{"id":71472,"date":"2026-02-03T20:25:26","date_gmt":"2026-02-03T12:25:26","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/71472.html"},"modified":"2026-02-03T20:25:26","modified_gmt":"2026-02-03T12:25:26","slug":"%e6%94%b6%e8%97%8f%ef%bc%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%bb%8e%e5%85%a5%e9%97%a8%e5%88%b0%e7%b2%be%e9%80%9a%ef%bc%9allm%e3%80%81transformer%e3%80%81agent%e7%ad%89%e6%a0%b8%e5%bf%83%e6%a6%82%e5%bf%b5","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/71472.html","title":{"rendered":"\u6536\u85cf\uff01\u5927\u6a21\u578b\u4ece\u5165\u95e8\u5230\u7cbe\u901a\uff1aLLM\u3001Transformer\u3001Agent\u7b49\u6838\u5fc3\u6982\u5ff5\u5168\u89e3\u6790"},"content":{"rendered":"<p>\u76ee\u5f55<\/p>\n<p>1 LLM (\u5927\u8bed\u8a00\u6a21\u578b)<\/p>\n<p>2 Transformer (\u81ea\u6ce8\u610f\u529b\u673a\u5236)<\/p>\n<p>3 Prompt (\u63d0\u793a\u8bcd)<\/p>\n<p>4 \u7406\u89e3API<\/p>\n<p>5 Function Calling (\u51fd\u6570\u8c03\u7528)<\/p>\n<p>6 Agent (\u667a\u80fd\u4f53)<\/p>\n<p>7 MCP (\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae)<\/p>\n<p>8 A2A (Agent\u901a\u4fe1\u534f\u8bae)<\/p>\n<p>9 \u672a\u6765\u5047\u60f3<\/p>\n<p>\u672c\u6587\u5c3d\u91cf\u7528\u6700\u7b80\u5355\u7684\u65b9\u5f0f, \u5e2e\u8bfb\u8005\u7406\u89e3 LLM, Transformer, Prompt, Function calling, MCP, Agent, A2A \u7b49\u8fd9\u4e9b\u57fa\u672c\u6982\u5ff5\u3002\u8868\u8ff0\u65f6\u4e0d\u8ffd\u6c42\u7edd\u5bf9\u51c6\u786e, \u5c3d\u91cf\u901a\u4fd7\u6613\u61c2\u3002\u90e8\u5206\u5185\u5bb9\u6709\u4e2a\u4eba\u7406\u89e3\u7684\u6210\u4efd, \u5185\u5bb9\u96be\u514d\u758f\u6f0f, \u6b22\u8fce\u6307\u6b63\u3002\u6ce8\u610f: \u672c\u6587\u9700\u8981\u4f60\u6709\u57fa\u672c\u7684\u4ee3\u7801\u9605\u8bfb\u80fd\u529b\u3002\u5f53\u7136\u975e\u5f00\u53d1\u9605\u8bfb\u4e5f\u4e0d\u4f1a\u5f88\u56f0\u96be\u3002<\/p>\n<h2>01 LLM (\u5927\u8bed\u8a00\u6a21\u578b)<\/h2>\n<hr \/>\n<p>\u672c\u8d28\u5c31\u662f\u6587\u5b57\u63a5\u9f99\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122518-6981e92e4291e.png\" alt=\"\" \/><\/p>\n<p>\u628a\u95ee\u9898\u5f53\u6210\u8f93\u5165&#xff0c;\u628a\u5927\u6a21\u578b\u5f53\u6210\u51fd\u6570&#xff0c;\u628a\u56de\u7b54\u5f53\u6210\u8f93\u51fa\u3002<\/p>\n<p>\u5927\u6a21\u578b\u56de\u7b54\u95ee\u9898\u7684\u8fc7\u7a0b&#xff0c;\u5c31\u662f\u4e00\u4e2a\u5faa\u73af\u6267\u884c\u51fd\u6570\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>\u53e6\u5916\u6709\u5fc5\u8981\u4e86\u89e3\u4e00\u4e0b&#xff0c;AI\u6280\u672f\u7206\u53d1\u4e8e2023\u5e74&#xff0c;ChatGPT\u7ecf\u8fc7\u4e86\u51e0\u6b21\u8fed\u4ee3\u624d\u5d2d\u9732\u5934\u89d2\u3002<\/p>\n<ul>\n<li>Transformer\u67b6\u6784\u3002<\/li>\n<li>\u53c2\u6570\u7206\u53d1\u589e\u957f\u3002<\/li>\n<li>\u4eba\u5de5\u5e72\u9884\u5956\u52b1\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p>\u601d\u8003\u9898: \u8bed\u8a00\u80fd\u4ee3\u8868\u667a\u80fd\u5417?<\/p>\n<h2>02 Transformer (\u81ea\u6ce8\u610f\u529b\u673a\u5236)<\/h2>\n<hr \/>\n<p>\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5c31\u662f\u52a8\u6001\u5173\u8054\u4e0a\u4e0b\u6587\u7684\u80fd\u529b\u3002\u5982\u4f55\u5b9e\u73b0\u7684\u5462&#xff1f;<\/p>\n<ul>\n<li>\u6bcf\u4e2a\u5206\u8bcd\u5c31\u662f\u4e00\u4e2a token<\/li>\n<li>\u6bcf\u4e2atoken \u90fd\u6709\u4e00\u4e2a Q, K, V \u5411\u91cf (\u53c2\u6570)\n<ul>\n<li>Q \u662f\u67e5\u8be2\u5411\u91cf<\/li>\n<\/ul>\n<\/li>\n<li>K \u662f\u7ebf\u7d22\u5411\u91cf<\/li>\n<li>V \u662f\u7b54\u6848\u5411\u91cf<\/li>\n<li>\u63a8\u7406\u7684\u8fc7\u7a0b:\n<ul>\n<li>\u5f53\u524dtoken \u7684Q \u4e0e \u524d\u9762\u6240\u6709\u7684 K \u8ba1\u7b97\u6743\u91cd<\/li>\n<\/ul>\n<\/li>\n<li>\u6bcf\u4e2a token \u7684V\u52a0\u6743\u76f8\u52a0\u5f97\u5230\u4e00\u4e2a token\u9884\u6d4b\u503c<\/li>\n<li>\u9009\u62e9 N \u4e2a\u4e0e\u9884\u6d4b\u503c\u6700\u63a5\u8fd1\u7684 token, \u63b7\u9ab0\u5b50\u9009\u62e9<\/li>\n<\/ul>\n<p>\u6700\u7b80\u5316\u793a\u4f8b: \u5c0f\u660e\u5403\u5b8c\u51b0\u6dc7\u6dcb&#xff0c;\u7ed3\u679c &#061;&gt; \u809a\u5b50\u75bc\u3002<\/p>\n<p>\u9996\u5148\u5206\u8bcd\u53ca\u6bcf\u4e2atoken\u7684 Q, K, V\u5411\u91cf\u3002<\/p>\n<table>\n<tr>tokenQ&#xff08;\u67e5\u8be2&#xff09;K&#xff08;\u952e&#xff09;V&#xff08;\u503c&#xff09;\u8bed\u4e49\u89e3\u91ca<\/tr>\n<tbody>\n<tr>\n<td>\u5c0f\u660e<\/td>\n<td>[0.2, 0.3]<\/td>\n<td>[0.5, -0.1]<\/td>\n<td>[0.1, 0.4]<\/td>\n<td>\u4eba\u7269\u4e3b\u4f53<\/td>\n<\/tr>\n<tr>\n<td>\u5403\u5b8c<\/td>\n<td>[-0.4, 0.6]<\/td>\n<td>[0.3, 0.8]<\/td>\n<td>[-0.2, 0.5]<\/td>\n<td>\u52a8\u4f5c&#xff08;\u5403\u5b8c&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u51b0\u6dc7\u6dcb<\/td>\n<td>[0.7, -0.5]<\/td>\n<td>[-0.6, 0.9]<\/td>\n<td>[0.9, -0.3]<\/td>\n<td>\u98df\u7269&#xff08;\u51b7\u996e&#xff0c;\u53ef\u80fd\u81f4\u8179\u6cfb&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u7ed3\u679c<\/td>\n<td>[0.8, 0.2]<\/td>\n<td>[0.2, -0.7]<\/td>\n<td>[0.4, 0.1]<\/td>\n<td>\u7ed3\u679c&#xff08;\u9700\u5173\u8054\u539f\u56e0&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u63a5\u7740\u5f00\u59cb\u63a8\u7406:<\/p>\n<h6>1. \u4f7f\u7528\u6700\u540e\u4e00\u4e2a token \u7684 Q&#xff08;\u201c\u7ed3\u679c\u201d\u7684 Q \u5411\u91cf&#xff09;<\/h6>\n<p>Q_current &#061; [0.8, 0.2]<\/p>\n<h6>2. \u8ba1\u7b97 Q_current \u4e0e\u6240\u6709 K \u7684\u70b9\u79ef&#xff08;\u76f8\u4f3c\u5ea6&#xff09;<\/h6>\n<p>\u70b9\u79ef\u516c\u5f0f&#xff1a;Q\u00b7K &#061; q\u2081k\u2081 &#043; q\u2082k\u2082<\/p>\n<table>\n<tr>TokenK\u5411\u91cf\u70b9\u79ef\u8ba1\u7b97\u7ed3\u679c<\/tr>\n<tbody>\n<tr>\n<td>\u5c0f\u660e<\/td>\n<td>[0.5, -0.1]<\/td>\n<td>0.8 * 0.5 &#043; 0.2*(-0.1) &#061; 0.4 &#8211; 0.02<\/td>\n<td>0.38<\/td>\n<\/tr>\n<tr>\n<td>\u5403\u5b8c<\/td>\n<td>[0.3, 0.8]<\/td>\n<td>0.8 * 0.3 &#043; 0.2 * 0.8 &#061; 0.24 &#043; 0.16<\/td>\n<td>0.4<\/td>\n<\/tr>\n<tr>\n<td>\u51b0\u6dc7\u6dcb<\/td>\n<td>[-0.6, 0.9]<\/td>\n<td>0.8*(-0.6) &#043; 0.2 * 0.9 &#061; -0.48 &#043; 0.18<\/td>\n<td>-0.3<\/td>\n<\/tr>\n<tr>\n<td>\u7ed3\u679c<\/td>\n<td>[0.2, -0.7]<\/td>\n<td>0.8 * 0.2 &#043; 0.2*(-0.7) &#061; 0.16 &#8211; 0.14<\/td>\n<td>0.02<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h6>3. Softmax \u5f52\u4e00\u5316\u5f97\u5230\u6ce8\u610f\u529b\u6743\u91cd<\/h6>\n<p>\u5c06\u70b9\u79ef\u7ed3\u679c\u8f93\u5165 Softmax \u51fd\u6570 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122518-6981e92e86d17.png\" alt=\"\" \/><\/p>\n<table>\n<tr>Token\u70b9\u79ef\u6307\u6570\u503c&#xff08;e^x&#xff09;\u6743\u91cd<\/tr>\n<tbody>\n<tr>\n<td>\u5c0f\u660e<\/td>\n<td>0.38<\/td>\n<td>e^0.38 \u2248 1.46<\/td>\n<td>1.46 \/ 2.74 \u2248 0.53<\/td>\n<\/tr>\n<tr>\n<td>\u5403\u5b8c<\/td>\n<td>0.4<\/td>\n<td>e^0.40 \u2248 1.49<\/td>\n<td>1.49 \/ 2.74 \u2248 0.54<\/td>\n<\/tr>\n<tr>\n<td>\u51b0\u6dc7\u6dcb<\/td>\n<td>-0.3<\/td>\n<td>e^-0.30 \u2248 0.74<\/td>\n<td>0.74 \/ 2.74 \u2248 0.27<\/td>\n<\/tr>\n<tr>\n<td>\u7ed3\u679c<\/td>\n<td>0.02<\/td>\n<td>e^0.02 \u2248 1.02<\/td>\n<td>1.02 \/ 2.74 \u2248 