\u8ba1\u8d39\u7ed3\u6784\u505a\u7684\u63a8\u7b97，\u524d\u63d0\u90fd\u5199\u51fa\u6765，\u8bfb\u8005\u8bf7\u6309\u81ea\u5df1\u7684 state \u89c4\u6a21\u91cd\u7b97：<\/p>\n

    \n
  • \u5355\u6b21\u6210\u672c\u91cf\u7ea7\u3002\u524d\u63d0：$0.042\/Mtok \u4e14\u53ea\u8ba1\u8f93\u5165；\u5b98\u65b9 quickstart \u4f8b\u5355\u6b21 input_tokens = 392\u3002\u63a8\u5bfc：392 \/ 1e6 \u00d7 0.042 \u2248 1.6e-5 \u7f8e\u5143 \/ \u6b21\u3002<\/li>\n
  • \u8dd1\u6ee1\u9650\u989d\u4e00\u5c0f\u65f6\u591a\u5c11\u94b1\u3002\u524d\u63d0：\u540c\u4e0a，\u4e14\u6bcf\u6b21\u8f93\u5165\u89c4\u6a21\u63a5\u8fd1 400 token\u3002\u63a8\u5bfc：1,200 rpm \u8dd1\u6ee1\u4e00\u5c0f\u65f6\u662f 7.2 \u4e07\u6b21\u8bf7\u6c42，\u8f93\u5165\u7ea6 2.9e7 token，\u6210\u672c\u91cf\u7ea7\u7ea6 1.2 \u7f8e\u5143 \/ \u5c0f\u65f6\u3002\u8fd9\u4e2a\u91cf\u7ea7\u610f\u5473\u7740：\u5728\u8fd9\u4e2a\u6a21\u578b\u4e0a，\u5de5\u7a0b\u6210\u672c（\u91cd\u8bd5\u3001\u9650\u6d41\u3001\u4eba\u5de5\u590d\u6838）\u5927\u6982\u7387\u6bd4 token \u8d26\u5355\u8d35\u3002<\/li>\n
  • 12.2x \u4e3a\u4ec0\u4e48\u4e0d\u662f 13x\u3002\u524d\u63d0：\u5b98\u65b9 cookbook \u662f\u6587\u6863\u4e3b\u5bfc\u8d1f\u8f7d（GDPR \u6587\u7ae0\u7ea6 54,000 \u5b57\u7b26）\u52a0 13 \u4e2a\u95ee\u9898\u3002\u63a8\u5bfc：\u62c6\u6210 13 \u6b21\u8bf7\u6c42\u8981\u628a\u6587\u6863\u7684 token \u4ed8 13 \u6b21，\u6240\u4ee5\u7406\u8bba\u4e0a\u9650\u63a5\u8fd1 13x；\u5b98\u65b9\u5b9e\u6d4b 12.2x，\u5dee\u7684\u7ea6 0.8x \u53ef\u4ee5\u5f52\u56e0\u4e8e"\u95ee\u9898\u81ea\u8eab\u4e5f\u8981\u4ed8\u8f93\u5165 token"\u2014\u2014\u6279\u91cf\u8bf7\u6c42\u91cc 13 \u9053\u9898\u7684\u6587\u672c\u662f\u540c\u65f6\u8fdb\u8f93\u5165\u7684\u3002\u8fd9\u662f\u6211\u6309\u5b98\u65b9\u8ba1\u8d39\u7ed3\u6784\u7684\u63a8\u7b97，\u4e0d\u662f\u5b98\u65b9\u7ed9\u51fa\u7684\u7ed3\u8bba；\u800c\u4e14\u5b83\u53ea\u5728"\u8f93\u51fa\u514d\u8d39"\u8fd9\u4e2a\u7ed3\u6784\u4e0b\u6210\u7acb\u3002<\/li>\n<\/ul>\n

    \u5b98\u65b9 Speculative fan-out pattern \u7684\u539f\u6587\u6b63\u597d\u7ed9\u4e86 fan-out \u7684\u6b63\u786e\u7528\u6cd5：\u201cSend many questions in a single call, including speculative ones, and let your code decide what\u2019s relevant.\u201d\u2014\u2014\u628a\u53ef\u80fd\u7528\u5230\u7684\u5224\u65ad\u4e00\u6b21\u95ee\u5b8c，\u518d\u7531\u4ee3\u7801\u51b3\u5b9a\u8bfb\u54ea\u6761\u7b54\u6848\u3002\u63a5\u7740\u4e0a\u9762\u90a3\u4e2a\u5b98\u65b9\u4f8b\u5b50\u7684\u5f62\u72b6\u52a0\u4e24\u9053\u6295\u673a\u9898（angry \u7684\u53e3\u5f84\u5199\u8fdb criteria\u3001compensation \u662f\u4e00\u9053\u56db\u6863 Score\u3001needs_human \u662f\u5347\u7ea7\u5224\u65ad），\u88c1\u51b3\u4fa7\u5c31\u6210\u4e86\u7eaf\u4ee3\u7801：<\/p>\n

    answers =<\/span> client.<\/span>system_one(<\/span>state=<\/span>ticket,<\/span> questions=<\/span>questions)<\/span>.<\/span>answers # 4 \u9053\u9898\u4e00\u6b21\u95ee\u5b8c<\/span>
    \nif<\/span> answers[<\/span>"angry"<\/span>]<\/span>.<\/span>noul ><\/span> 0.5<\/span>:<\/span>
    \n tier =<\/span> answers[<\/span>"compensation"<\/span>]<\/span>.<\/span>score # \u6295\u673a\u9898：\u53ea\u6709\u89e6\u53d1\u8fd9\u6761\u5206\u652f\u5b83\u624d\u4ea7\u751f\u4e1a\u52a1\u610f\u4e49<\/span>
    \n issue_refund(<\/span>)<\/span> if<\/span> tier >=<\/span> 2.0<\/span> else<\/span> issue_coupon(<\/span>)<\/span>
    \nelif<\/span> answers[<\/span>"department"<\/span>]<\/span>.<\/span>choice ==<\/span> "technical"<\/span>:<\/span>
    \n enqueue_specialist(<\/span>queue=<\/span>"integration"<\/span>)<\/span> # needs_human \u7684\u7b54\u6848\u8eba\u7740\u4e0d\u52a8，\u94b1\u5df2\u7ecf\u4ed8\u8fc7\u4e86<\/span><\/p>\n

    \u5173\u952e\u70b9\u5728\u6700\u540e\u4e00\u884c\u6ce8\u91ca：compensation \u7684 token \u5df2\u7ecf\u5728\u8bf7\u6c42\u91cc\u4ed8\u6389\u4e86，\u4f46\u8bfb\u4e0d\u8bfb\u7531\u4ee3\u7801\u51b3\u5b9a\u3002\u6295\u673a\u9898\u7684\u6210\u672c\u6a21\u578b\u662f"\u82b1\u51e0\u884c\u9898\u76ee\u6587\u672c\u7684\u94b1，\u6362\u6389\u4e00\u6b21\u989d\u5916\u5f80\u8fd4"，\u4e0d\u662f\u514d\u8d39\u7684\u3002\u800c\u9898\u76ee\u4e4b\u95f4\u4e0d\u4f1a\u4e92\u76f8\u5e72\u6270\u2014\u2014\u6240\u6709\u95ee\u9898\u662f\u5e76\u884c\u3001\u76f8\u4e92\u72ec\u7acb\u8bc4\u5206\u7684，\u52a0\u9898\u4e3b\u8981\u52a0\u7684\u662f\u8f93\u5165 token \u800c\u4e0d\u662f\u4e32\u8d77\u6765\u7684\u65f6\u5ef6（\u8fd9\u662f"\u5e76\u884c\u3001\u76f8\u4e92\u72ec\u7acb"\u90a3\u53e5\u7684\u76f4\u63a5\u63a8\u8bba）；\u771f\u6b63\u4f1a\u4e92\u76f8\u5f71\u54cd\u7684\u53ea\u6709\u4e00\u4ef6\u4e8b，\u5b83\u4eec\u548c state \u4e00\u8d77\u6324\u5728\u540c\u4e00\u6761 64k \u9884\u7b97\u91cc\u3002\u4e5f\u522b\u6309\u987a\u5e8f\u53d6\u7b54\u6848：answers \u662f\u6309\u4f60\u81ea\u5b9a\u7684 id \u5bf9\u9f50\u7684\u5bb9\u5668，id \u4e0d\u53c2\u4e0e\u63a8\u7406，\u4e5f\u5c31\u6ca1\u6709\u4efb\u4f55"\u5148\u540e"\u8bed\u4e49，\u5b98\u65b9\u793a\u4f8b\u91cc\u5168\u662f answers["department"] \u8fd9\u79cd\u6309\u952e\u53d6；\u8981\u6309\u9898\u5e8f\u5904\u7406，\u8bf7\u81ea\u5df1\u7ef4\u62a4\u4e00\u4e2a id \u5217\u8868\u3002\u771f\u51fa\u73b0\u53d8\u6162，\u5148\u6000\u7591 250k tokens\/\u79d2 \u90a3\u6761\u7ebf\u88ab\u9876\u5230，\u6216\u8005 429 \u5728\u6084\u6084\u91cd\u8bd5\u2014\u2014\u628a usage.input_tokens \u548c\u72b6\u6001\u7801\u4e00\u8d77\u843d\u5e93\u5c31\u80fd\u533a\u5206\u3002<\/p>\n\n\u573a\u666f\u4e00\u6b21\u591a\u95ee\u5408\u4e0d\u5408\u9002\u539f\u56e0\u5199\u6cd5\u5efa\u8bae<\/tr>\n\n\n\n\n\n\n
    \u5de5\u5355\u5206\u8bca（\u540c\u4e00\u5c01\u4fe1\u8981 5~8 \u4e2a\u5224\u65ad）<\/td>\n\u5408\u9002<\/td>\nstate \u53ea\u541e\u4e00\u6b21，\u591a\u9898\u644a\u8584\u5230\u540c\u4e00\u4efd\u8f93\u5165<\/td>\n\u4e3b\u5224\u65ad + \u6295\u673a\u9898\u653e\u540c\u4e00\u8bf7\u6c42，\u4ee3\u7801\u6309\u5206\u652f\u53d6\u7b54\u6848<\/td>\n<\/tr>\n
    \u68c0\u7d22\u91cd\u6392（N \u4e2a\u5019\u9009）<\/td>\n\u5408\u9002，\u4f46\u8981\u7b97\u94b1<\/td>\n\u6bcf\u4e2a\u5019\u9009\u4e00\u9053 Noul，\u5019\u9009\u6570\u76f4\u63a5\u8fdb\u8f93\u5165 token<\/td>\n\u5148\u7528\u5feb\u53ec\u56de\u628a\u5019\u9009\u7f29\u5230\u51e0\u5341\u4e2a（\u5b98\u65b9 cookbook \u7528\u7684\u5c31\u662f\u6bcf\u67e5\u8be2 30 \u6761）<\/td>\n<\/tr>\n
    \u540e\u4e00\u9898\u4f9d\u8d56\u524d\u4e00\u9898\u7684\u7b54\u6848<\/td>\n\u4e0d\u5408\u9002<\/td>\n\u95ee\u9898\u76f8\u4e92\u72ec\u7acb\u3001\u5e76\u884c\u8bc4\u5206，\u4e00\u6b21\u8bf7\u6c42\u91cc\u505a\u4e0d\u5230\u94fe\u5f0f<\/td>\n\u62c6\u6210\u4e24\u6b21\u8c03\u7528，\u7b2c\u4e00\u6b21\u7684\u5206\u5f53\u7b2c\u4e8c\u6b21\u7684 state \u5b57\u6bb5<\/td>\n<\/tr>\n
    \u5019\u9009\u96c6\u8981\u5728\u8fd0\u884c\u65f6\u624d\u77e5\u9053<\/td>\n\u4e0d\u5408\u9002<\/td>\n\u8bf7\u6c42\u53d1\u51fa\u524d questions \u8fd9\u4e2a map \u5c31\u5f97\u5b9a\u4e0b\u6765<\/td>\n\u5148\u53ec\u56de\u518d\u53d1\u7b2c\u4e8c\u8bf7\u6c42，\u672c\u8d28\u5c31\u662f\u4e0a\u4e00\u884c<\/td>\n<\/tr>\n
    \u8d85\u957f\u6587\u6863 + \u53ea\u8981\u4e00\u4e2a\u5224\u65ad<\/td>\n\u4e00\u822c<\/td>\n\u7701\u7684\u662f\u91cd\u590d state，\u4e0d\u662f\u95ee\u9898\u672c\u8eab<\/td>\n\u5148\u770b 64k \/ 32k \u591f\u4e0d\u591f，\u518d\u8c08 fan-out<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n

