{"id":107775,"date":"2026-09-20T10:16:38","date_gmt":"2026-09-20T02:16:38","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/107775.html"},"modified":"2026-09-20T10:16:38","modified_gmt":"2026-09-20T02:16:38","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%af%ad%e9%9f%b3%e6%9c%ba%e5%99%a8%e4%ba%ba%e4%b8%8a%e7%ba%bf%ef%bc%8c%e5%a6%82%e4%bd%95%e9%80%90%e6%ad%a5%e6%9b%bf%e6%8d%a2%e5%9f%ba%e7%a1%80%e5%92%a8%e8%af%a2%e5%b7%a5","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/107775.html","title":{"rendered":"\u5927\u6a21\u578b\u8bed\u97f3\u673a\u5668\u4eba\u4e0a\u7ebf\uff0c\u5982\u4f55\u9010\u6b65\u66ff\u6362\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c\uff1f"},"content":{"rendered":"<p>\u6458\u8981&#xff1a;\u672c\u6587\u4ece\u4efb\u52a1\u5206\u5c42\u3001\u6280\u672f\u67b6\u6784\u3001\u914d\u7f6e\u8981\u70b9\u3001\u7070\u5ea6\u53d1\u5e03\u3001\u6392\u67e5\u903b\u8f91\u548c\u8bc4\u6d4b\u6307\u6807\u51fa\u53d1&#xff0c;\u8bf4\u660e\u5927\u6a21\u578b\u8bed\u97f3\u673a\u5668\u4eba\u5982\u4f55\u9010\u6b65\u66ff\u6362\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c\u3002\u6838\u5fc3\u7ed3\u8bba\u662f&#xff1a;\u66ff\u6362\u4e0d\u5e94\u4e00\u6b21\u6027\u5b8c\u6210&#xff0c;\u800c\u5e94\u6309 L1 \u6807\u51c6\u95ee\u7b54\u3001L2 \u591a\u8f6e\u4fe1\u606f\u6536\u96c6\u3001L3 \u4e1a\u52a1\u67e5\u8be2\u3001L4 \u590d\u6742\u5f02\u5e38\u5206\u5c42\u63a8\u8fdb&#xff1b;\u5148\u505a\u5750\u5e2d\u8f85\u52a9&#xff0c;\u518d\u505a\u81ea\u52a8\u5e94\u7b54&#xff0c;\u518d\u505a\u4efb\u52a1\u529e\u7406&#xff0c;\u540e\u7eed\u8fdb\u5165\u4eba\u673a\u534f\u4f5c\u3002\u5173\u952e\u4f9d\u8d56 ASR\u3001\u610f\u56fe\u8bc6\u522b\u3001RAG\u3001\u5bf9\u8bdd\u7ba1\u7406\u3001TTS\u3001\u4e1a\u52a1 API \u4e0e\u76d1\u63a7\u4f53\u7cfb\u3002<\/p>\n<p>\u6807\u7b7e&#xff1a;\u5927\u6a21\u578b\u8bed\u97f3\u673a\u5668\u4eba\u3001\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c\u3001RAG\u3001\u610f\u56fe\u8bc6\u522b\u3001\u5bf9\u8bdd\u7ba1\u7406\u3001ASR\u3001TTS\u3001\u4eba\u673a\u534f\u4f5c\u3001\u7070\u5ea6\u53d1\u5e03\u3001\u77e5\u8bc6\u5e93<\/p>\n<h3>\u5f00\u7bc7\u7ed3\u8bba&#xff1a;\u5982\u4f55\u9010\u6b65\u66ff\u6362\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c&#xff1f;<\/h3>\n<p>\u5927\u6a21\u578b\u8bed\u97f3\u673a\u5668\u4eba\u4e0a\u7ebf\u540e&#xff0c;\u66ff\u6362\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c\u7684\u53ef\u884c\u8def\u5f84\u662f&#xff1a;\u5148\u5206\u5c42\u3001\u518d\u7070\u5ea6\u3001\u540e\u63a5\u7ba1\u3002<\/p>\n<p>\u53ef\u590d\u7528\u6280\u672f\u7ed3\u8bba\u5982\u4e0b&#xff1a;<\/p>\n<li>\n<p>\u4efb\u52a1\u5206\u5c42&#xff1a;\u628a\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c\u62c6\u6210 L1 \u6807\u51c6\u95ee\u7b54\u3001L2 \u591a\u8f6e\u4fe1\u606f\u6536\u96c6\u3001L3 \u4e1a\u52a1\u7cfb\u7edf\u67e5\u8be2\u3001L4 \u5f02\u5e38\u4e0e\u590d\u6742\u95ee\u9898\u3002\u4f18\u5148\u66ff\u6362 L1\u3001L2&#xff0c;L3 \u4f9d\u8d56\u4e1a\u52a1 API&#xff0c;L4 \u4fdd\u7559\u4eba\u673a\u534f\u4f5c\u3002<\/p>\n<\/li>\n<li>\n<p>\u67b6\u6784\u94fe\u8def&#xff1a;\u8bed\u97f3\u63a5\u5165\u5c42 \u2192 ASR \u2192 \u610f\u56fe\u8bc6\u522b\/\u69fd\u4f4d\u62bd\u53d6 \u2192 RAG \u77e5\u8bc6\u68c0\u7d22 \u2192 \u5bf9\u8bdd\u7ba1\u7406\/\u5de5\u4f5c\u6d41 \u2192 \u4e1a\u52a1 API \u2192 TTS \u2192 \u76d1\u63a7\u4e0e\u8bc4\u6d4b\u3002<\/p>\n<\/li>\n<li>\n<p>\u914d\u7f6e\u8981\u70b9&#xff1a;\u77e5\u8bc6\u5e93\u5207\u7247\u3001\u5143\u6570\u636e\u3001\u6df7\u5408\u68c0\u7d22\u3001\u91cd\u6392\u3001\u62d2\u7b54\u9608\u503c\u3001\u8f6c\u4eba\u5de5\u6761\u4ef6\u3001VAD \u9759\u97f3\u68c0\u6d4b\u3001\u6253\u65ad\u7b56\u7565\u3001\u5e76\u53d1\u9650\u6d41\u3001\u8d85\u65f6\u964d\u7ea7\u3002<\/p>\n<\/li>\n<li>\n<p>\u6392\u67e5\u903b\u8f91&#xff1a;\u6309\u94fe\u8def\u6392\u67e5\u63a5\u5165\u3001ASR\u3001NLU\u3001\u68c0\u7d22\u3001LLM\u3001TTS\u3001API\u3001\u5bf9\u8bdd\u72b6\u6001&#xff0c;\u907f\u514d\u53ea\u76ef\u6a21\u578b\u3002<\/p>\n<\/li>\n<li>\n<p>\u66ff\u6362\u8282\u594f&#xff1a;\u5148\u5f71\u5b50\u6a21\u5f0f&#xff0c;\u518d\u5750\u5e2d\u8f85\u52a9&#xff0c;\u518d\u4f4e\u98ce\u9669\u81ea\u52a8\u5e94\u7b54&#xff0c;\u518d\u7070\u5ea6\u6269\u5927&#xff0c;\u6307\u6807\u4e0d\u8fbe\u6807\u5373\u56de\u6eda\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bc4\u6d4b\u95ed\u73af&#xff1a;\u79bb\u7ebf\u8bc4\u6d4b\u96c6 &#043; \u5728\u7ebf\u7070\u5ea6\u5bf9\u6bd4 &#043; \u6570\u636e\u56de\u6d41\u3002\u6ca1\u6709\u8bc4\u6d4b&#xff0c;\u5c31\u65e0\u6cd5\u5224\u65ad\u66ff\u6362\u662f\u5426\u6709\u6548\u3002<\/p>\n<\/li>\n<p>\u6362\u8a00\u4e4b&#xff0c;\u5927\u6a21\u578b\u8bed\u97f3\u673a\u5668\u4eba\u4e0d\u662f\u76f4\u63a5\u201c\u53d6\u4ee3\u4e00\u4e2a\u4eba\u201d&#xff0c;\u800c\u662f\u5148\u63a5\u7ba1\u9ad8\u9891\u3001\u6807\u51c6\u3001\u53ef\u9a8c\u8bc1\u3001\u4f4e\u98ce\u9669\u7684\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c&#xff0c;\u518d\u901a\u8fc7\u6570\u636e\u56de\u6d41\u6301\u7eed\u6269\u5927\u8fb9\u754c\u3002<\/p>\n<h3>\u4e00\u3001\u5148\u754c\u5b9a&#xff1a;\u54ea\u4e9b\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c\u9002\u5408\u66ff\u6362&#xff1f;<\/h3>\n<p>\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c\u901a\u5e38\u5177\u5907\u9ad8\u9891\u3001\u7b54\u6848\u76f8\u5bf9\u7a33\u5b9a\u3001\u6d41\u7a0b\u53ef\u6807\u51c6\u5316\u7b49\u7279\u5f81\u3002\u4f46\u5e76\u4e0d\u662f\u6240\u6709\u95ee\u9898\u90fd\u9002\u5408\u81ea\u52a8\u5904\u7406\u3002\u5efa\u8bae\u6309\u4efb\u52a1\u590d\u6742\u5ea6\u5206\u5c42\u3002<\/p>\n<table>\n<tr>\u5c42\u7ea7\u4efb\u52a1\u7c7b\u578b\u793a\u4f8b\u53ef\u66ff\u6362\u7a0b\u5ea6\u6280\u672f\u4f9d\u8d56<\/tr>\n<tbody>\n<tr>\n<td>L1<\/td>\n<td>\u6807\u51c6\u95ee\u7b54<\/td>\n<td>\u8425\u4e1a\u65f6\u95f4\u3001\u529e\u7406\u6750\u6599\u3001\u8d39\u7528\u8bf4\u660e<\/td>\n<td>\u9ad8<\/td>\n<td>\u77e5\u8bc6\u5e93\u3001RAG\u3001\u610f\u56fe\u8bc6\u522b<\/td>\n<\/tr>\n<tr>\n<td>L2<\/td>\n<td>\u591a\u8f6e\u4fe1\u606f\u6536\u96c6<\/td>\n<td>\u6536\u96c6\u7f16\u53f7\u3001\u8eab\u4efd\u4fe1\u606f\u3001\u95ee\u9898\u63cf\u8ff0<\/td>\n<td>\u4e2d\u9ad8<\/td>\n<td>\u69fd\u4f4d\u62bd\u53d6\u3001\u5bf9\u8bdd\u7ba1\u7406<\/td>\n<\/tr>\n<tr>\n<td>L3<\/td>\n<td>\u4e1a\u52a1\u67e5\u8be2\u4e0e\u529e\u7406<\/td>\n<td>\u67e5\u8be2\u8fdb\u5ea6\u3001\u4fee\u6539\u4fe1\u606f\u3001\u63d0\u4ea4\u7533\u8bf7<\/td>\n<td>\u4e2d<\/td>\n<td>\u4e1a\u52a1 API\u3001\u9274\u6743\u3001\u5e42\u7b49<\/td>\n<\/tr>\n<tr>\n<td>L4<\/td>\n<td>\u5f02\u5e38\u4e0e\u590d\u6742\u95ee\u9898<\/td>\n<td>\u6295\u8bc9\u3001\u4e89\u8bae\u3001\u7279\u6b8a\u5ba1\u6279<\/td>\n<td>\u4f4e<\/td>\n<td>\u4eba\u673a\u534f\u4f5c\u3001\u5de5\u5355\u6d41\u8f6c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9002\u5408\u4f18\u5148\u66ff\u6362\u7684\u6761\u4ef6&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u95ee\u9898\u51fa\u73b0\u9891\u7387\u9ad8&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7b54\u6848\u6709\u660e\u786e\u4f9d\u636e&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e0d\u9700\u8981\u590d\u6742\u60c5\u7eea\u5b89\u629a&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u53ef\u901a\u8fc7\u77e5\u8bc6\u5e93\u6216 API \u9a8c\u8bc1&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u9519\u8bef\u6210\u672c\u53ef\u63a7&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u53ef\u8f6c\u4eba\u5de5\u4e14\u4e0a\u4e0b\u6587\u53ef\u4f20\u9012\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4e0d\u9002\u5408\u76f4\u63a5\u81ea\u52a8\u5904\u7406\u7684\u6761\u4ef6&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6d89\u53ca\u5f3a\u60c5\u7eea\u3001\u5f3a\u4e89\u8bae&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u9700\u8981\u4eba\u5de5\u5224\u65ad\u4f8b\u5916&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6d89\u53ca\u654f\u611f\u6743\u9650&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u591a\u7cfb\u7edf\u6570\u636e\u51b2\u7a81&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u56de\u7b54\u9519\u8bef\u4f1a\u9020\u6210\u8f83\u5927\u5f71\u54cd\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u56e0\u6b64&#xff0c;\u66ff\u6362\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c\u7684\u7b2c\u4e00\u6b65\u4e0d\u662f\u9009\u6a21\u578b&#xff0c;\u800c\u662f\u505a\u4efb\u52a1\u5206\u5c42\u4e0e\u98ce\u9669\u5206\u7ea7\u3002<\/p>\n<h3>\u4e8c\u3001\u5927\u6a21\u578b\u8bed\u97f3\u673a\u5668\u4eba\u7684\u6280\u672f\u67b6\u6784<\/h3>\n<p>\u4e00\u4e2a\u53ef\u843d\u5730\u7684\u5927\u6a21\u578b\u8bed\u97f3\u673a\u5668\u4eba&#xff0c;\u901a\u5e38\u5305\u542b\u4ee5\u4e0b\u6a21\u5757\u3002<\/p>\n<p>text<\/p>\n<p>\u8bed\u97f3\u63a5\u5165\u5c42<br \/>\n  \u2193<br \/>\nASR \u6d41\u5f0f\u8bc6\u522b<br \/>\n  \u2193<br \/>\n\u5bf9\u8bdd\u7406\u89e3&#xff1a;\u610f\u56fe\u8bc6\u522b &#043; \u69fd\u4f4d\u62bd\u53d6 &#043; \u4e0a\u4e0b\u6587<br \/>\n  \u2193<br \/>\n\u77e5\u8bc6\u68c0\u7d22&#xff1a;RAG \/ \u6df7\u5408\u68c0\u7d22 \/ \u91cd\u6392<br \/>\n  \u2193<br \/>\n\u5bf9\u8bdd\u7ba1\u7406&#xff1a;\u72b6\u6001\u673a \/ \u5de5\u4f5c\u6d41 \/ \u51fd\u6570\u8c03\u7528<br \/>\n  \u2193<br \/>\n\u4e1a\u52a1 API&#xff1a;\u67e5\u8be2\u3001\u6821\u9a8c\u3001\u63d0\u4ea4\u3001\u5de5\u5355<br \/>\n  \u2193<br \/>\nTTS \u6d41\u5f0f\u5408\u6210<br \/>\n  \u2193<br \/>\n\u76d1\u63a7\u3001\u8bc4\u6d4b\u3001\u6570\u636e\u56de\u6d41<\/p>\n<p>\u5de5\u7a0b\u5b9e\u8df5\u4e2d&#xff0c;\u4f18\u97f3\u901a\u4fe1\u7b49\u5e73\u53f0\u901a\u5e38\u628a ASR\u3001LLM\u3001TTS\u3001\u77e5\u8bc6\u68c0\u7d22\u4e0e\u5bf9\u8bdd\u7f16\u6392\u5c01\u88c5\u4e3a\u53ef\u914d\u7f6e\u7ec4\u4ef6&#xff0c;\u4fbf\u4e8e\u6309\u9636\u6bb5\u66ff\u6362\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c\u3002<\/p>\n<h4>1. \u8bed\u97f3\u63a5\u5165\u5c42<\/h4>\n<p>\u5173\u6ce8\u5e76\u53d1\u3001\u964d\u566a\u3001\u9759\u97f3\u68c0\u6d4b\u3001\u6253\u65ad\u3001\u8d85\u65f6\u3002\u5173\u952e\u53c2\u6570\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\n<p>VAD \u9759\u97f3\u68c0\u6d4b&#xff1a;\u5efa\u8bae 500&#xff5e;800ms \u53ef\u8c03&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6253\u65ad\u54cd\u5e94&#xff1a;\u5efa\u8bae 200&#xff5e;300ms \u5185\u505c\u6b62\u64ad\u62a5&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u9996\u54cd\u5ef6\u8fdf&#xff1a;\u5f71\u54cd\u4f53\u9a8c&#xff0c;\u9700\u76d1\u63a7 P95&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5e76\u53d1\u9650\u6d41&#xff1a;\u6309 ASR\u3001LLM\u3001TTS \u5206\u522b\u538b\u6d4b\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2. ASR \u8bed\u97f3\u8bc6\u522b<\/h4>\n<p>ASR \u8f93\u51fa\u8d28\u91cf\u76f4\u63a5\u51b3\u5b9a\u540e\u7eed\u610f\u56fe\u8bc6\u522b\u6548\u679c\u3002\u9700\u8981\u5173\u6ce8&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6d41\u5f0f\u8bc6\u522b\u5ef6\u8fdf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u70ed\u8bcd\u914d\u7f6e&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6807\u70b9\u6062\u590d&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7f6e\u4fe1\u5ea6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6570\u5b57\u3001\u7f16\u53f7\u3001\u4e13\u6709\u540d\u8bcd\u8bc6\u522b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u82e5 