0.37<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>4. \u52a0\u6743\u6c42\u548c V \u5411\u91cf\u751f\u6210\u4e0a\u4e0b\u6587\u5411\u91cf<\/p>\n<p>\u5c06\u6743\u91cd\u4e0e\u5bf9\u5e94 V \u5411\u91cf\u76f8\u4e58\u540e\u76f8\u52a0&#xff1a;<\/p>\n<table>\n<tr>Token\u6743\u91cdV\u5411\u91cf\u52a0\u6743 V \u5411\u91cf<\/tr>\n<tbody>\n<tr>\n<td>\u5c0f\u660e<\/td>\n<td>0.53<\/td>\n<td>[0.1, 0.4]<\/td>\n<td>0.53*[0.1, 0.4] \u2248 [0.053, 0.212]<\/td>\n<\/tr>\n<tr>\n<td>\u5403\u5b8c<\/td>\n<td>0.54<\/td>\n<td>[-0.2, 0.5]<\/td>\n<td>0.54*[-0.2, 0.5] \u2248 [-0.108, 0.27]<\/td>\n<\/tr>\n<tr>\n<td>\u51b0\u6dc7\u6dcb<\/td>\n<td>0.27<\/td>\n<td>[0.9, -0.3]<\/td>\n<td>0.27*[0.9, -0.3] \u2248 [0.243, -0.081]<\/td>\n<\/tr>\n<tr>\n<td>\u7ed3\u679c<\/td>\n<td>0.37<\/td>\n<td>[0.4, 0.1]<\/td>\n<td>0.37*[0.4, 0.1] \u2248 [0.148, 0.037]<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6700\u7ec8\u4e0a\u4e0b\u6587\u5411\u91cf&#xff1a;<\/p>\n<p>[0.053\u22120.108&#043;0.243&#043;0.148,0.212&#043;0.27\u22120.081&#043;0.037]&#061;[0.336,0.438]<\/p>\n<p>5. \u9884\u6d4b\u4e0b\u4e00\u4e2a token<\/p>\n<p>\u6a21\u578b\u5c06\u4e0a\u4e0b\u6587\u5411\u91cf [0.336, 0.438] \u4e0e\u5019\u9009 token \u7684\u5d4c\u5165\u5411\u91cf\u5bf9\u6bd4&#xff1a;<\/p>\n<p>\u5d4c\u5165\u5411\u91cf\u4e0d\u4f5c\u8fc7\u591a\u89e3\u91ca, \u53ea\u8981\u77e5\u9053QKV\u4e09\u4e2a\u5411\u91cf\u53ef\u4ece\u5d4c\u5165\u5411\u91cf\u8ba1\u7b97\u5f97\u5230\u5373\u53ef<\/p>\n<table>\n<tr>\u5019\u9009\u8bcd\u5d4c\u5165\u5411\u91cf\u76f8\u4f3c\u5ea6&#xff08;\u70b9\u79ef&#xff09;\u6982\u7387<\/tr>\n<tbody>\n<tr>\n<td>\u809a\u5b50\u75bc<\/td>\n<td>[0.3, 0.5]<\/td>\n<td>0.336 * 0.3 &#043; 0.438 * 0.5 \u2248 0.101 &#043; 0.219 &#061; 0.320<\/td>\n<td>\u6700\u5927\u6982\u7387&#xff08;\u4f8b\u5982 65%&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5934\u75bc<\/td>\n<td>[0.2, 0.1]<\/td>\n<td>0.336 * 0.2 &#043; 0.438 * 0.1 \u2248 0.067 &#043; 0.044 &#061; 0.111<\/td>\n<td>\u6b21\u4e4b&#xff08;\u4f8b\u5982 20%&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5f00\u5fc3<\/td>\n<td>[-0.5, 0.8]<\/td>\n<td>0.336*(-0.5) &#043; 0.438 * 0.8 \u2248 -0.168 &#043; 0.350 &#061; 0.182<\/td>\n<td>\u8f83\u4f4e&#xff08;\u4f8b\u5982 15%&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6700\u7ec8\u6a21\u578b\u9009\u62e9\u6700\u9ad8\u6982\u7387\u7684 \u201c\u809a\u5b50\u75bc\u201d \u4f5c\u4e3a\u4e0b\u4e00\u4e2a token\u3002<\/p>\n<p>\u6ce8\u610f\u5728\u5b9e\u9645\u573a\u666f\u4e2d&#xff0c;\u9884\u6d4b\u7684\u4e0b\u4e00\u4e2atoken\u662f\u4e0d\u786e\u5b9a\u7684&#xff0c;\u662f\u56e0\u4e3a\u6709\u4e00\u4e2a\u63b7\u9ab0\u5b50\u7684\u64cd\u4f5c&#xff0c;\u5927\u6a21\u578b\u4f1a\u5728\u6982\u7387\u6700\u5927\u7684\u51e0\u4e2atoken\u4e2d\u968f\u673a\u6311\u9009\u4e00\u4e2a\u4f5c\u4e3a\u6700\u7ec8\u8f93\u51fa\u3002<\/p>\n<h2>03 Prompt (\u63d0\u793a\u8bcd)<\/h2>\n<hr \/>\n<p>\u5bf9\u4e8e\u8fd9\u4e2a\u8bcd\u5927\u5bb6\u5e76\u4e0d\u964c\u751f\u3002\u6211\u4eec\u7528chatGPT\u65f6\u7ecf\u5e38\u4f1a\u7528\u5230&#xff0c; \u201c\u4f60\u662f\u4e00\u4e2a\u2026\u201d<\/p>\n<p>\u4f46\u4f60\u771f\u7684\u7406\u89e3\u5b83\u5417&#xff1f;<\/p>\n<p>\u4e0eai\u5bf9\u8bdd\u65f6\u7684\u8fd9\u79cd\u9884\u8bbe\u89d2\u8272&#xff0c;\u5176\u5b9e\u5e76\u4e0d\u662f\u4e25\u683c\u610f\u4e49\u4e0a\u7684 prompt\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u8bf4\u5462&#xff1f;\u5148\u770b\u4e00\u4e0bAPI\u3002<\/p>\n<h2>04 \u7406\u89e3API<\/h2>\n<hr \/>\n<p>\u6211\u4eec\u524d\u9762\u63d0\u5230\u8fc7\u5927\u8bed\u8a00\u6a21\u578b\u7684 \u672c\u8d28\u5c31\u662f\u6587\u5b57\u63a5\u9f99&#xff0c;\u76f8\u5bf9\u5e94\u7684\u4f7f\u7528\u5927\u6a21\u578b\u4e5f\u6bd4\u8f83\u7b80\u5355\u3002\u53ef\u4ee5\u53c2\u89c1deepseek\u7684\u6587\u5b57\u63a5\u9f99 api \u8bf7\u6c42&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122518-6981e92e929a5.png\" alt=\"\" \/><\/p>\n<p>\u8fd9\u91cc\u6bd4\u8f83\u91cd\u8981\u7684\u51e0\u4e2a\u90e8\u5206&#xff0c;\u9700\u8981\u7406\u89e3:<\/p>\n<p>1. temperature \u6e29\u5ea6<\/p>\n<p>Temperature&#xff08;\u6e29\u5ea6&#xff09; \u662f\u4e00\u4e2a\u63a7\u5236\u751f\u6210\u6587\u672c\u968f\u673a\u6027\u548c\u591a\u6837\u6027\u7684\u5173\u952e\u53c2\u6570\u3002\u5b83\u901a\u8fc7\u8c03\u6574\u6a21\u578b\u8f93\u51fa\u7684\u6982\u7387\u5206\u5e03&#xff0c;\u76f4\u63a5\u5f71\u54cd\u751f\u6210\u5185\u5bb9\u7684\u201c\u4fdd\u5b88\u201d\u6216\u201c\u5192\u9669\u201d\u7a0b\u5ea6\u3002\u770b\u51e0\u4e2a\u5178\u578b\u573a\u666f:<\/p>\n<table>\n<tr>\u573a\u666f\u6e29\u5ea6<\/tr>\n<tbody>\n<tr>\n<td>\u4ee3\u7801\u751f\u6210\/\u6570\u5b66\u89e3\u9898<\/td>\n<td>0<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u62bd\u53d6\/\u5206\u6790<\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td>\u901a\u7528\u5bf9\u8bdd<\/td>\n<td>1.3<\/td>\n<\/tr>\n<tr>\n<td>\u7ffb\u8bd1<\/td>\n<td>1.3<\/td>\n<\/tr>\n<tr>\n<td>\u521b\u610f\u7c7b\u5199\u4f5c\/\u8bd7\u6b4c\u521b\u4f5c<\/td>\n<td>1.5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>2. tools \u5de5\u5177\u652f\u6301<\/p>\n<p>\u5927\u6a21\u578b\u5bf9 function calling \u7684\u652f\u6301&#xff0c;\u540e\u9762\u518d\u8be6\u7ec6\u4ecb\u7ecd\u3002<\/p>\n<p>3. \u89d2\u8272\u548c\u4fe1\u606f<\/p>\n<p>\u8fd9\u4e00\u90e8\u5206\u662fai\u5bf9\u8bdd\u7684\u4e3b\u4f53\u3002\u5176\u4e2drole \u5b9a\u4e49\u4e86\u56db\u4e2a\u89d2\u8272\u3002<\/p>\n<ul>\n<li>system \u7cfb\u7edf\u8bbe\u5b9a\u3002<\/li>\n<li>user \u7528\u6237\u56de\u590d\u3002<\/li>\n<li>assistant \u6a21\u578b\u56de\u7b54\u3002<\/li>\n<li>tool \u662f\u914d\u5408function call\u5de5\u4f5c\u7684\u89d2\u8272&#xff0c;\u53ef\u4ee5\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3002<\/li>\n<\/ul>\n<p>\u56de\u5230\u524d\u4e00\u7ae0\u7684\u95ee\u9898&#xff0c;ai\u5bf9\u8bdd\u65f6\u5176\u5b9e\u662fuser\u90e8\u5206\u8f93\u5165\u7684\u5185\u5bb9&#xff0c;\u6240\u4ee5system\u89d2\u8272\u7684\u8bbe\u5b9a\u5185\u5bb9\u624d\u5e94\u8be5\u662f\u4e25\u683c\u610f\u4e49\u4e0a\u7684Prompt\u3002<\/p>\n<p>\u8fd9\u6709\u5565\u533a\u522b\u5462? (user \u4e0e system?)<\/p>\n<p>\u4e2a\u4eba\u4e00\u4e2a\u5408\u7406\u7684\u731c\u6d4b: system\u7684\u5185\u5bb9\u5728Transformer\u63a8\u7406\u4e2d\u62e5\u6709\u8f83\u9ad8\u7684\u6743\u91cd\u3002\u6240\u4ee5\u62e5\u6709\u8f83\u9ad8\u7684\u54cd\u5e94\u4f18\u5148\u7ea7\u3002<\/p>\n<p>4. \u5173\u4e8e\u591a\u8f6e\u5bf9\u8bdd<\/p>\n<p>\u56e0\u4e3aLLM\u662f\u65e0\u72b6\u6001\u7684\u3002\u6211\u4eec\u8981\u65f6\u523b\u8bb0\u5f97\u6587\u5b57\u63a5\u9f99\u7684\u6e38\u620f&#xff0c;\u56e0\u6b64\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\u4e5f\u662f\u8fd9\u6837\u7684\u3002<\/p>\n<ul>\n<li>\u5728\u7b2c\u4e00\u8f6e\u8bf7\u6c42\u65f6&#xff0c;\u4f20\u9012\u7ed9 API \u7684 messages \u4e3a\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122519-6981e92f075f4.png\" alt=\"\" \/><\/p>\n<ul>\n<li>\u5927\u6a21\u578b\u56de\u7b54\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122519-6981e92f1a715.png\" alt=\"\" \/><\/p>\n<ul>\n<li>\u5f53\u7528\u6237\u53d1\u8d77\u7b2c\u4e8c\u8f6e\u95ee\u9898\u65f6&#xff0c;\u8bf7\u6c42\u53d8\u6210\u4e86\u8fd9\u6837<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122519-6981e92f2e11e.png\" alt=\"\" \/><\/p>\n<h2>05 