    5. \u7f6e\u4fe1\u5ea6\u8def\u7531：\u4e00\u6761\u5730\u677f\u7ebf，\u4e24\u6761\u6267\u884c\u7ebf<\/h3>\n

    \u8fd9\u4e00\u7ae0\u56de\u7b54：confidence \u662f\u600e\u4e48\u7b97\u51fa\u6765\u7684\u3001\u4e09\u6863\u884c\u4e3a\u600e\u4e48\u843d\u5730\u3001\u4e3a\u4ec0\u4e48\u540c\u4e00\u7cfb\u7edf\u91cc\u53ea\u8bfb\u548c\u7834\u574f\u6027\u64cd\u4f5c\u8981\u7528\u4e0d\u540c\u9608\u503c\u3002<\/p>\n

    \u5b98\u65b9\u7684\u4e09\u9009\u9879 demo \u7ed9\u7684\u8fd1\u4f3c\u516c\u5f0f\u662f (3 \u00d7 \u6700\u5927\u6982\u7387 \u2212 1) \/ 2，\u4e00\u822c\u5f0f\u5199\u6210 (n \u00d7 maxP \u2212 1) \/ (n \u2212 1)：\u5168\u90e8\u538b\u529b\u96c6\u4e2d\u5728\u4e00\u4e2a\u9009\u9879\u4e0a\u5f97 1.0，\u5206\u5e03\u8d8a\u5e73\u5747\u8d8a\u4f4e\u3002\u5b83\u662f\u4ece probabilities \u5206\u5e03\u5f62\u72b6\u7b97\u51fa\u7684 0~1 \u7edf\u8ba1\u91cf，\u53ea\u5b58\u5728\u4e8e Choice \/ Score \u4e0a\u3002\u62ff\u5b98\u65b9 quickstart \u7684\u54cd\u5e94\u4f53\u505a\u7eaf\u7b97\u672f\u6838\u5bf9（\u4e0d\u6d89\u53ca\u4efb\u4f55\u8c03\u7528）：department \u7684 probabilities \u662f {technical: 0.85, sales: 0.0, billing: 0.15}，\u4ee3\u8fdb\u516c\u5f0f (3 \u00d7 0.85 \u2212 1) \/ 2 = 0.775，\u56db\u820d\u4e94\u5165\u6b63\u597d\u662f\u54cd\u5e94\u91cc\u7684 0.78；frustration \u7684\u6982\u7387\u5168\u538b\u5728\u4e00\u6863\u4e0a，(3 \u00d7 1 \u2212 1) \/ 2 = 1.0，\u548c\u54cd\u5e94\u91cc\u7684 1.0 \u4e00\u81f4\u3002\u4e5f\u5c31\u662f\u8bf4：confidence \u4e0d\u662f\u6a21\u578b\u81ea\u62a5\u7684"\u5fc3\u60c5"，\u662f\u5206\u5e03\u7684\u51fd\u6570，\u4f60\u80fd\u81ea\u5df1\u590d\u7b97\u3002<\/p>\n

    \u5b98\u65b9\u7ed9\u7684\u4e09\u6863\u5efa\u8bae：<\/p>\n\n\u6863\u4f4d\u5b98\u65b9\u5efa\u8bae\u7684\u884c\u4e3a\u843d\u5230\u4ee3\u7801\u91cc\u5e38\u89c1\u9519\u6cd5<\/tr>\n\n\n\n\n
    \u9ad8\u7f6e\u4fe1<\/td>\n\u81ea\u52a8\u6267\u884c<\/td>\n\u76f4\u63a5\u8fdb\u5206\u652f<\/td>\n\u53ea\u8bfb\u64cd\u4f5c\u4e5f\u52a0\u4e8c\u6b21\u786e\u8ba4，\u628a\u65f6\u5ef6\u82b1\u5728\u4e0d\u9700\u8981\u98ce\u9669\u63a7\u5236\u7684\u5730\u65b9<\/td>\n<\/tr>\n
    \u4e2d\u7f6e\u4fe1<\/td>\n\u8c28\u614e\u63a8\u8fdb：\u8981\u7528\u6237\u786e\u8ba4 \/ \u6807\u8bb0\u590d\u6838 \/ \u8865\u4fe1\u606f<\/td>\n\u8d70\u786e\u8ba4\u94fe\u8def\u6216\u6253 needs_review \u6807<\/td>\n\u5f53\u6210\u9ad8\u7f6e\u4fe1\u76f4\u63a5\u6267\u884c，\u6216\u8005\u5f53\u6210\u4f4e\u7f6e\u4fe1\u5168\u90e8\u8f6c\u4eba\u5de5<\/td>\n<\/tr>\n
    \u4f4e\u7f6e\u4fe1<\/td>\n\u4e0d\u6267\u884c，\u8f6c\u4eba\u5de5\u6216\u6362\u7cfb\u7edf<\/td>\nroute_to_human()，\u5e76\u8bb0\u5f55\u539f\u59cb\u7b54\u6848<\/td>\n\u62ff"\u518d\u95ee\u4e00\u6b21\u6a21\u578b"\u5f53\u964d\u7ea7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u4e3b\u4f8b\u5c31\u7528\u5b98\u65b9 confidence \u9875\u7684\u539f\u6587\u4ee3\u7801（\u4e0b\u9762\u8fd9\u6bb5\u662f\u5b98\u65b9\u793a\u4f8b，\u9010\u884c\u8bb2）：<\/p>\n

    response =<\/span> client.<\/span>system_one(<\/span>
    \n state=<\/span>user_message,<\/span>
    \n questions=<\/span>{<\/span>"action"<\/span>:<\/span> Choice(<\/span>
    \n instructions=<\/span>"What is the user trying to do?"<\/span>,<\/span>
    \n criteria=<\/span>{<\/span>"check_balance"<\/span>:<\/span> "View account balance"<\/span>,<\/span>
    \n "approve_transfer"<\/span>:<\/span> "Approve the pending withdrawal request"<\/span>,<\/span>
    \n "support"<\/span>:<\/span> "Get help with an issue"<\/span>}<\/span>)<\/span>}<\/span>,<\/span>
    \n)<\/span><\/p>\n

    action =<\/span> response.<\/span>answers[<\/span>"action"<\/span>]<\/span>
    \nconfidence =<\/span> action.<\/span>confidence<\/p>\n

    if<\/span> confidence <<\/span> 0.5<\/span>:<\/span>
    \n # Model is genuinely unsure. Don't guess.<\/span>
    \n route_to_human(<\/span>user_message)<\/span>
    \nelif<\/span> action.<\/span>choice ==<\/span> "check_balance"<\/span>:<\/span>
    \n # Low stakes. Showing the wrong screen is recoverable.<\/span>
    \n show_balance(<\/span>account_id)<\/span>
    \nelif<\/span> action.<\/span>choice ==<\/span> "approve_transfer"<\/span>:<\/span>
    \n if<\/span> confidence ><\/span> 0.9<\/span>:<\/span>
    \n # High stakes, high confidence. Proceed with confirmation.<\/span>
    \n confirm_then_execute(<\/span>account_id)<\/span>
    \n else<\/span>:<\/span>
    \n # High stakes, moderate confidence. Verify first.<\/span>
    \n ask_user_to_confirm(<\/span>account_id)<\/span><\/p>\n