ASR \u9519\u5b57\u7387\u9ad8&#xff0c;\u540e\u7eed RAG \u548c LLM \u90fd\u4f1a\u88ab\u8bef\u5bfc\u3002\u6d4b\u8bd5\u73af\u5883\u4e2d&#xff0c;\u5b89\u9759\u573a\u666f\u5b57\u9519\u7387\u53ef\u63a7\u5236\u5728 5%&#xff5e;10%&#xff0c;\u566a\u58f0\u573a\u666f\u53ef\u80fd\u4e0a\u5347\u5230 10%&#xff5e;20%&#xff0c;\u5177\u4f53\u53d6\u51b3\u4e8e\u97f3\u9891\u8d28\u91cf\u4e0e\u6a21\u578b\u7248\u672c\u3002<\/p>\n<h4>3. \u610f\u56fe\u8bc6\u522b\u4e0e\u69fd\u4f4d\u62bd\u53d6<\/h4>\n<p>\u610f\u56fe\u8bc6\u522b\u8d1f\u8d23\u5224\u65ad\u7528\u6237\u8981\u505a\u4ec0\u4e48&#xff0c;\u69fd\u4f4d\u62bd\u53d6\u8d1f\u8d23\u6536\u96c6\u5fc5\u8981\u53c2\u6570\u3002\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8bbe\u7f6e\u610f\u56fe\u7f6e\u4fe1\u5ea6\u9608\u503c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4f4e\u7f6e\u4fe1\u5ea6\u89e6\u53d1\u6f84\u6e05&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u591a\u610f\u56fe\u573a\u666f\u6309\u4f18\u5148\u7ea7\u8def\u7531&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u69fd\u4f4d\u7f3a\u5931\u65f6\u8ffd\u95ee&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e0a\u4e0b\u6587\u8bbe\u7f6e\u8fc7\u671f\u65f6\u95f4\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>4. RAG \u77e5\u8bc6\u68c0\u7d22<\/h4>\n<p>RAG \u7528\u4e8e\u628a\u4f01\u4e1a\u77e5\u8bc6\u5e93\u4e0e\u751f\u6210\u6a21\u578b\u7ed3\u5408\u3002\u53c2\u8003 RAG \u539f\u59cb\u8bba\u6587&#xff0c;\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u53ef\u964d\u4f4e\u6a21\u578b\u5bf9\u53c2\u6570\u5316\u77e5\u8bc6\u7684\u4f9d\u8d56\u3002\u6838\u5fc3\u6d41\u7a0b&#xff1a;<\/p>\n<li>\n<p>\u6587\u6863\u6e05\u6d17&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5207\u7247&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5411\u91cf\u5316&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6df7\u5408\u68c0\u7d22&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u91cd\u6392&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u62fc\u63a5\u4e0a\u4e0b\u6587&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u751f\u6210\u56de\u7b54&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5f15\u7528\u4e0e\u62d2\u7b54\u3002<\/p>\n<\/li>\n<p>\u914d\u7f6e\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5207\u7247\u957f\u5ea6 300&#xff5e;800 tokens&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u91cd\u53e0 10%&#xff5e;20%&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5143\u6570\u636e\u5305\u542b\u6765\u6e90\u3001\u7248\u672c\u3001\u6743\u9650\u3001\u751f\u6548\u65f6\u95f4&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6df7\u5408\u68c0\u7d22\u7ed3\u5408\u5411\u91cf\u4e0e\u5173\u952e\u8bcd&#xff1b;<\/p>\n<\/li>\n<li>\n<p>TopK \u4e0d\u5b9c\u8fc7\u5927&#xff0c;\u907f\u514d\u4e0a\u4e0b\u6587\u6c61\u67d3&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8bbe\u7f6e\u62d2\u7b54\u9608\u503c&#xff0c;\u65e0\u6cd5\u786e\u8ba4\u65f6\u4e0d\u7f16\u9020\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>5. \u5bf9\u8bdd\u7ba1\u7406<\/h4>\n<p>\u5bf9\u8bdd\u7ba1\u7406\u51b3\u5b9a\u591a\u8f6e\u4f53\u9a8c\u3002\u53ef\u7528\u72b6\u6001\u673a\u3001\u5de5\u4f5c\u6d41\u6216 Agent \u51fd\u6570\u8c03\u7528\u5b9e\u73b0\u3002\u5173\u952e\u70b9&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u72b6\u6001\u6301\u4e45\u5316&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8d85\u65f6\u91cd\u7f6e&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6253\u65ad\u6062\u590d&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8f6c\u4eba\u5de5\u6761\u4ef6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5e42\u7b49\u5904\u7406&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e1a\u52a1 