Function Calling (\u51fd\u6570\u8c03\u7528)<\/h2>\n<hr \/>\n<p>\u4ec5\u4ec5\u4e00\u4e2a\u53ef\u4ee5\u56de\u7b54\u95ee\u9898\u7684\u673a\u5668\u4eba&#xff0c;\u4f5c\u7528\u5e76\u4e0d\u592a\u5927\u3002<\/p>\n<p>\u8981\u5b8c\u6210\u590d\u6742\u7684\u4efb\u52a1&#xff0c;\u5c31\u9700\u8981\u5927\u6a21\u578b\u7684\u8f93\u51fa\u662f\u7a33\u5b9a\u7684&#xff0c;\u800c\u4e14\u662f\u53ef\u7f16\u7a0b\u7684\u3002<\/p>\n<p>\u56e0\u6b64OpenAI \u63a8\u51fa\u4e86 function calling\u7684\u652f\u6301\u3002\u4e5f\u5c31\u662f\u524d\u9762\u63d0\u5230\u7684 tools\u53c2\u6570\u76f8\u5173\u5185\u5bb9\u3002<\/p>\n<p>1. \u57fa\u672c\u6d41\u7a0b<\/p>\n<ul>\n<li>\u5de5\u5177\u58f0\u660e\u53ca\u7528\u6237\u8f93\u5165<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122519-6981e92f47564.png\" alt=\"\" \/><\/p>\n<ul>\n<li>\u6a21\u578b\u68c0\u6d4b\u5230\u9700\u8981\u4f7f\u7528\u5de5\u5177&#xff0c;\u8fd4\u56de\u76f8\u5173\u5de5\u5177\u53c2\u6570<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122519-6981e92fbea0a.png\" alt=\"\" \/><\/p>\n<ul>\n<li>\u5f00\u53d1\u8005\u6839\u636e\u65b9\u6cd5\u540d\u548c\u53c2\u6570&#xff0c;\u8c03\u7528\u76f8\u5173\u5de5\u5177\u65b9\u6cd5<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122519-6981e92fd940a.png\" alt=\"\" \/><\/p>\n<ul>\n<li>\u5c06\u5de5\u5177\u65b9\u6cd5\u7684\u8fd4\u56de\u503c&#xff0c;\u9644\u52a0\u5230\u8bf7\u6c42\u4e2d&#xff0c;\u518d\u6b21\u8bf7\u6c42\u5927\u6a21\u578b<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122519-6981e92feda2e.png\" alt=\"\" \/><\/p>\n<ul>\n<li>\u5f97\u51fa\u6700\u7ec8\u7ed3\u679c<\/li>\n<\/ul>\n<p>&#034;The current temperature in Paris is 14\u00b0C (57.2\u00b0F).&#034;<\/p>\n<ul>\n<li>\u603b\u7ed3\u4e00\u4e0b<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122520-6981e9304037c.png\" alt=\"\" \/><\/p>\n<p>2. \u5b9e\u73b0\u539f\u7406(\u731c\u6d4b)<\/p>\n<p>a. \u5b9e\u73b0\u65b9\u5f0f\u4e00: prompt \u9075\u5faa (\u793a\u4f8b)<\/p>\n<p>\u63d0\u524d\u8bbe\u7f6e\u89c4\u5219:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122521-6981e93102dc8.png\" alt=\"\" \/><\/p>\n<p>b. \u5b9e\u73b0\u65b9\u5f0f\u4e8c: \u6a21\u578b\u8bad\u7ec3\u7279\u5b9a\u4f18\u5316<\/p>\n<p>\u5bf9\u7ed3\u6784\u5316\u8f93\u51fa\u6709\u7279\u5b9a\u8981\u6c42&#xff0c;\u53ef\u80fd\u9700\u8981\u7279\u5b9a\u8bad\u7ec3\u5427\u3002\u8fd9\u4e2a\u4e0d\u592a\u786e\u5b9a?<\/p>\n<h2>06 Agent (\u667a\u80fd\u4f53)<\/h2>\n<hr \/>\n<p>\u5305\u542b: \u5927\u6a21\u578b&#xff0c;\u4efb\u52a1\u89c4\u5212&#xff0c;\u4e0a\u4e0b\u6587\u8bb0\u5fc6&#xff0c;\u5de5\u5177\u8c03\u7528\u3002\u5b83\u662f\u5927\u6a21\u578b\u80fd\u529b\u7684\u62d3\u5c55\u3002\u5176\u5b9e\u53ea\u8981\u5bf9API\u8fdb\u884c\u7b80\u5355\u7684\u5c01\u88c5&#xff0c;\u53ea\u8981\u80fd\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1&#xff0c;\u90fd\u53ef\u4ee5\u79f0\u4e3a\u667a\u80fd\u4f53\u3002\u6bd4\u5982\u4e0b\u9762\u7684\u4f8b\u5b50:<\/p>\n<p>1. \u521b\u5efaAI\u5ba2\u670d\u7cfb\u7edf<\/p>\n<p>![\u56fe\u7247](https:\/\/i-<\/p>\n<p>\u8fd9\u4e2a\u667a\u80fd\u4f53&#xff0c;\u4e3b\u8981\u5305\u62ec:<\/p>\n<li>\u914d\u7f6e\u4e86\u4e00\u4e2a prompt: \u201c\u4f60\u662f\u4e00\u4e2a\u7535\u5546\u5ba2\u670d&#xff0c;\u53ef\u67e5\u8be2\u8ba2\u5355\u72b6\u6001\u201d<\/li>\n<li>\u5f15\u5165 query_order \u5de5\u5177<\/li>\n<h2>07 MCP (\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae)<\/h2>\n<hr \/>\n<p>\u901a\u8fc7\u4e0a\u9762\u7684\u667a\u80fd\u4f53\u8c03\u7528\u5de5\u5177\u7684\u793a\u4f8b\u6211\u4eec\u53ef\u4ee5\u770b\u5230&#xff0c;\u6bcf\u63a5\u5165\u4e00\u4e2a\u5de5\u5177&#xff0c;\u90fd\u9700\u8981\u7f16\u5199\u76f8\u5e94\u7684\u63a5\u5165\u4ee3\u7801\u3002\u7ecf\u5e38\u5199\u4ee3\u7801\u7684\u6211\u4eec\u90fd\u77e5\u9053&#xff0c;\u8fd9\u4e0d\u662f\u597d\u7684\u67b6\u6784\u8bbe\u8ba1\u3002 \u597d\u7684\u8bbe\u8ba1\u5e94\u8be5\u628a\u52a8\u6001\u6539\u53d8\u7684\u90e8\u5206 ( tools\u7684\u58f0\u540d\u548c\u8c03\u7528\u5206\u79bb\u51fa\u6765 )&#xff0c;\u505a\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684\u6a21\u5757\u6765\u62d3\u5c55\u3002\u8fd9\u5c31\u6709\u4e86\u5927\u4f17\u8ffd\u6367\u7684 MCP: &#8212;&#8211;(\u54ea\u6709\u8fd9\u4e48\u7384&#xff0c;\u90fd\u662f\u7a0b\u5e8f\u5458\u7684\u5e38\u89c4\u64cd\u4f5c\u554a\u2026)<\/p>\n<p>\u9075\u5faa\u8fd9\u5957\u534f\u8bae&#xff0c;\u53ef\u4ee5\u5b9e\u73b0\u5de5\u5177\u4e0eAgent\u7684\u89e3\u8026\u3002\u4f60\u7684Agent \u63a5\u5165MCP\u534f\u8bae\u7684client sdk\u540e\u3002\u63a5\u5165\u5de5\u5177\u4e0d\u518d\u9700\u8981\u7f16\u5199\u5de5\u5177\u8c03\u7528\u4ee3\u7801&#xff0c;\u53ea\u9700\u8981\u6ce8\u518c MCP Server\u5c31\u53ef\u4ee5\u4e86\u3002\u800cMCP Server\u53ef\u7531\u5404\u4e2a\u670d\u52a1\u5546\u72ec\u7acb\u63d0\u4f9b\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122521-6981e931d5414.png\" alt=\"\" \/><\/p>\n<p>MCP Server\u505a\u4ec0\u4e48\u5462?<\/p>\n<li>\u58f0\u660e\u63d0\u4f9b\u7684\u80fd\u529b ListTools\u3002<\/li>\n<li>\u8c03\u7528\u80fd\u529b\u7684\u65b9\u5f0f CallTool\u3002<\/li>\n<p>\u6765\u770b\u4e00\u4e0bMCP Server\u7684\u90e8\u5206\u4ee3\u7801 (\u7ea2\u6846\u4e2d\u5c31\u662f\u505a\u4e0a\u9762\u4e24\u4e2a\u4e8b&#xff0c;\u4e0d\u96be\u7406\u89e3) :<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122522-6981e93255448.png\" alt=\"\" \/><\/p>\n<h2>08 A2A (Agent\u901a\u4fe1\u534f\u8bae)<\/h2>\n<hr \/>\n<p>A2A\u672c\u8d28\u662f\u5bf9 MCP\u534f\u8bae\u7684\u62d3\u5c55&#xff0c;\u6309\u5b57\u9762\u610f\u601d\u5c31\u662f Agent to Agent. \u6709\u5174\u8da3\u7684\u81ea\u5df1\u8be6\u7ec6\u770b\u5427\u3002<\/p>\n<p>\u5728\u8fd9\u5957\u534f\u8bae\u4e0b&#xff0c;\u4e00\u4e2a\u667a\u80fd\u4f53\u8981\u5f15\u5165\u5176\u5b83\u7684\u667a\u80fd\u4f53\u7684\u80fd\u529b&#xff0c;\u4e5f\u53d8\u5f97\u53ef\u63d2\u62d4\u4e86\u3002<\/p>\n<h2>09\u672a\u6765\u5047\u60f3<\/h2>\n<hr \/>\n<p>\u5982\u540c\u84b8\u6c7d\u673a&#xff0c;\u7535&#xff0c;\u8ba1\u7b97\u673a\u8fd9\u4e9b\u4f1f\u5927\u7684\u6280\u672f\u4e00\u6837\u3002AI\u4f1a\u6210\u4e3a\u4e0b\u4e00\u4e2a\u5f7b\u5e95\u6539\u53d8\u4eba\u7c7b\u751f\u6d3b\u5de5\u4f5c\u65b9\u5f0f\u7684\u65b0\u6280\u672f\u3002<\/p>\n<p>1. \u73b0\u5728AI\u7f16\u7a0b\u80fd\u529b\u8d8a\u6765\u8d8a\u5f3a&#xff0c;\u7a0b\u5e8f\u5458\u662f\u4e0d\u662f\u8981\u5931\u4e1a\u4e86?<\/p>\n<p>\u804c\u4e1a\u4e0d\u4f1a\u6d88\u5931&#xff0c;\u6d88\u5931\u7684\u53ea\u6709\u4eba\u3002\u4f46\u662fAI\u7f16\u7a0b\u7684\u786e\u4f1a\u91cd\u5851\u6574\u4e2a\u884c\u4e1a\u3002<\/p>\n<p>\u6211\u9884\u60f3\u51e0\u5e74\u540e&#xff0c;\u7eaf\u7cb9\u7684\u4e1a\u52a1\u4ee3\u7801\u5de5\u7a0b\u5e08\u53ef\u80fd\u4f1a\u6d88\u5931\u3002\u800c\u4f1a\u589e\u52a0\u66f4\u591a\u7684AI\u7f16\u7a0b\u5de5\u7a0b\u5e08\u3002<\/p>\n<p>AI\u7f16\u7a0b\u5de5\u7a0b\u5e08\u7684\u804c\u8d23\u662f\u89e3\u51b3AI\u6a21\u7cca\u6027\u7684\u95ee\u9898\u3002\u800c\u5de5\u5177\u7684\u5f15\u5165\u5c31\u662f\u589e\u52a0\u786e\u5b9a\u6027\u7684\u624b\u6bb5\u3002<\/p>\n<p>\u6211\u4eec\u7a0b\u5e8f\u5458\u53ef\u4ee5\u628a\u81ea\u5df1\u7684\u79ef\u7d2f\u901a\u8fc7 mcp server\u7684\u65b9\u5f0f&#xff0c;\u6302\u8f7d\u5230\u9879\u76eeagent \u4e0a\u53bb\u3002\u8fd9\u6837\u6211\u4eec\u5c31\u53ef\u4ee5\u89e3\u653e\u53cc\u624b&#xff0c;\u53bb\u89e3\u51b3\u66f4\u591a\u6709\u6311\u6218\u6027\u7684\u95ee\u9898\u3002<\/p>\n<p>2. \u5f53\u524d\u6211\u4eec\u6709\u54ea\u4e9b\u5de5\u4f5c\u53ef\u4ee5\u7531AI\u6765\u5904\u7406?