    \u8fd9\u6bb5\u7684\u7ed3\u6784\u503c\u5f97\u6284，\u6ce8\u91ca\u503c\u5f97\u9010\u6761\u8bfb：confidence < 0.5 \u662f\u4e00\u6761\u4e0e\u4e1a\u52a1\u65e0\u5173\u7684\u5730\u677f\u7ebf，\u515c\u4f4f"\u6a21\u578b\u81ea\u62a5\u4e0d\u786e\u5b9a"，\u4e0d\u7ba1\u4ec0\u4e48\u64cd\u4f5c\u90fd\u4e0d\u8bb8\u8d8a\u8fc7\u5b83；\u5730\u677f\u7ebf\u4e4b\u4e0a，check_balance \u76f4\u63a5\u6267\u884c（\u9519\u4e86\u5c31\u662f\u770b\u9519\u9875\u9762，\u4ee3\u4ef7\u53ef\u6062\u590d），approve_transfer \u5374\u8fd8\u8981\u518d\u770b\u4e00\u6b21 0.9\u3002\u540c\u4e00\u4e2a confidence\u3001\u540c\u4e00\u4e2a\u7b54\u6848，\u4e24\u6761\u4e0d\u540c\u7684\u95e8\u69db\u2014\u2014\u5b98\u65b9\u90a3\u53e5\u8bdd\u70b9\u5f97\u5f88\u76f4\u767d：\u98ce\u9669\u5bb9\u5fcd\u5ea6\u7531\u4f60\u7684\u4ee3\u7801\u7f16\u7801\u3002\u644a\u6210\u77e9\u9635\u770b\u66f4\u6e05\u695a（\u8fd9\u662f\u6211\u5bf9\u4e0a\u9762\u90a3\u6bb5\u5b98\u65b9\u4ee3\u7801\u7684\u8bfb\u6cd5，\u4e0d\u662f\u5b98\u65b9\u56fe\u8868）：<\/p>\n

    confidence < 0.5 0.5 <= confidence <= 0.9 confidence > 0.9
    \n\u53ea\u8bfb（\u67e5\u4f59\u989d） \u8f6c\u4eba\u5de5 \u76f4\u63a5\u6267\u884c \u76f4\u63a5\u6267\u884c
    \n\u7834\u574f\u6027（\u653e\u6b3e） \u8f6c\u4eba\u5de5 \u8981\u7528\u6237\u786e\u8ba4 \u5e26\u786e\u8ba4\u6267\u884c<\/p>\n

    \u5b98\u65b9\u4e5f\u63d0\u9192\u4e86：\u6b63\u786e\u9608\u503c\u53d6\u51b3\u4e8e\u4f60\u7684\u57df\u548c\u6a21\u578b\u5728\u4f60\u7528\u4f8b\u4e0a\u7684\u8868\u73b0，\u4fdd\u5b88\u8d77\u6b65\u3001\u7528\u81ea\u5df1\u6570\u636e\u6d4b\u3001\u89c2\u5bdf\u540e\u518d\u8c03\u3002\u6240\u4ee5 0.5 \u548c 0.9 \u8fd9\u4e24\u4e2a\u6570\u662f\u793a\u4f8b\u503c，\u522b\u5f53\u63a8\u8350\u503c\u6284\u8fdb\u914d\u7f6e\u4e2d\u5fc3\u3002<\/p>\n

    Q1：\u5b98\u65b9\u90a3\u4e24\u4e2a\u6570（0.5 \/ 0.9）\u80fd\u4e0d\u80fd\u76f4\u63a5\u7528？confidence \u4e00\u76f4\u504f\u4f4e\u53c8\u662f\u600e\u4e48\u56de\u4e8b？<\/h5>\n

    \u9608\u503c：\u80fd\u7528\u6765\u81ea\u7ed3\u6784，\u4e0d\u80fd\u7528\u6765\u81ea\u6570\u503c\u3002\u53ef\u4ee5\u7167\u642c\u7684\u662f"\u4e00\u6761\u5730\u677f\u7ebf + \u6309\u64cd\u4f5c\u98ce\u9669\u5206\u6863"\u8fd9\u4e2a\u5f62\u72b6；\u6570\u5b57\u5fc5\u987b\u81ea\u5df1\u5b9a\u2014\u2014\u5b98\u65b9\u81ea\u5df1\u5c31\u5199\u4e86\u9608\u503c\u53d6\u51b3\u4e8e\u57df\u548c\u8868\u73b0\u3002\u6211\u4f1a\u7528\u5b98\u65b9\u793a\u4f8b\u503c\u8d77\u6b65，\u7136\u540e\u6309 confidence \u5206\u5e03\u62c9\u5f00\u5206\u4f4d\u70b9\u770b\u8bef\u5224\u843d\u5728\u54ea\u3002\u504f\u4f4e\u5219\u6709\u4e24\u79cd\u53ef\u80fd，\u770b probabilities \u800c\u4e0d\u662f\u53ea\u770b confidence \u4e00\u4e2a\u6570\u5c31\u80fd\u5206\u6e05：\u5206\u5e03\u63a5\u8fd1\u5e73\u5766，\u8bf4\u660e\u9898\u76ee\u672c\u8eab\u5728\u4f60\u7684\u5224\u636e\u4e0b\u65e0\u6cd5\u533a\u5206，\u8fd9\u65f6\u5019\u6539 criteria \u7684\u63cf\u8ff0\u6bd4\u8c03\u9608\u503c\u503c\u94b1（\u5851\u5f62\u5165\u53e3\u53ea\u6709 state \/ instructions \/ criteria）；\u5206\u5e03\u5df2\u7ecf\u5f88\u5c16\u4f46\u4e1a\u52a1\u4e0a\u786e\u5b9e\u4e0d\u8be5\u6267\u884c，\u90a3\u662f\u9608\u503c\u8be5\u62ac\u9ad8\u3002\u8fd9\u4e2a\u8c03\u8bd5\u56de\u8def\u7684\u524d\u63d0，\u540c\u6837\u662f\u628a probabilities \u8ddf\u7740\u7b54\u6848\u843d\u5e93\u3002<\/p>\n

    Q2：noul \u6ca1\u6709 confidence，\u8fd9\u7c7b\u9898\u600e\u4e48\u8def\u7531？<\/h5>\n

    \u76f4\u63a5\u7528 noul \u90a3\u4e2a 0~1 \u6570\u503c\u8bbe\u9608\u503c\u3002\u5b98\u65b9\u62a4\u680f cookbook \u5c31\u662f\u8fd9\u4e48\u505a\u7684：\u4e00\u6574\u5957 Noul（\u6bcf\u7c7b\u5371\u5bb3\u7684\u662f \/ \u5426\u6982\u7387）\u52a0\u4e00\u9053 Score（\u7167\u505a\u7684\u5371\u5bb3\u6709\u591a\u91cd），\u7136\u540e\u7531\u4f60\u8bbe\u9608\u503c\u51b3\u5b9a\u653e\u884c\u3001\u9001\u5ba1\u3001\u62e6\u622a\u8fd8\u662f\u8f6c\u5ba2\u670d\u3002\u4e8c\u503c\u9898\u6ca1\u6709"\u5206\u5e03\u5f62\u72b6"\u8fd9\u4e00\u5c42，\u4f46\u5206\u672c\u8eab\u5df2\u7ecf\u53ef\u7528\u3002<\/p>\n

    \n

    6. \u56db\u4e2a\u80fd\u76f4\u63a5\u8fdb\u751f\u4ea7\u7684 pattern<\/h3>\n

    \u8fd9\u4e00\u7ae0\u56de\u7b54：\u610f\u56fe\u8def\u7531\u3001\u68c0\u7d22\u91cd\u6392\u3001function calling\u3001LLM \u62a4\u680f\u5404\u81ea\u7684\u8f93\u5165\u662f\u4ec0\u4e48\u3001\u95ee\u9898\u600e\u4e48\u8bbe\u8ba1\u3001\u4ee3\u7801\u600e\u4e48\u88c1\u51b3\u3002<\/p>\n

    \u6bcf\u4e2a pattern \u90fd\u6309\u540c\u4e09\u6bb5\u8d70：\u8f93\u5165 \u2192 \u95ee\u9898\u8bbe\u8ba1 \u2192 \u4ee3\u7801\u600e\u4e48\u88c1\u51b3\u3002\u8fd9\u4e5f\u662f\u6211\u6838\u5bf9\u5b98\u65b9 patterns \/ cookbooks \u65f6\u7684\u8bfb\u6cd5\u987a\u5e8f\u3002<\/p>\n

    6.1 \u610f\u56fe\u8def\u7531：\u4e09\u6761\u51fa\u8def，\u4e0d\u662f\u53ea\u6709"\u4ea4\u7ed9\u6a21\u578b"<\/h4>\n

    \u5b98\u65b9 patterns \u9875\u539f\u6587：\u201cClassify incoming requests and route each to the optimal handler: deterministic logic, a specialist LLM, or a human.\u201d\u2014\u2014\u6ce8\u610f"optimal handler"\u662f\u4e09\u7c7b，\u4e0d\u662f\u53ea\u628a\u8bf7\u6c42\u4ea4\u7ed9\u53e6\u4e00\u4e2a\u5927\u6a21\u578b\u3002\u94fe\u8def\u5c31\u662f：\u8bf7\u6c42\u8fdb\u6765 \u2500\u2500> Choice \u9009\u54ea\u6761\u8def \u2500\u2500> confidence \u5206\u6863 \u2500\u2500> \u786e\u5b9a\u6027\u903b\u8f91 \/ \u4e13\u5bb6 LLM \/ \u4eba\u5de5\u3002<\/p>\n