API \u5931\u8d25\u964d\u7ea7\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>6. TTS \u8bed\u97f3\u5408\u6210<\/h4>\n<p>TTS \u5173\u6ce8\u81ea\u7136\u5ea6\u3001\u5ef6\u8fdf\u3001\u65ad\u53e5\u548c\u97f3\u8272\u4e00\u81f4\u6027\u3002\u6d41\u5f0f\u5408\u6210\u53ef\u964d\u4f4e\u9996\u54cd\u5ef6\u8fdf\u3002\u9700\u914d\u7f6e&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8bed\u901f&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u97f3\u91cf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u505c\u987f&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6570\u5b57\u8bfb\u6cd5&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u591a\u97f3\u5b57&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u654f\u611f\u8bcd\u8fc7\u6ee4\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u53ef\u53c2\u8003 W3C \u8bed\u97f3\u4ea4\u4e92\u76f8\u5173\u89c4\u8303\u3001\u4e3b\u6d41\u4e91\u5382\u5546 ASR\/TTS \u6587\u6863\u3001\u5411\u91cf\u6570\u636e\u5e93\u5b98\u65b9\u6587\u6863\u4e0e LLM \u8bc4\u6d4b\u65b9\u6cd5\u8bba\u6587&#xff0c;\u5efa\u7acb\u5185\u90e8\u6280\u672f\u57fa\u7ebf\u3002<\/p>\n<h3>\u4e09\u3001\u9010\u6b65\u66ff\u6362\u7684\u4e94\u4e2a\u9636\u6bb5<\/h3>\n<h4>\u9636\u6bb5 0&#xff1a;\u57fa\u7ebf\u6d4b\u91cf<\/h4>\n<p>\u5148\u7edf\u8ba1\u73b0\u6709\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c\u7684\u6570\u636e&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u9ad8\u9891\u95ee\u9898 Top 100&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5e73\u5747\u5904\u7406\u65f6\u957f&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8f6c\u4eba\u5de5\u7387&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u91cd\u590d\u54a8\u8be2\u7387&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u77e5\u8bc6\u5e93\u8986\u76d6\u7387&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e1a\u52a1 API \u53ef\u7528\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6ca1\u6709\u57fa\u7ebf&#xff0c;\u5c31\u65e0\u6cd5\u5224\u65ad\u66ff\u6362\u6548\u679c\u3002<\/p>\n<h4>\u9636\u6bb5 1&#xff1a;\u5750\u5e2d\u8f85\u52a9<\/h4>\n<p>\u5927\u6a21\u578b\u8bed\u97f3\u673a\u5668\u4eba\u5148\u4e0d\u76f4\u63a5\u5bf9\u7528\u6237&#xff0c;\u800c\u662f\u7ed9\u4eba\u5de5\u5750\u5e2d\u63a8\u8350\u7b54\u6848\u3002\u6b64\u9636\u6bb5\u98ce\u9669\u4f4e&#xff0c;\u53ef\u9a8c\u8bc1&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u77e5\u8bc6\u68c0\u7d22\u662f\u5426\u51c6\u786e&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u610f\u56fe\u8bc6\u522b\u662f\u5426\u7a33\u5b9a&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u56de\u7b54\u662f\u5426\u53ef\u5f15\u7528&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e1a\u52a1 API \u662f\u5426\u53ef\u8c03\u7528\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u9000\u51fa\u6761\u4ef6&#xff1a;\u63a8\u8350\u91c7\u7eb3\u7387\u8fbe\u5230\u8bbe\u5b9a\u9608\u503c&#xff0c;\u9519\u8bef\u53ef\u8ffd\u6eaf\u3002<\/p>\n<h4>\u9636\u6bb5 2&#xff1a;\u6807\u51c6\u95ee\u9898\u81ea\u52a8\u5e94\u7b54<\/h4>\n<p>\u81ea\u52a8\u5904\u7406 L1 \u6807\u51c6\u95ee\u7b54\u3002\u914d\u7f6e&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u9ad8\u7f6e\u4fe1\u5ea6\u76f4\u63a5\u56de\u7b54&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4f4e\u7f6e\u4fe1\u5ea6\u6f84\u6e05&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8fde\u7eed\u5931\u8d25\u8f6c\u4eba\u5de5&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u654f\u611f\u95ee\u9898\u62d2\u7b54\u6216\u8f6c\u4eba\u5de5\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6307\u6807&#xff1a;\u89e3\u51b3\u7387\u3001\u8f6c\u4eba\u5de5\u7387\u3001\u9996\u54cd\u5ef6\u8fdf\u3001\u56de\u7b54\u51c6\u786e\u7387\u3002<\/p>\n<h4>\u9636\u6bb5 