<\/p>\n<p>\u7406\u8bba\u4e0a\u4e00\u5207\u91cd\u590d\u6027\u7684\u5de5\u4f5c\u90fd\u53ef\u4ee5\u4ea4\u7531AI\u5b8c\u6210\u3002\u4fdd\u9669\u8d77\u89c1&#xff0c;\u521b\u9020\u6027\u7684\u5de5\u4f5c\u6682\u65f6\u53ef\u4ee5\u53ea\u4f5c\u4e3a\u53c2\u8003\u3002<\/p>\n<ul>\n<li>\u65e5\u5e38\u7684\u53cd\u9988\u5206\u6790\u3002<\/li>\n<li>\u56e2\u961f\u77e5\u8bc6\u5e93\u3002<\/li>\n<li>\u4e2a\u4eba\u77e5\u8bc6\u5e93\u3002<\/li>\n<\/ul>\n<h2>\u666e\u901a\u4eba\u5982\u4f55\u6293\u4f4fAI\u5927\u6a21\u578b\u7684\u98ce\u53e3&#xff1f;<\/h2>\n<p>\u9886\u53d6\u65b9\u5f0f\u5728\u6587\u672b<\/p>\n<h3>\u4e3a\u4ec0\u4e48\u8981\u5b66\u4e60\u5927\u6a21\u578b&#xff1f;<\/h3>\n<p>\u76ee\u524dAI\u5927\u6a21\u578b\u7684\u6280\u672f\u5c97\u4f4d\u4e0e\u80fd\u529b\u57f9\u517b\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fc5\u901f\u53d1\u5c55\u548c\u5e94\u7528 &#xff0c; \u5927\u6a21\u578b\u4f5c\u4e3a\u5176\u4e2d\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206 &#xff0c; \u6b63\u9010\u6e10\u6210\u4e3a\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u91cd\u8981\u5f15\u64ce \u3002\u5927\u6a21\u578b\u4ee5\u5176\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u548c\u6a21\u5f0f\u8bc6\u522b\u80fd\u529b&#xff0c; \u5e7f\u6cdb\u5e94\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406 \u3001\u8ba1\u7b97\u673a\u89c6\u89c9 \u3001 \u667a\u80fd\u63a8\u8350\u7b49\u9886\u57df &#xff0c;\u4e3a\u5404\u884c\u5404\u4e1a\u5e26\u6765\u4e86\u9769\u547d\u6027\u7684\u6539\u53d8\u548c\u673a\u9047 \u3002<\/p>\n<p>\u76ee\u524d&#xff0c;\u5f00\u6e90\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u5df2\u5e94\u7528\u4e8e\u533b\u7597\u3001\u653f\u52a1\u3001\u6cd5\u5f8b\u3001\u6c7d\u8f66\u3001\u5a31\u4e50\u3001\u91d1\u878d\u3001\u4e92\u8054\u7f51\u3001\u6559\u80b2\u3001\u5236\u9020\u4e1a\u3001\u4f01\u4e1a\u670d\u52a1\u7b49\u591a\u4e2a\u573a\u666f&#xff0c;\u5176\u4e2d&#xff0c;\u5e94\u7528\u4e8e\u91d1\u878d\u3001\u4f01\u4e1a\u670d\u52a1\u3001\u5236\u9020\u4e1a\u548c\u6cd5\u5f8b\u9886\u57df\u7684\u5927\u6a21\u578b\u5728\u672c\u6b21\u8c03\u7814\u4e2d\u5360\u6bd4\u8d85\u8fc7 30%\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122523-6981e9332457e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u968f\u7740AI\u5927\u6a21\u578b\u6280\u672f\u7684\u8fc5\u901f\u53d1\u5c55&#xff0c;\u76f8\u5173\u5c97\u4f4d\u7684\u9700\u6c42\u4e5f\u65e5\u76ca\u589e\u52a0\u3002\u5927\u6a21\u578b\u4ea7\u4e1a\u94fe\u50ac\u751f\u4e86\u4e00\u6279\u9ad8\u85aa\u65b0\u804c\u4e1a&#xff1a;<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122523-6981e9336b95b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u4eba\u5de5\u667a\u80fd\u5927\u6f6e\u5df2\u6765&#xff0c;\u4e0d\u52a0\u5165\u5c31\u53ef\u80fd\u88ab\u6dd8\u6c70\u3002\u5982\u679c\u4f60\u662f\u6280\u672f\u4eba&#xff0c;\u5c24\u5176\u662f\u4e92\u8054\u7f51\u4ece\u4e1a\u8005&#xff0c;\u73b0\u5728\u5c31\u5f00\u59cb\u5b66\u4e60AI\u5927\u6a21\u578b\u6280\u672f&#xff0c;\u771f\u7684\u662f\u7ed9\u4f60\u7684\u4eba\u751f\u4e