    \u95ee\u9898\u8bbe\u8ba1\u4e09\u6761\u8981\u70b9（\u4f9d\u636e\u5b98\u65b9\u793a\u4f8b\u7684\u5199\u6cd5）：criteria \u91cc\u6bcf\u4e2a\u9009\u9879\u5199\u7684\u662f\u5224\u636e\u63cf\u8ff0，\u4e0d\u662f\u6807\u7b7e\u590d\u8bfb（\u5b98\u65b9\u7ed9\u7684\u662f "billing": "Payment or subscription issues"，\u800c\u4e0d\u662f "billing": "billing"）；\u5fc5\u987b\u7559\u4e00\u4e2a\u975e\u4e1a\u52a1\u51fa\u53e3（\u5b98\u65b9\u793a\u4f8b\u91cc\u5c31\u662f support）；\u53ea\u8bfb\u5206\u652f\u548c\u7834\u574f\u6027\u5206\u652f\u8981\u80fd\u5728\u540c\u4e00\u4efd probabilities \u4e0a\u88ab\u533a\u5206\u5f00，\u7b2c 5 \u7ae0\u90a3\u4e2a\u53cc\u9608\u503c\u5c31\u662f\u7ed9\u8fd9\u4e2a\u7528\u7684\u3002\u88c1\u51b3\u4fa7\u5c31\u662f\u7b2c 5 \u7ae0\u90a3\u6bb5\u5b98\u65b9\u4ee3\u7801，\u4e0d\u91cd\u590d\u3002\u8865\u4e00\u6761\u5de5\u7a0b\u7ea6\u675f：\u8def\u7531\u7ed3\u679c\u8981\u8fde probabilities \u4e00\u8d77\u843d\u5e93，\u5426\u5219\u7ebf\u4e0a\u51fa\u73b0"\u8be5\u8d70\u4eba\u5de5\u5374\u8d70\u4e86 LLM"\u8fd9\u7c7b\u4e8b\u6545\u65f6，\u4f60\u65e0\u6cd5\u56de\u6eaf\u5f53\u65f6\u662f\u5206\u5e03\u5e73\u8fd8\u662f\u9608\u503c\u677e\u3002<\/p>\n

    6.2 \u68c0\u7d22\u91cd\u6392：\u5feb\u53ec\u56de\u8d1f\u8d23\u7f29\u5c0f\u96c6\u5408，Jev \u8d1f\u8d23\u9009\u5bf9\u90a3\u4e00\u6761<\/h4>\n

    \u5b98\u65b9\u300aRe-ranking\u300bcookbook \u7684\u8bbe\u5b9a\u548c\u7ed3\u679c（\u5168\u90e8\u4e3a\u5b98\u65b9 cookbook \u7684\u5b9e\u6d4b\u7ed3\u679c）：<\/p>\n\n\u73af\u8282\u5b98\u65b9\u8bbe\u5b9a\u6570\u5b57<\/tr>\n\n\n\n\n\n\n
    \u6570\u636e\u96c6<\/td>\nCLERC \u6cd5\u5f8b\u6570\u636e\u96c6，\u6cd5\u9662\u610f\u89c1\u4e66\u6bb5<\/td>\n3,565 \u6bb5<\/td>\n<\/tr>\n
    \u5feb\u53ec\u56de<\/td>\nBM25，\u4e3a\u6bcf\u4e2a\u67e5\u8be2\u53d6\u5019\u9009<\/td>\n40 \u4e2a\u67e5\u8be2 \u00d7 \u5404 30 \u6761\u5019\u9009<\/td>\n<\/tr>\n
    \u91cd\u6392<\/td>\n\u6bcf\u5019\u9009\u4e00\u9053 Noul，\u4e00\u6b21\u8bf7\u6c42\u95ee\u5b8c<\/td>\n\u6bcf\u67e5\u8be2 30 \u9053\u9898<\/td>\n<\/tr>\n
    top-1 \u547d\u4e2d<\/td>\n\u91cd\u6392\u524d \u2192 \u91cd\u6392\u540e<\/td>\n5% \u2192 18%<\/td>\n<\/tr>\n
    top-10 \u547d\u4e2d<\/td>\n\u91cd\u6392\u524d \u2192 \u91cd\u6392\u540e<\/td>\n38% \u2192 62%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u8981\u70b9\u662f\u5b98\u65b9\u8fd9\u4e2a\u5206\u5de5：\u5feb\u53ec\u56de\u8d1f\u8d23\u7f29\u5c0f\u96c6\u5408，Jev \u8d1f\u8d23\u5728\u5019\u9009\u91cc\u5224\u5bf9\u7684\u90a3\u4e00\u6761\u3002\u8fd9\u91cc\u6709\u4e2a\u8bbe\u8ba1\u9009\u62e9\u503c\u5f97\u5355\u72ec\u770b：\u5b98\u65b9\u660e\u786e\u8bf4\u4e3a\u4ec0\u4e48\u7528 Noul \u800c\u4e0d\u662f Choice\u2014\u2014\u201c\u8981\u5728 30 \u4e2a\u5019\u9009\u91cc\u6392\u5e8f，\u4e00\u4e2a\u975e\u9ed1\u5373\u767d\u7684\u7b54\u6848\u4e0d\u591f\u7528\u201d，\u800c Noul \u8fd4\u56de\u7684\u662f 0~1 \u7684\u6570\u503c，\u8fd9\u4e2a\u6570\u672c\u8eab\u5c31\u662f\u4ee3\u7801\u62ff\u6765\u6392\u5e8f\u7684\u5206\u6570，\u4f60\u4e0d\u9700\u8981\u4e3a\u901a\u7528\u6a21\u578b\u53e6\u9020\u4e00\u5957\u6253\u5206\u6807\u5c3a\u3002\u95ee\u9898\u6a21\u677f\u5b98\u65b9\u7ed9\u7684\u662f\u539f\u6587\u4e00\u53e5 Could this candidate passage be from the cited precedent?，\u9760 criteria \u5b9a\u4e49\u4ec0\u4e48\u7b97\u771f\u3001\u4ec0\u4e48\u7b97\u5047，\u5bf9\u6bcf\u4e2a query-\u5019\u9009\u5bf9\u5957\u540c\u4e00\u53e5\u3002\u90a3\u4e3a\u4ec0\u4e48\u4e0d\u5e72\u8106\u7528 Jev \u505a\u53ec\u56de\u3001\u7701\u6389 BM25？\u56e0\u4e3a 3,565 \u6bb5\u5168\u585e\u8fdb\u4e00\u4e2a\u8bf7\u6c42\u5c31\u9876\u7a7f 64k \u9884\u7b97\u4e86，\u5c31\u7b97\u5207\u6210\u591a\u6b21，\u8f93\u5165 token \u4e5f\u662f\u6309\u6bb5\u843d\u603b\u91cf\u4ed8\u8d39，\u6bd4 BM25 \u4fbf\u5b9c\u5f97\u591a\u7684\u53ec\u56de\u5148\u8dd1\u4e00\u6b21\u624d\u5408\u7406\u2014\u2014\u8fd9\u4e0d\u662f\u504f\u597d，\u662f\u9884\u7b97\u548c\u5355\u4ef7\u7b97\u51fa\u6765\u7684（\u524d\u63d0：\u6bcf\u5019\u9009\u4e00\u9053 Noul + \u53ea\u6309\u8f93\u5165\u8ba1\u8d39）\u3002\u4e5f\u6b63\u56e0\u4e3a\u6bcf\u5019\u9009\u4e00\u9053\u9898，\u5019\u9009\u6570\u76f4\u63a5\u8fdb\u8f93\u5165 token \u8d26\u5355：\u628a 30 \u53d8\u6210 300，\u82b1\u7684\u94b1\u548c\u4e24\u6761\u9884\u7b97\u7ebf\u90fd\u8ddf\u7740\u7ebf\u6027\u53d8\u3002<\/p>\n

    6.3 Function calling：\u4ece\u7c7b\u578b\u6807\u6ce8\u91cc\u62bd\u95ed\u96c6<\/h4>\n

    \u5b98\u65b9 cookbook \u7684\u6bd4\u55bb\u5f88\u597d\u61c2：\u5496\u5561\u5e08\u4e0d\u4f1a\u628a\u4f60\u7684\u8bdd\u539f\u6837\u8bb0\u4e0b\u6765，\u800c\u662f\u5728\u676f\u5b50\u4e0a\u52fe\u56db\u4e2a\u9009\u9879；Jev \u505a\u540c\u6837\u7684\u4e8b\u3002\u505a\u6cd5\u662f\u4ece\u51fd\u6570\u7b7e\u540d\u7684\u7c7b\u578b\u6807\u6ce8\u91cc\u627e\u95ed\u96c6，\u6620\u5c04\u5173\u7cfb（\u5b98\u65b9\u53e3\u5f84）：<\/p>\n\n\u7c7b\u578b\u6807\u6ce8\u751f\u6210\u4ec0\u4e48\u5b98\u65b9\u53eb\u6cd5\u8bf4\u660e<\/tr>\n\n\n\n\n\n
    Literal[…]<\/td>\n\u4e00\u9053 choice \u9898<\/td>\nOne-of<\/td>\n\u6210\u5458\u5c31\u662f\u9009\u9879，\u5224\u636e\u5199\u5728 criteria \u7684\u63cf\u8ff0\u91cc<\/td>\n<\/tr>\n
    list[Literal[…]]<\/td>\n\u4e00\u9053 set \u9898<\/td>\nAny-number<\/td>\n\u4ece\u6210\u5458\u91cc\u6311\u4efb\u610f\u4e2a<\/td>\n<\/tr>\n
    bool<\/td>\n\u4e00\u9053 flag \u9898<\/td>\non \/ off<\/td>\n\u5f00\u5173\u8bed\u4e49<\/td>\n<\/tr>\n
    int\u3001\u81ea\u7531\u6587\u672c\u3001\u6570\u5b57\u3001\u65e5\u671f<\/td>\n\u4e0d\u751f\u6210\u95ee\u9898<\/td>\n\u2014\u2014<\/td>\n\u6cbf\u7528\u51fd\u6570\u9ed8\u8ba4\u503c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5b98\u65b9\u4f8b\u5b50\u89c4\u6a21：10 \u4e2a\u51fd\u6570\u5171 28 \u4e2a\u53ef\u586b\u53c2\u6570\u3002\u53e6\u5916\u8981\u51c6\u5907\u4e00\u4efd spec：\u6bcf\u4e2a\u53c2\u6570\u4e00\u53e5\u95ee\u9898\u3001\u6bcf\u4e2a\u9009\u9879\u4e00\u884c\u63cf\u8ff0\u3001\u6bcf\u4e2a\u51fd\u6570\u4e00\u53e5\u63cf\u8ff0，\u518d\u52a0\u4e00\u9053**\u201c\u5728\u51fd\u6570\u4e4b\u95f4\u9009\u54ea\u4e2a\u201d**\u7684\u9898；\u5b98\u65b9\u660e\u786e\u8bf4\u8fd9\u4efd spec \u53ef\u4ee5\u7531 LLM \u4ece\u7b7e\u540d\u66ff\u4f60\u751f\u6210\u3002\u6309\u4e0a\u9762\u7684\u6620\u5c04，book_meal(dish: Literal["pasta", "risotto", "grilled"], is_spicy: bool, guests: int) \u8fd9\u4e2a\u7b7e\u540d\u62c6\u51fa\u6765\u5c31\u662f\u4e24\u9053\u9898：dish \u8d70 choice（criteria \u91cc\u6bcf\u4e2a\u9009\u9879\u5199\u4e00\u884c\u5224\u636e，\u6bd4\u5982 "grilled": "Names a grilled item, no starch mentioned"）\u3001is_spicy \u8d70 flag，guests \u662f int，\u4e0d\u751f\u6210\u9898\u3001\u6cbf\u7528\u9ed8\u8ba4\u503c\u3002\u6838\u5fc3\u4ef7\u503c\u94fe\u4e00\u53e5\u8bdd：\u8fdb\u5230\u51fd\u6570\u91cc\u7684\u503c\u4e00\u5b9a\u662f\u8be5\u51fd\u6570\u63a5\u53d7\u7684\u5c01\u95ed\u96c6\u6210\u5458\u3002<\/p>\n