00\u4e2a\u91cd\u8981\u5efa\u8bae&#xff01;<\/p>\n<h2>\u6700\u540e<\/h2>\n<p>\u53ea\u8981\u4f60\u771f\u5fc3\u60f3\u5b66\u4e60AI\u5927\u6a21\u578b\u6280\u672f&#xff0c;\u8fd9\u4efd\u7cbe\u5fc3\u6574\u7406\u7684\u5b66\u4e60\u8d44\u6599\u6211\u613f\u610f\u65e0\u507f\u5206\u4eab\u7ed9\u4f60&#xff0c;\u4f46\u662f\u60f3\u5b66\u6280\u672f\u53bb\u4e71\u641e\u7684\u4eba\u522b\u6765\u627e\u6211&#xff01;<\/p>\n<p>\u5728\u5f53\u524d\u8fd9\u4e2a\u4eba\u5de5\u667a\u80fd\u9ad8\u901f\u53d1\u5c55\u7684\u65f6\u4ee3&#xff0c;AI\u5927\u6a21\u578b\u6b63\u5728\u6df1\u523b\u6539\u53d8\u5404\u884c\u5404\u4e1a\u3002\u6211\u56fd\u5bf9\u9ad8\u6c34\u5e73AI\u4eba\u624d\u7684\u9700\u6c42\u4e5f\u65e5\u76ca\u589e\u957f&#xff0c;\u771f\u6b63\u61c2\u6280\u672f\u3001\u80fd\u843d\u5730\u7684\u4eba\u624d\u4f9d\u65e7\u7d27\u7f3a\u3002\u6211\u4e5f\u5e0c\u671b\u901a\u8fc7\u8fd9\u4efd\u8d44\u6599&#xff0c;\u80fd\u591f\u5e2e\u52a9\u66f4\u591a\u6709\u5fd7\u4e8eAI\u9886\u57df\u7684\u670b\u53cb\u5165\u95e8\u5e76\u6df1\u5165\u5b66\u4e60\u3002<\/p>\n<p>\u771f\u8bda\u65e0\u507f\u5206\u4eab&#xff01;&#xff01;&#xff01;<br \/>\nvx\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\u5373\u53ef<br \/>\n\u52a0\u4e0a\u540e\u4f1a\u4e00\u4e2a\u4e2a\u7ed9\u5927\u5bb6\u53d1<br \/>\n\u3010\u9644\u8d60\u4e00\u8282\u514d\u8d39\u7684\u76f4\u64ad\u8bb2\u5ea7&#xff0c;\u6280\u672f\u5927\u4f6c\u5e26\u4f60\u5b66\u4e60\u5927\u6a21\u578b\u7684\u76f8\u5173\u77e5\u8bc6\u3001\u5b66\u4e60\u601d\u8def\u3001\u5c31\u4e1a\u524d\u666f\u4ee5\u53ca\u600e\u4e48\u7ed3\u5408\u5f53\u524d\u7684\u5de5\u4f5c\u53d1\u5c55\u65b9\u5411\u7b49&#xff0c;\u6b22\u8fce\u5927\u5bb6~\u3011<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122523-6981e933a6b8f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u5927\u6a21\u578b\u5168\u5957\u5b66\u4e60\u8d44\u6599\u5c55\u793a<\/h3>\n<p>\u81ea\u6211\u4eec\u4e0eMoPaaS\u9b54\u6cca\u4e91\u5408\u4f5c\u4ee5\u6765&#xff0c;\u6211\u4eec\u4e0d\u65ad\u6253\u78e8\u8bfe\u7a0b\u4f53\u7cfb\u4e0e\u6280\u672f\u5185\u5bb9&#xff0c;\u5728\u7ec6\u8282\u4e0a\u7cbe\u76ca\u6c42\u7cbe&#xff0c;\u540c\u65f6\u5728\u6280\u672f\u5c42\u9762\u4e5f\u65b0\u589e\u4e86\u8bb8\u591a\u524d\u6cbf\u4e14\u5b9e\u7528\u7684\u5185\u5bb9&#xff0c;\u529b\u6c42\u4e3a\u5927\u5bb6\u5e26\u6765\u66f4\u7cfb\u7edf\u3001\u66f4\u5b9e\u6218\u3001\u66f4\u843d\u5730\u7684\u5927\u6a21\u578b\u5b66\u4e60\u4f53\u9a8c\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122525-6981e93504415.gif\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u5e0c\u671b\u8fd9\u4efd\u7cfb\u7edf\u3001\u5b9e\u7528\u7684\u5927\u6a21\u578b\u5b66\u4e60\u8def\u5f84&#xff0c;\u80fd\u591f\u5e2e\u52a9\u4f60\u4ece\u96f6\u5165\u95e8&#xff0c;\u8fdb\u9636\u5230\u5b9e\u6218&#xff0c;\u771f\u6b63\u638c\u63e1AI\u65f6\u4ee3\u7684\u6838\u5fc3\u6280\u80fd&#xff01;<\/p>\n<h4>01 \u6559\u5b66\u5185\u5bb9<\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260203122525-6981e9351c8c9.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<ul>\n<li>\n<p>\u4ece\u96f6\u5230\u7cbe\u901a\u5b8c\u6574\u95ed\u73af&#xff1a;\u3010\u57fa\u7840\u7406\u8bba \u2192RAG\u5f00\u53d1 \u2192 Agent\u8bbe\u8ba1 \u2192  \u6a21\u578b\u5fae\u8c03\u4e0e\u79c1\u6709\u5316\u90e8\u7f72\u8c03\u2192\u70ed\u95e8\u6280\u672f\u30115\u5927\u6a21\u5757&#xff0c;\u5185\u5bb9\u6bd4\u4f20\u7edf\u6559\u6750\u66f4\u8d34\u8fd1\u4f01\u4e1a\u5b9e\u6218&#xff01;<\/p>\n<\/li>\n<li>\n<p>\u5927\u91cf\u771f\u5b9e\u9879\u76ee\u6848\u4f8b&#xff1a; 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