    \u5b98\u65b9 date extraction cookbook \u662f\u540c\u4e00\u624b\u6cd5\u7684\u53e6\u4e00\u4e2a\u65b9\u5411\u2014\u2014\u628a\u65e5\u671f\u6bcf\u4e2a\u5206\u91cf\u5f53\u95ed\u96c6\u7528 Choice \u679a\u4e3e（12 \u4e2a\u6708\u30011-31 \u65e5\u3001\u6709\u754c\u5e74\u4efd），\u5e76\u4e14\u663e\u5f0f\u52a0\u4e00\u4e2a"\u672a\u8bf4\u660e"\u9009\u9879，\u4ee3\u7801\u518d\u7ec4\u88c5\u6210\u771f\u65e5\u671f；\u4e4b\u540e\u7684\u5927\u5c0f\u6bd4\u8f83\u3001\u65f6\u957f\u3001\u661f\u671f\u5168\u90e8\u7559\u5728\u4ee3\u7801\u91cc\u3002\u8fd9\u4e2a"\u672a\u8bf4\u660e"\u9009\u9879\u503c\u5f97\u6284：\u5b83\u662f\u628a"\u6a21\u578b\u4e0d\u77e5\u9053"\u548c"\u6587\u672c\u91cc\u6ca1\u8bf4"\u533a\u5206\u5f00\u7684\u552f\u4e00\u529e\u6cd5\u3002<\/p>\n

    6.4 LLM \u62a4\u680f：\u4e3a\u4ec0\u4e48"\u518d\u5957\u4e00\u4e2a LLM \u5f53\u95f8\u95e8"\u4e0d\u5212\u7b97<\/h4>\n

    \u5b98\u65b9\u7684\u8bba\u8bc1\u6709\u4e09\u5c42，\u6bcf\u5c42\u90fd\u633a\u624e\u5fc3：\u5404\u5bb6 LLM \u7684\u5b89\u5168\u7ebf\u4f4d\u7f6e\u4e0d\u540c\u3001\u6bcf\u4e2a\u7248\u672c\u8fd8\u4f1a\u632a；\u800c\u4f60\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd，\u6b63\u597d\u5199\u5728"\u8d8a\u72f1\u8bdd\u672f\u8981\u7ed5\u8fc7\u7684\u90a3\u4e2a\u4f4d\u7f6e"\u4e0a\u2014\u2014\u8fd9\u4e5f\u662f\u62a4\u680f\u4e0d\u80fd\u53ea\u5199\u5728 prompt \u91cc\u7684\u539f\u56e0，\u95f8\u95e8\u548c\u88ab\u4fdd\u62a4\u7684\u4e1c\u897f\u5728\u540c\u4e00\u4e2a\u53ef\u8bf4\u670d\u7684\u7ec4\u4ef6\u91cc\u3002\u81f3\u4e8e\u518d\u653e\u4e00\u4e2a LLM \u5f53\u95f8\u95e8\u2014\u2014\u6bcf\u4e2a\u6765\u56de\u90fd\u8981\u591a\u4ed8\u4e00\u6b21\u5ef6\u8fdf\u548c\u4e00\u6b21\u8c03\u7528，\u800c\u4e14\u5b83\u540c\u6837\u80fd\u88ab\u8bf4\u670d\u3002\u6539\u6cd5（\u5b98\u65b9 cookbook \u7684\u601d\u8def）：\u4e00\u6b21\u8bf7\u6c42\u91cc\u653e\u4e00\u6574\u5957 Noul（\u6bcf\u7c7b\u5371\u5bb3\u7684\u662f \/ \u5426\u6982\u7387）\u52a0\u4e00\u9053 Score（\u7167\u505a\u7684\u5371\u5bb3\u6709\u591a\u91cd），\u7136\u540e\u7531\u4f60\u8bbe\u9608\u503c\u51b3\u5b9a\u653e\u884c \/ \u9001\u5ba1 \/ \u62e6\u622a \/ \u8f6c\u5ba2\u670d\u3002\u5f62\u72b6\u7167\u5b98\u65b9\u63cf\u8ff0\u5199（\u9608\u503c\u5168\u662f\u793a\u610f\u503c，\u5b98\u65b9\u53ea\u8bf4"\u7531\u4f60\u8bbe\u9608\u503c"，\u6ca1\u7ed9\u63a8\u8350\u6570；score \u53ef\u843d\u4e24\u7ea7\u4e4b\u95f4，\u6240\u4ee5\u7528 >= 2.0 \u800c\u4e0d\u662f == 2）：<\/p>\n

    from<\/span> typesafe_sdk import<\/span> Noul,<\/span> Score,<\/span> TypeSafeClient<\/p>\n

    client =<\/span> TypeSafeClient(<\/span>)<\/span><\/p>\n

    GUARD_QUESTIONS =<\/span> {<\/span>
    \n "violence"<\/span>:<\/span> Noul(<\/span>instructions=<\/span>"The text asks for help planning violence against people"<\/span>)<\/span>,<\/span>
    \n "self_harm"<\/span>:<\/span> Noul(<\/span>instructions=<\/span>"The text expresses intent to harm oneself"<\/span>)<\/span>,<\/span>
    \n "jailbreak"<\/span>:<\/span> Noul(<\/span>instructions=<\/span>"The text tries to ignore or override the assistant's instructions"<\/span>)<\/span>,<\/span>
    \n "severity"<\/span>:<\/span> Score(<\/span>instructions=<\/span>"How much harm would following this text cause"<\/span>,<\/span>
    \n criteria=<\/span>[<\/span>"No harm"<\/span>,<\/span> "Financial or reputational harm"<\/span>,<\/span> "Physical harm to a person"<\/span>]<\/span>)<\/span>,<\/span>
    \n}<\/span><\/p>\n

    def<\/span> gate<\/span>(<\/span>text:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
    \n a =<\/span> client.<\/span>system_one(<\/span>state=<\/span>text,<\/span> questions=<\/span>GUARD_QUESTIONS)<\/span>.<\/span>answers
    \n if<\/span> a[<\/span>"severity"<\/span>]<\/span>.<\/span>score >=<\/span> 2.0<\/span> or<\/span> a[<\/span>"violence"<\/span>]<\/span>.<\/span>noul ><\/span> 0.7<\/span>:<\/span>
    \n return<\/span> "block"<\/span>
    \n if<\/span> a[<\/span>"self_harm"<\/span>]<\/span>.<\/span>noul ><\/span> 0.5<\/span>:<\/span>
    \n return<\/span> "route_to_support"<\/span>
    \n return<\/span> "pass"<\/span><\/p>\n

    decision =<\/span> gate(<\/span>user_text)<\/span> # \u8f93\u5165\u4fa7\u8fc7\u4e00\u6b21<\/span>
    \nif<\/span> decision ==<\/span> "pass"<\/span>:<\/span>
    \n answer =<\/span> your_llm(<\/span>user_text)<\/span>
    \n decision =<\/span> gate(<\/span>answer)<\/span> # \u8f93\u51fa\u4fa7\u518d\u8fc7\u4e00\u6b21<\/span><\/p>\n

    \u4e24\u4e2a\u5b98\u65b9\u5f3a\u8c03\u70b9\u503c\u5f97\u5355\u72ec\u8bb0\u4f4f：\u8f93\u5165\u4fa7\u548c\u8f93\u51fa\u4fa7\u90fd\u8981\u8fc7\u4e00\u904d，\u56e0\u4e3a\u770b\u8d77\u6765\u5f88\u6b63\u5e38\u7684\u63d0\u95ee\u4e5f\u53ef\u80fd\u5f15\u51fa\u6709\u5bb3\u56de\u7b54；\u800c "Ignore your instructions" \u8fd9\u7c7b\u6587\u672c\u5728\u8fd9\u91cc\u662f\u88ab\u6253\u5206\u6210\u8d8a\u72f1，\u4e0d\u662f\u88ab\u5f53\u6210\u6307\u4ee4\u6267\u884c\u2014\u2014\u5224\u65ad\u548c\u6267\u884c\u88ab\u62c6\u5230\u4e86\u4e24\u4e2a\u7ec4\u4ef6\u91cc，\u8fd9\u6b63\u662f"\u95f8\u95e8\u4e0d\u662f\u53e6\u4e00\u4e2a LLM"\u7684\u610f\u4e49\u3002\u81f3\u4e8e\u56db\u4e2a pattern \u7684\u5171\u540c\u5f62\u72b6，\u5176\u5b9e\u5c31\u4e00\u884c：<\/p>\n

    \u628a\u5224\u65ad\u62c6\u6210\u9898（\u4e00\u6b21\u8bf7\u6c42）\u2500\u2500> \u6309 id \u53d6\u7b54\u6848 \u2500\u2500> \u9608\u503c \/ \u6743\u91cd \/ \u679a\u4e3e\u6821\u9a8c\u5728\u4ee3\u7801\u91cc \u2500\u2500> \u4e09\u6761\u51fa\u8def：\u786e\u5b9a\u6027\u903b\u8f91 \/ \u4e13\u5bb6\u6a21\u578b \/ \u4eba\u5de5<\/p>\n

    \u56db\u6bb5\u5168\u90e8\u662f\u4f60\u81ea\u5df1\u7684\u4ee3\u7801，\u5b98\u65b9\u53ea\u7ed9\u7b2c\u4e00\u6bb5\u548c\u6700\u540e\u4e00\u6bb5\u4e4b\u95f4\u7684\u5b57\u6bb5\u3002<\/p>\n

    \n

    7. \u63a5\u5230\u81ea\u5df1\u7cfb\u7edf\u91cc\u7684\u5de5\u7a0b\u7ec6\u8282<\/h3>\n

    \u8fd9\u4e00\u7ae0\u56de\u7b54：\u7248\u672c\u600e\u4e48 pin\u3001\u9519\u8bef\u7801\u600e\u4e48\u63a5\u3001state \u600e\u4e48\u7626\u8eab\u3001\u4e2d\u6587\u573a\u666f\u8981\u989d\u5916\u76ef\u4ec0\u4e48\u3001\u4ee5\u53ca\u8ba9\u7f16\u7801\u52a9\u624b\u66ff\u4f60\u5199\u63a5\u5165\u4ee3\u7801\u3002<\/p>\n

    \u7248\u672c\u8fd9\u6761\u6700\u5bb9\u6613\u57cb\u96f7\u3002\u5b98\u65b9\u5f53\u524d\u7684\u6307\u5411\u5173\u7cfb：<\/p>\n\n\u5199\u6cd5\u73b0\u5728\u6307\u5411\u4f1a\u4e0d\u4f1a\u6f02\u8be5\u7528\u5728\u54ea<\/tr>\n\n\n\n\n
    jev-latest<\/td>\njev-1.13.0<\/td>\n\u4f1a，\u65b0\u7248\u672c\u53d1\u5e03\u540e\u522b\u540d\u8ddf\u7740\u8d70<\/td>\n\u63a2\u7d22\u671f\u3001Playground\u3001\u7ebf\u4e0a\u6ca1\u6709\u8c03\u597d\u7684\u9608\u503c<\/td>\n<\/tr>\n
    jev-preview<\/td>\n\u76ee\u524d\u4e5f\u662f jev-1.13.0<\/td>\n\u5b98\u65b9\u6ce8\u660e\u73b0\u5728\u6ca1\u6709\u72ec\u7acb preview \u7248\u672c<\/td>\n\u522b\u628a\u5b83\u5f53"\u5b9e\u9a8c\u7279\u6027\u5f00\u5173"\u7528<\/td>\n<\/tr>\n
    jev-1.13<\/td>\n\u56fa\u5b9a<\/td>\n\u4e0d\u6f02<\/td>\n\u9608\u503c \/ \u8bc4\u4f30\u96c6\u5bf9\u7740\u5b83\u8c03\u51fa\u6765\u7684\u7ebf\u4e0a\u670d\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5b98\u65b9\u5efa\u8bae\u5199\u5f97\u5f88\u76f4\u63a5：\u5982\u679c\u4f60\u7684\u7f6e\u4fe1\u5ea6\u9608\u503c\u662f\u5bf9\u7740\u67d0\u4e2a\u7248\u672c\u8c03\u51fa\u6765\u7684，\u5c31 pin \u7248\u672c ID \u800c\u4e0d\u662f\u522b\u540d，\u5e76\u6309\u81ea\u5df1\u7684\u8282\u594f\u5347\u7ea7；\u540c\u65f6\u54cd\u5e94\u91cc\u7684 model \u5b57\u6bb5\u56de\u7684\u662f\u771f\u5b9e\u7248\u672c（\u5982 jev-1.13.0），\u5e94\u8be5\u843d\u65e5\u5fd7\u3002SDK \u4fa7\u7684\u5199\u6cd5\u662f TypeSafeClient(model="jev-1.13")\u3002\u6211\u5728\u6838\u5bf9\u65f6\u770b\u5230\u4e00\u4e2a\u633a\u80fd\u8bf4\u660e\u95ee\u9898\u7684\u73b0\u8c61：\u5b98\u65b9\u516c\u5f00\u7684 Models \u9875\u5f53\u524d\u5199\u7684\u662f jev-1.13.0，\u800c\u300aParallel questions\u300bcookbook \u7684\u793a\u4f8b\u4ee3\u7801\u91cc pin \u7684\u662f jev-1.12\u2014\u2014\u4e24\u5904\u7248\u672c\u53e3\u5f84\u4e0d\u5b8c\u5168\u4e00\u81f4\u3002\u6211\u4e0d\u5224\u65ad\u54ea\u8fb9\u662f\u5bf9\u7684，\u4f46\u5b83\u6070\u597d\u662f"\u4e3a\u4ec0\u4e48\u8981 pin\u3001\u4e3a\u4ec0\u4e48\u8981\u628a\u54cd\u5e94\u7684 model \u843d\u5e93"\u6700\u73b0\u5b9e\u7684\u7406\u7531：\u6587\u6863\u53e3\u5f84\u90fd\u4e0d\u5b8c\u5168\u540c\u6b65，\u4f60\u7ebf\u4e0a\u6309\u522b\u540d\u8d70，\u51fa\u4e8b\u65f6\u51ed\u4ec0\u4e48\u786e\u5b9a\u5f53\u65f6\u8dd1\u7684\u662f\u54ea\u4e2a\u7248\u672c\u3002\u5224\u65ad\u6807\u51c6\u6211\u6309"\u9608\u503c\u6709\u6ca1\u6709\u5bf9\u7740\u5b83\u8c03\u8fc7"\u6765\u5206：\u8c03\u8fc7\u5c31 pin \u7248\u672c ID，\u6ca1\u8c03\u8fc7（\u63a2\u7d22\u671f\u3001\u5185\u90e8\u5de5\u5177）\u7528 jev-latest \u65e0\u59a8；\u7070\u5ea6\u65f6\u6309 model \u5b57\u6bb5\u5206\u7ec4\u5bf9\u6bd4 confidence \u5206\u5e03，\u6bd4\u770b\u603b\u51c6\u786e\u7387\u66f4\u65e9\u53d1\u73b0\u95ee\u9898（\u8bbe\u8ba1\u5224\u65ad）\u3002<\/p>\n

    \u9519\u8bef\u7801\u56db\u4ef6\u5957：<\/p>\n\n\u72b6\u6001\u7801\u542b\u4e49（\u5b98\u65b9\u53e3\u5f84）\u8be5\u600e\u4e48\u63a5\u6211\u7684\u5904\u7406\u987a\u5e8f<\/tr>\n\n\n\n\n\n
    401<\/td>\nkey \u7f3a\u5931\u6216\u65e0\u6548<\/td>\n\u914d\u7f6e\u95ee\u9898，\u91cd\u8bd5\u65e0\u610f\u4e49<\/td>\n\u542f\u52a8\u65f6\u5c31\u6821\u9a8c\u73af\u5883\u53d8\u91cf，\u5931\u8d25\u522b\u7b49\u9996\u4e2a\u6d41\u91cf<\/td>\n<\/tr>\n
    422<\/td>\n\u8bf7\u6c42\u4f53\u6821\u9a8c\u5931\u8d25，body \u4f1a\u6307\u51fa\u54ea\u4e2a\u5b57\u6bb5<\/td>\n\u4fee\u4ee3\u7801<\/td>\n\u65e5\u5fd7\u91cc\u5b58\u6574\u4e2a body，\u4e0d\u8981\u53ea\u5b58\u72b6\u6001\u7801<\/td>\n<\/tr>\n
    429<\/td>\n\u8d85\u8fc7\u901f\u7387\u9650\u5236<\/td>\n\u9000\u907f\u91cd\u8bd5<\/td>\n\u961f\u5217\u8981\u6709\u4e0a\u9650，\u8d85\u4e86\u5c31\u8d70\u786e\u5b9a\u6027\u8def\u5f84<\/td>\n<\/tr>\n
    529<\/td>\nTypeSafe \u4e34\u65f6\u8fc7\u8f7d<\/td>\n\u7a0d\u540e\u91cd\u8bd5<\/td>\n\u4e0e 429 \u5206\u5f00\u8ba1\u6570，\u4e00\u4e2a\u662f\u4f60\u7684\u91cf，\u4e00\u4e2a\u662f\u5b83\u7684\u91cf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    SDK \u9ed8\u8ba4\u5904\u7406\u91cd\u8bd5（\u6307\u6570\u9000\u907f）\u5e76\u9075\u5b88 retry-after \u5934；\u81ea\u5df1\u5199 HTTP \u7684\u8fd9\u4e24\u6761\u8981\u8865\u3002401 \/ 422 \u5c5e\u4e8e\u8bf7\u6c42\u672c\u8eab\u9519，\u91cd\u8bd5\u53ea\u4f1a\u653e\u5927\u95ee\u9898（\u8fd9\u662f\u6211\u7684\u5224\u65ad，\u5b98\u65b9\u53ea\u8bf4\u4e86 SDK \u4f1a\u91cd\u8bd5\u4e0e\u9075\u5b88 retry-after，\u6ca1\u6709\u6309\u7801\u533a\u5206）\u3002429 \u610f\u5473\u7740\u4f60\u649e\u7684\u662f\u81ea\u5df1\u90a3 1,200 rpm（\u6216 250k tokens\/\u79d2）\u7684\u7ebf，\u800c\u5b98\u65b9\u8fd8\u8b66\u544a\u9650\u989d\u53ef\u80fd\u968f\u65f6\u8c03\u6574，\u6240\u4ee5\u91cd\u8bd5\u961f\u5217\u5fc5\u987b\u6709\u4e0a\u9650；\u4e0a\u9650\u4e4b\u5916\u6309\u5b98\u65b9 intent routing \u7684\u7b2c\u4e00\u6761\u51fa\u8def\u56de\u843d\u786e\u5b9a\u6027\u903b\u8f91，\u800c\u4e0d\u662f\u65e0\u9650\u9000\u907f\u628a\u5de5\u5355\u5806\u5230\u8d85\u65f6\u3002<\/p>\n

    state \u7626\u8eab\u7684\u51e0\u6761\u5b9e\u64cd（\u4f9d\u636e\u5b98\u65b9 state \u5f62\u6001\u5efa\u8bae + \u9884\u7b97\u7ed3\u6784）：\u4f18\u5148 object \u4e14\u53ea\u653e\u5224\u65ad\u9700\u8981\u7684\u5b57\u6bb5，\u7528\u6237\u5386\u53f2\u3001\u9644\u4ef6\u6458\u8981\u3001\u5185\u90e8\u6807\u7b7e\u7559\u5728\u81ea\u5df1\u5e93\u91cc；\u4e24\u628a\u5c3a\u5b50\u90fd\u8981\u7b97，64k \u7ba1 state \u52a0\u6240\u6709\u95ee\u9898\u7684\u603b\u91cf\u300132k \u7ba1 state \u52a0\u6700\u957f\u5355\u9898，\u957f\u6587\u6863\u8d1f\u8f7d\u649e\u7684\u7b2c\u4e8c\u6761\u66f4\u9690\u853d，\u56e0\u4e3a\u5355\u9898\u5199\u957f\u4e86\u540c\u6837\u4f1a\u8d85；\u6295\u673a\u9898\u4e5f\u7b97 state \u4e4b\u5916\u7684\u8f93\u5165，\u4e00\u6b21 fan-out \u91cc\u5341\u51e0\u9053 instructions \u4f1a\u660e\u663e\u63a8\u9ad8 input_tokens，\u8bb0\u8fdb\u65e5\u5fd7\u624d\u80fd\u5f52\u56e0；\u91cd\u6392\u573a\u666f\u91cc\u5019\u9009\u6bb5\u843d\u662f\u7edd\u5bf9\u4e3b\u6210\u672c，\u5148\u538b\u5019\u9009\u6570\u518d\u538b\u9898\u957f\u3002<\/p>\n

    \u4e2d\u6587（CJK）\u573a\u666f\u8981\u989d\u5916\u76ef\u7684：\u5b98\u65b9\u53e3\u5f84\u662f\u82f1\u8bed\u4e3a\u4e3b\u3001CJK \u80fd\u7528\u4f46\u7cbe\u5ea6\u66f4\u4f4e，\u4e0a\u975e\u82f1\u8bed\u8d1f\u8f7d\u524d\u5148\u7528\u81ea\u5bb6\u6570\u636e\u6d4b，\u8def\u7531\u65f6\u683c\u5916\u5173\u6ce8 confidence\u3002\u6211\u4f1a\u8fd9\u4e48\u843d（\u4ee5\u4e0b\u662f\u6211\u7684\u8bbe\u8ba1\u5224\u65ad，\u4e0d\u662f\u5b98\u65b9\u5efa\u8bae）：\u4e2d\u6587\u9608\u503c\u6574\u4f53\u6bd4\u82f1\u6587\u4fdd\u5b88\u8d77\u6b65；Choice \u91cc\u7ed9"\u5176\u4ed6 \/ \u4fe1\u606f\u4e0d\u8db3"\u8fd9\u7c7b\u515c\u5e95\u9009\u9879（\u5b98\u65b9 date extraction \u90a3\u4e2a"\u672a\u8bf4\u660e"\u9009\u9879\u7684\u624b\u6cd5\u4e0e\u8bed\u8a00\u65e0\u5173）；\u7ebf\u4e0a\u6309\u8bed\u8a00\u5206\u7ec4\u770b confidence \u5206\u5e03，\u522b\u8ba9\u4e00\u4e2a\u5e73\u5747\u503c\u628a\u4e24\u7c7b\u6df7\u5728\u4e00\u8d77\u76d6\u4f4f\u3002\u5b98\u65b9\u6587\u6863\u6ca1\u6709\u89c4\u5b9a instructions \u8be5\u7528\u54ea\u79cd\u8bed\u8a00，\u6240\u6709\u5b98\u65b9\u793a\u4f8b\u90fd\u662f\u82f1\u6587，\u4e2d\u6587\u9898\u91cc\u8981\u4e0d\u8981\u5199\u6210\u4e2d\u6587\u6211\u62ff\u4e0d\u5230\u6587\u6863\u7b54\u6848，\u53ea\u80fd\u4f60\u81ea\u5df1\u6d4b\u2014\u2014\u8fd9\u6761\u6211\u660e\u786e\u6807\u4e3a\u672a\u6838\u5b9e\u3002<\/p>\n

    \u6700\u540e\u4e00\u4ef6\u7701\u4e8b\u7684\u4e8b：\u5b98\u65b9\u7ed9\u4e86 agent skill，\u8ba9\u7f16\u7801\u52a9\u624b\u66ff\u4f60\u5199\u63a5\u5165\u4ee3\u7801\u3002Claude Code \u8d70\u63d2\u4ef6\u5e02\u573a claude plugin marketplace add typesafe-ai\/skills \u7136\u540e claude plugin install typesafe@typesafe-ai；\u5176\u4ed6 agent \u7528 npx skills add typesafe-ai\/skills –skill typesafe-ai，\u9ed8\u8ba4\u88c5\u5230\u9879\u76ee\u7ea7，\u52a0 -g \u88c5\u5168\u5c40\u3002\u5b98\u65b9\u8bf4\u660e\u662f：\u88c5\u4e86\u8fd9\u4e2a skill，\u7f16\u7801\u52a9\u624b\u5c31\u80fd\u62ff\u5230 API\u3001primitives\u3001patterns \u7684\u5b8c\u6574\u4e0a\u4e0b\u6587\u6765\u751f\u6210\u6b63\u786e\u4ee3\u7801（SKILL.md \u662f\u516c\u5f00\u6587\u4ef6，\u5728\u5b98\u65b9 skills \u4ed3\u5e93\u91cc）\u3002\u8fd9\u91cc\u8981\u8bf4\u6e05\u695a\u907f\u514d\u8bef\u4f1a：\u672c\u6587\u6240\u6709\u793a\u4f8b\u90fd\u662f\u6211\u4ece\u5b98\u65b9\u6587\u6863\u4e0e cookbook \u539f\u6587\u6539\u5199\u6765\u7684，\u6ca1\u6709\u501f\u52a9\u8fd9\u4e2a skill \u751f\u6210，\u4e5f\u6ca1\u6709\u5b9e\u6d4b\u8fc7\u5b83\u751f\u6210\u7684\u4ee3\u7801\u3002\u4f46\u6309\u5b83\u7684\u5b9a\u4f4d，\u8ba9\u7f16\u7801\u52a9\u624b\u5199\u63a5\u5165\u4ee3\u7801\u65f6\u6302\u4e0a\u5b83，\u6bd4\u8ba9\u5b83\u51ed\u8bb0\u5fc6\u731c\u5b57\u6bb5\u540d\u5b89\u5168\u5f97\u591a\u3002<\/p>\n

    Q1：\u80fd\u4e0d\u80fd\u8ba9\u5b83\u5b66\u6211\u7684\u4e1a\u52a1\u53e3\u5f84？<\/h5>\n

    \u4e0d\u80fd\u5fae\u8c03，\u5b98\u65b9\u660e\u786e\u4e0d fine-tune\u3001\u4e0d LoRA\u3001\u6240\u6709\u8d26\u6237\u540c\u4e00\u4efd\u6743\u91cd\u3002\u4e1a\u52a1\u53e3\u5f84\u53ea\u6709\u4e09\u4e2a\u843d\u70b9：state \u91cc\u653e\u4ec0\u4e48\u5b57\u6bb5\u3001instructions \u600e\u4e48\u95ee\u3001criteria \u6bcf\u6761\u63cf\u8ff0\u600e\u4e48\u5199\u3002\u7b2c 4 \u7ae0\u90a3\u4e2a criteria={"true": …, "false": …} \u548c\u7b2c 3 \u7ae0\u7684\u53cd\u5f15\u53f7\u7ed3\u6784\u5316\u5f15\u7528，\u5c31\u662f\u5168\u90e8\u7684\u53ef\u63a7\u9762\u3002<\/p>\n

    \n

    \u6700\u540e\u603b\u7ed3<\/h3>\n
      \n
    • \u63a5\u5165\u8fd9\u4ef6\u4e8b\u672c\u8eab\u5f88\u5feb：Playground \u8bd5\u63aa\u8f9e\u3001curl \u5b9a\u5f62\u72b6\u3001SDK \u6216\u88f8 HTTP \u8fdb\u670d\u52a1；\u5b98\u65b9 SDK \u53ea\u6709 Python（>= 3.10）\u548c JavaScript，\u5176\u4ed6\u8bed\u8a00\u76f4\u63a5\u8c03 POST https:\/\/api.typesafe.ai\/v1\/systemone，SDK \u7684\u589e\u503c\u662f\u91cd\u8bd5\u6307\u6570\u9000\u907f\u548c\u9075\u5b88 retry-after\u3002<\/li>\n
    • 5 \u4e2a\u6570\u51b3\u5b9a\u67b6\u6784：$0.042\/Mtok \u4e14\u8f93\u51fa\u514d\u8d39\u300164k \u4e0e 32k \u4e24\u628a\u9884\u7b97\u5c3a\u3001250k tokens\/\u79d2 \u4e0e 1,200 rpm\u3001\u53ea\u63a5\u6587\u672c\u3001\u82f1\u8bed\u4e3a\u4e3b CJK \u7cbe\u5ea6\u66f4\u4f4e；\u800c\u4e14\u5b98\u65b9\u81ea\u5df1\u5199\u4e86\u9650\u989d\u53ef\u80fd\u968f\u65f6\u8c03\u6574，\u6240\u4ee5\u5bb9\u91cf\u6309"\u4f1a\u53d8\u5c0f"\u8bbe\u8ba1\u3002<\/li>\n
    • \u4e00\u6b21\u591a\u95ee\u662f\u4e3b\u6218\u573a：\u5b98\u65b9\u53e3\u5f84\u662f state \u53ea\u541e\u4e00\u6b21\u3001\u6240\u6709\u95ee\u9898\u5e76\u884c\u4e14\u76f8\u4e92\u72ec\u7acb，cookbook \u5b9e\u6d4b 12.2x \u66f4\u4fbf\u5b9c\u300110.0x \u66f4\u5feb\u3001\u7b54\u6848\u4e0d\u53d8；12.2x \u548c 13x \u4e4b\u95f4\u90a3 0.8x，\u662f\u95ee\u9898\u81ea\u8eab\u4e5f\u8981\u4ed8\u8f93\u5165 token \u7684\u7ed3\u679c（\u6211\u6309\u5b98\u65b9\u8ba1\u8d39\u7ed3\u6784\u7684\u63a8\u7b97）\u3002\u4f46\u90a3\u4e2a 10.0x \u7684\u524d\u63d0\u662f"\u5355\u9898\u8bf7\u6c42\u4e32\u884c\u53d1"，\u4f60\u539f\u6765\u5c31\u5e76\u53d1\u7684\u8bdd\u65f6\u5ef6\u6536\u76ca\u4f1a\u7f29\u6c34，\u65e0\u6761\u4ef6\u6210\u7acb\u7684\u662f\u6210\u672c\u90a3\u6761\u3002<\/li>\n
    • \u4e09\u539f\u8bed\u7684\u5dee\u522b\u5728\u8fd4\u56de\u5b57\u6bb5，\u4e0d\u5728\u8bed\u4e49\u5305\u88c5：choice \u7ed9\u76f8\u5bf9\u9009\u62e9\u3001score \u7ed9\u7edd\u5bf9\u6863\u4f4d\u4e14\u53ef\u843d\u4e24\u7ea7\u4e4b\u95f4，\u4e24\u8005\u5e26 confidence；noul \u53ea\u6709\u6570\u503c\u3001\u4e0d\u5e26 confidence，\u8def\u7531\u65f6\u76f4\u63a5\u5bf9\u5b83\u8bbe\u9608\u503c\u3002\u53ea\u8981\u573a\u666f\u91cc\u5b58\u5728"\u5b81\u53ef\u4e0d\u7b54"，\u5c31\u4e0d\u8981\u53ea\u5199 Choice\u3002<\/li>\n
    • \u7f6e\u4fe1\u5ea6\u662f\u53ef\u590d\u7b97\u7684\u5206\u5e03\u51fd\u6570：(n \u00d7 maxP \u2212 1) \/ (n \u2212 1) \u80fd\u5bf9\u4e0a\u5b98\u65b9\u54cd\u5e94\u91cc\u7684 0.78 \u548c 1.0；\u8981\u6284\u7684\u662f"\u4e00\u6761\u5730\u677f\u7ebf + \u6309\u64cd\u4f5c\u98ce\u9669\u5206\u6863"\u8fd9\u4e2a\u5f62\u72b6，0.5 \/ 0.9 \u8fd9\u4e24\u4e2a\u6570\u5f97\u81ea\u5df1\u91cd\u5b9a\u3002<\/li>\n
    • \u56db\u4e2a pattern \u7684\u5171\u540c\u5f62\u72b6：\u628a\u5224\u65ad\u62c6\u6210\u9898（\u4e00\u6b21\u8bf7\u6c42）\u2192 \u6309 id \u53d6\u7b54\u6848 \u2192 \u9608\u503c \/ \u6743\u91cd \/ \u679a\u4e3e\u6821\u9a8c\u5168\u5728\u4f60\u4ee3\u7801\u91cc \u2192 \u51fa\u53e3\u4fdd\u7559\u786e\u5b9a\u6027\u903b\u8f91\u3001\u4e13\u5bb6\u6a21\u578b\u3001\u4eba\u5de5\u4e09\u6761\u3002\u62a4\u680f\u8fd9\u6761\u5b98\u65b9\u8bb2\u5f97\u6700\u72e0：\u518d\u5957\u4e00\u4e2a LLM \u5f53\u95f8\u95e8\u8981\u591a\u4ed8\u4e00\u6b21\u5ef6\u8fdf\u4e00\u6b21\u8c03\u7528，\u800c\u4e14\u5b83\u540c\u6837\u80fd\u88ab\u8bf4\u670d\u3002<\/li>\n
    • \u5de5\u7a0b\u7ec6\u8282\u91cc\u6700\u5bb9\u6613\u88ab\u8df3\u8fc7\u7684\u662f\u7248\u672c，\u4e5f\u6700\u4e0d\u8be5\u8df3\u8fc7：\u522b\u540d\u4f1a\u6f02\u3001jev-preview \u73b0\u5728\u5e76\u6ca1\u6709\u72ec\u7acb\u7248\u672c\u3001pin \u7248\u672c ID \u5e76\u628a\u54cd\u5e94 model \u843d\u65e5\u5fd7；\u81f3\u4e8e\u5bf9\u540e\u7aef \/ \u67b6\u6784\u540c\u5b66，\u8fd9\u4e2a\u63a5\u53e3\u771f\u6b63\u7701\u4e0b\u6765\u7684\u4e0d\u662f"\u5c11\u5199 prompt"，\u662f\u628a\u4e00\u6bb5\u975e\u7ed3\u6784\u5316\u5224\u65ad\u6362\u6210\u4e00\u7ec4\u53ef\u843d\u5e93\u3001\u53ef\u7d22\u5f15\u3001\u53ef\u56de\u5f52\u7684\u5b57\u6bb5\u2014\u2014\u4f60\u8981\u5efa\u7684\u8fd8\u662f\u90a3\u4e09\u6837\u8001\u4e1c\u897f：answers \u843d\u5e93\u8868\u3001usage.input_tokens \u7684\u6210\u672c\u5f52\u56e0\u3001429 \/ 529 \u4e4b\u540e\u7684\u786e\u5b9a\u6027\u56de\u843d\u3002<\/li>\n<\/ul>\n

      \u4e00\u53e5\u8bdd\u7ed3\u8bba：\u628a Jev \u5f53\u4e00\u4e2a"\u8fd4\u56de\u5b57\u6bb5\u7684\u63a5\u53e3"\u8bbe\u8ba1，\u5b83\u4f1a\u5f88\u542c\u8bdd；\u628a\u5b83\u5f53\u4e00\u4e2a"\u4f1a\u66ff\u4f60\u51b3\u5b9a\u7684\u670d\u52a1"\u63a5\u8fdb\u4e3b\u5e72，\u4f60\u7f3a\u7684\u4e0d\u662f\u6a21\u578b\u80fd\u529b，\u662f\u9608\u503c\u3001\u56de\u843d\u548c\u65e5\u5fd7\u8fd9\u4e09\u4ef6\u8001\u57fa\u672c\u529f\u3002<\/p>\n

      \u53c2\u8003\u8d44\u6599 & \u81f4\u8c22<\/h3>\n

      [1] Quick start-\u5b98\u65b9\u6587\u6863 [2] API reference-\u5b98\u65b9\u6587\u6863 [3] Models\u3001\u4ef7\u683c\u4e0e\u9650\u989d-\u5b98\u65b9\u6587\u6863 [4] \u4e09\u79cd\u539f\u8bed-\u5b98\u65b9\u6587\u6863 [5] State \u5199\u6cd5-\u5b98\u65b9\u6587\u6863 [6] SDK-\u5b98\u65b9\u6587\u6863 [7] Parallel questions-\u5b98\u65b9 cookbook [8] Speculative fan-out-\u5b98\u65b9 patterns [9] Confidence-\u5b98\u65b9\u6587\u6863 [10] Intent routing-\u5b98\u65b9 patterns [11] Re-ranking-\u5b98\u65b9 cookbook [12] Function calling-\u5b98\u65b9 cookbook [13] Guardrails for LLMs-\u5b98\u65b9 cookbook [14] Agent skill-\u5b98\u65b9\u6587\u6863<\/p>\n","protected":false},"excerpt":{"rendered":"

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      \n\u4f46\u771f\u8981\u628a\u5b83\u653e\u8fdb\u670d\u52a1\u91cc，\u95ee\u9898\u4f1a\u4e00\u4e32\u63a5\u4e00\u4e32\u5192\u51fa\u6765：\u4e00\u6b21\u80fd\u95ee\u51e0\u9053\u9898？\u9898\u76ee\u4e4b<\/p>\n","protected":false},"author":2,"featured_media":111386,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11653,50],"topic":[],"class_list":["post-111387","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-11653","tag-50"],"yoast_head":"\n[AI\u5de5\u7a0b]Jev \u51b3\u7b56\u6a21\u578b\u7b2c\u4e8c\u7bc7\uff1a\u4e09\u539f\u8bed\u3001\u4e00\u6b21\u591a\u95ee\u4e0e\u7f6e\u4fe1\u5ea6\u8def\u7531\uff0c\u4ece Playground \u5230\u80fd\u4e0a\u7ebf\u7684\u4ee3\u7801 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/111387.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"[AI\u5de5\u7a0b]Jev \u51b3\u7b56\u6a21\u578b\u7b2c\u4e8c\u7bc7\uff1a\u4e09\u539f\u8bed\u3001\u4e00\u6b21\u591a\u95ee\u4e0e\u7f6e\u4fe1\u5ea6\u8def\u7531\uff0c\u4ece Playground \u5230\u80fd\u4e0a\u7ebf\u7684\u4ee3\u7801 - 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