3&#xff1a;\u591a\u8f6e\u4efb\u52a1\u529e\u7406<\/h4>\n<p>\u63a5\u5165\u4e1a\u52a1 API&#xff0c;\u5904\u7406 L2\u3001L3 \u4efb\u52a1\u3002\u91cd\u70b9&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u9274\u6743&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u53c2\u6570\u6821\u9a8c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5e42\u7b49&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8d85\u65f6\u91cd\u8bd5&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u4e00\u81f4\u6027&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u64cd\u4f5c\u7559\u75d5\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6b64\u9636\u6bb5\u5fc5\u987b\u505a\u7070\u5ea6\u548c\u56de\u6eda\u3002<\/p>\n<h4>\u9636\u6bb5 4&#xff1a;\u4eba\u673a\u534f\u4f5c\u4e0e\u6301\u7eed\u4f18\u5316<\/h4>\n<p>\u590d\u6742\u95ee\u9898\u7531\u673a\u5668\u4eba\u9884\u5904\u7406&#xff0c;\u4eba\u5de5\u63a5\u7ba1\u540e\u7ee7\u7eed\u5904\u7406\u3002\u6570\u636e\u56de\u6d41\u7528\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8865\u5145\u77e5\u8bc6\u5e93&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4f18\u5316\u610f\u56fe&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8c03\u6574\u68c0\u7d22&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4f18\u5316\u8bdd\u672f&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u66f4\u65b0\u8bc4\u6d4b\u96c6\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u56db\u3001\u5173\u952e\u914d\u7f6e\u8981\u70b9<\/h3>\n<h4>\u77e5\u8bc6\u5e93\u914d\u7f6e<\/h4>\n<p>yaml<\/p>\n<p>knowledge_base:<br \/>\n  chunk_size: 500<br \/>\n  chunk_overlap: 80<br \/>\n  metadata:<br \/>\n    &#8211; source<br \/>\n    &#8211; version<br \/>\n    &#8211; permission<br \/>\n    &#8211; effective_time<br \/>\n  retrieval:<br \/>\n    mode: hybrid<br \/>\n    vector_weight: 0.7<br \/>\n    keyword_weight: 0.3<br \/>\n    top_k: 5<br \/>\n    rerank: true<br \/>\n  fallback:<br \/>\n    low_score: clarify<br \/>\n    no_answer: transfer_human<\/p>\n<h4>\u610f\u56fe\u8bc6\u522b\u914d\u7f6e<\/h4>\n<p>yaml<\/p>\n<p>nlu:<br \/>\n  confidence_threshold: 0.75<br \/>\n  clarify_threshold: 0.55<br \/>\n  max_clarify_times: 2<br \/>\n  context_ttl_seconds: 300<\/p>\n<h4>\u8f6c\u4eba\u5de5\u7b56\u7565\u4ee3\u7801\u793a\u4f8b<\/h4>\n<p>python<\/p>\n<p>def should_transfer_to_human(state):<br \/>\n    if state.user_requested_human:<br \/>\n        return True<br \/>\n    if state.nlu_confidence &lt; 0.55:<br \/>\n        return True<br \/>\n    if state.clarify_count &gt;&#061; 2:<br \/>\n        return True<br \/>\n    if state.sensitive_operation:<br \/>\n        return True<br \/>\n    if state.api_fail_count &gt;&#061; 2:<br \/>\n        return True<br \/>\n    if state.emotion_score &gt; 0.8:<br \/>\n        return True<br \/>\n    return False<\/p>\n<p>def build_transfer_context(state):<br \/>\n    return {<br \/>\n        &#034;session_id&#034;: state.session_id,<br \/>\n        &#034;intent&#034;: state.intent,<br \/>\n        &#034;slots&#034;: state.slots,<br \/>\n        &#034;history_summary&#034;: state.history_summary,<br \/>\n        &#034;tried_actions&#034;: state.tried_actions,<br \/>\n    }<\/p>\n<p>\u8f6c\u4eba\u5de5\u65f6\u4f20\u9012&#xff1a;\u4f1a\u8bdd ID\u3001\u610f\u56fe\u3001\u69fd\u4f4d\u3001\u5386\u53f2\u6458\u8981\u3001\u5df2\u5c1d\u8bd5\u64cd\u4f5c\u3002<\/p>\n<h4>\u7a33\u5b9a\u6027\u914d\u7f6e<\/h4>\n<ul>\n<li>\n<p>LLM \u7f51\u5173\u9650\u6d41&#xff1b;<\/p>\n<\/li>\n<li>\n<p>ASR\/TTS \u8d85\u65f6\u964d\u7ea7&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e1a\u52a1 API \u7194\u65ad&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u91cd\u8bd5\u4e0e\u5e42\u7b49&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7f13\u5b58\u9ad8\u9891\u95ee\u7b54&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u76d1\u63a7 P95\/P99 \u5ef6\u8fdf\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e94\u3001RAG \u5bf9\u6bd4\u5b9e\u9a8c\u793a\u4f8b<\/h3>\n<p>\u4ee5\u4e0b\u4e3a\u6d4b\u8bd5\u73af\u5883\u53c2\u8003\u6570\u636e&#xff0c;\u7528\u4e8e\u8bf4\u660e\u68c0\u7d22\u7b56\u7565\u5dee\u5f02&#xff0c;\u4e0d\u4ee3\u8868\u901a\u7528\u6548\u679c\u3002<\/p>\n<table>\n<tr>\u65b9\u6848\u53ec\u56de\u7387\u9996\u54cd\u5ef6\u8fdf P95\u5e7b\u89c9\u7387\u5907\u6ce8<\/tr>\n<tbody>\n<tr>\n<td>\u7eaf\u5411\u91cf\u68c0\u7d22<\/td>\n<td>62%<\/td>\n<td>850ms<\/td>\n<td>12%<\/td>\n<td>\u8bed\u4e49\u5339\u914d\u8f83\u597d&#xff0c;\u5173\u952e\u8bcd\u5f31<\/td>\n<\/tr>\n<tr>\n<td>\u6df7\u5408\u68c0\u7d22<\/td>\n<td>78%<\/td>\n<td>920ms<\/td>\n<td>8%<\/td>\n<td>\u5411\u91cf&#043;\u5173\u952e\u8bcd<\/td>\n<\/tr>\n<tr>\n<td>\u6df7\u5408\u68c0\u7d22&#043;\u91cd\u6392<\/td>\n<td>86%<\/td>\n<td>1050ms<\/td>\n<td>5%<\/td>\n<td>\u7cbe\u5ea6\u63d0\u5347&#xff0c;\u5ef6\u8fdf\u589e\u52a0<\/td>\n<\/tr>\n<tr>\n<td>\u6df7\u5408\u68c0\u7d22&#043;\u91cd\u6392&#043;\u62d2\u7b54<\/td>\n<td>86%<\/td>\n<td>1080ms<\/td>\n<td>3%<\/td>\n<td>\u4f4e\u5206\u95ee\u9898\u8f6c\u4eba\u5de5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7ed3\u8bba&#xff1a;\u6df7\u5408\u68c0\u7d22\u4e0e\u91cd\u6392\u53ef\u63d0\u5347\u53ec\u56de\u7387&#xff0c;\u4f46\u4f1a\u589e\u52a0\u5ef6\u8fdf\u3002\u662f\u5426\u542f\u7528&#xff0c;\u9700\u8981\u7ed3\u5408\u4e1a\u52a1\u5bf9\u51c6\u786e\u7387\u548c\u54cd\u5e94\u901f\u5ea6\u7684\u53d6\u820d\u3002\u5bf9\u4e8e\u57fa\u7840\u54a8\u8be2\u5de5\u4f5c&#xff0c;\u53ef\u5148\u91c7\u7528\u201c\u6df7\u5408\u68c0\u7d22&#043;\u91cd\u6392&#043;\u62d2\u7b54\u201d&#xff0c;\u518d\u901a\u8fc7\u7f13\u5b58\u964d\u4f4e\u9ad8\u9891\u95ee\u9898\u5ef6\u8fdf\u3002<\/p>\n<h3>\u516d\u3001\u4e0a\u7ebf\u90e8\u7f72\u4e0e\u7070\u5ea6\u65b9\u6848<\/h3>\n<p>\u63a8\u8350\u73af\u5883&#xff1a;\u6d4b\u8bd5\u3001\u9884\u53d1\u3001\u751f\u4ea7\u3002<\/p>\n<p>\u7070\u5ea6\u65b9\u5f0f&#xff1a;<\/p>\n<li>\n<p>\u5f71\u5b50\u6a21\u5f0f&#xff1a;\u673a\u5668\u4eba\u751f\u6210\u7b54\u6848\u4f46\u4e0d\u53d1\u9001&#xff0c;\u7528\u4e8e\u5bf9\u6bd4&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5c0f\u6bd4\u4f8b\u7070\u5ea6&#xff1a;\u6309\u4f1a\u8bdd\u6bd4\u4f8b\u6216\u4e1a\u52a1\u7c7b\u578b&#xff1b;<\/p>\n<\/li>\n<li>\n<p>A\/B \u6d4b\u8bd5&#xff1a;\u5bf9\u6bd4\u81ea\u52a8\u5904\u7406\u4e0e\u4eba\u5de5\u5904\u7406&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6269\u5927\u8303\u56f4&#xff1a;\u6307\u6807\u8fbe\u6807\u540e\u6269\u91cf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u56de\u6eda\u673a\u5236&#xff1a;\u5f02\u5e38\u65f6\u5207\u56de\u4eba\u5de5\u6216\u65e7\u6d41\u7a0b\u3002<\/p>\n<\/li>\n<p>\u53ef\u590d\u7528\u67b6\u6784\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u63a5\u5165\u5c42\u4e0e\u5bf9\u8bdd\u5c42\u5206\u79bb&#xff1b;<\/p>\n<\/li>\n<li>\n<p>LLM \u901a\u8fc7\u7edf\u4e00\u7f51\u5173\u8c03\u7528&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5411\u91cf\u5e93\u4e0e\u4e1a\u52a1\u5e93\u5206\u79bb&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6d88\u606f\u961f\u5217\u89e3\u8026&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u65e5\u5fd7\u4e0e\u4f1a\u8bdd\u5168\u91cf\u7559\u75d5&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8bc4\u6d4b\u96c6\u6301\u7eed\u66f4\u65b0\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e03\u3001\u6392\u67e5\u903b\u8f91<\/h3>\n<p>\u6309\u94fe\u8def\u6392\u67e5&#xff0c;\u6548\u7387\u66f4\u9ad8\u3002<\/p>\n<table>\n<tr>\u73b0\u8c61\u53ef\u80fd\u539f\u56e0\u6392\u67e5\u70b9<\/tr>\n<tbody>\n<tr>\n<td>\u65e0\u58f0<\/td>\n<td>\u63a5\u5165\u3001VAD\u3001\u97f3\u9891\u8bbe\u5907<\/td>\n<td>\u5a92\u4f53\u6d41\u3001\u9759\u97f3\u9608\u503c<\/td>\n<\/tr>\n<tr>\n<td>\u8bc6\u522b\u9519<\/td>\n<td>ASR\u3001\u70ed\u8bcd\u3001\u53e3\u97f3<\/td>\n<td>\u7f6e\u4fe1\u5ea6\u3001\u70ed\u8bcd\u8868<\/td>\n<\/tr>\n<tr>\n<td>\u610f\u56fe\u9519<\/td>\n<td>NLU\u3001\u8bad\u7ec3\u6570\u636e<\/td>\n<td>\u6df7\u6dc6\u77e9\u9635\u3001\u9608\u503c<\/td>\n<\/tr>\n<tr>\n<td>\u7b54\u975e\u6240\u95ee<\/td>\n<td>\u68c0\u7d22\u3001\u5207\u7247\u3001\u91cd\u6392<\/td>\n<td>\u53ec\u56de\u7387\u3001TopK<\/td>\n<\/tr>\n<tr>\n<td>\u7f16\u9020\u7b54\u6848<\/td>\n<td>\u5e7b\u89c9\u3001\u62d2\u7b54\u5931\u6548<\/td>\n<td>\u5f15\u7528\u3001\u9608\u503c\u3001\u63d0\u793a\u8bcd<\/td>\n<\/tr>\n<tr>\n<td>\u5ef6\u8fdf\u9ad8<\/td>\n<td>ASR\/LLM\/TTS\/API<\/td>\n<td>\u5206\u6bb5\u8017\u65f6\u3001P95<\/td>\n<\/tr>\n<tr>\n<td>\u72b6\u6001\u9519\u4e71<\/td>\n<td>\u5bf9\u8bdd\u7ba1\u7406\u3001\u5e76\u53d1<\/td>\n<td>\u4f1a\u8bdd\u9501\u3001TTL<\/td>\n<\/tr>\n<tr>\n<td>\u8f6c\u4eba\u5de5\u5931\u8d25<\/td>\n<td>\u8def\u7531\u3001\u6743\u9650<\/td>\n<td>\u961f\u5217\u3001\u4e0a\u4e0b\u6587\u4f20\u9012<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6392\u67e5\u539f\u5219&#xff1a;\u5148\u770b\u6570\u636e&#xff0c;\u518d\u770b\u6a21\u578b&#xff1b;\u5148\u770b\u94fe\u8def&#xff0c;\u518d\u770b\u5355\u70b9&#xff1b;\u5148\u770b\u7070\u5ea6&#xff0c;\u518d\u770b\u5168\u91cf\u3002<\/p>\n<h3>\u516b\u3001\u8bc4\u6d4b\u6307\u6807\u4e0e\u6301\u7eed\u4f18\u5316<\/h3>\n<p>\u6838\u5fc3\u6307\u6807&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u610f\u56fe\u51c6\u786e\u7387&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u68c0\u7d22\u53ec\u56de\u7387&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u56de\u7b54\u51c6\u786e\u7387&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5e7b\u89c9\u7387&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4efb\u52a1\u5b8c\u6210\u7387&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8f6c\u4eba\u5de5\u7387&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u9996\u54cd\u5ef6\u8fdf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7aef\u5230\u7aef\u5ef6\u8fdf P95&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u79bb\u7ebf\u8bc4\u6d4b\u96c6\u5e94\u8986\u76d6\u9ad8\u9891\u95ee\u9898\u3001\u8fb9\u754c\u95ee\u9898\u3001\u654f\u611f\u95ee\u9898\u3001\u591a\u8f6e\u95ee\u9898\u3002\u5728\u7ebf\u901a\u8fc7\u7070\u5ea6\u5bf9\u6bd4\u6301\u7eed\u4f18\u5316\u3002<\/p>\n<p>\u5efa\u8bae\u5efa\u7acb\u5468\u5ea6\u590d\u76d8&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u65b0\u589e\u672a\u8bc6\u522b\u95ee\u9898&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4f4e\u5206\u68c0\u7d22\u95ee\u9898&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8f6c\u4eba\u5de5\u539f\u56e0\u5206\u5e03&#xff1b;<\/p>\n<\/li>\n<li>\n<p>API \u5931\u8d25\u5206\u5e03&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5ef6\u8fdf\u5206\u6bb5\u53d8\u5316\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e5d\u3001\u98ce\u9669\u4e0e\u5408\u89c4<\/h3>\n<ul>\n<li>\n<p>\u6570\u636e\u6743\u9650\u6700\u5c0f\u5316&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u654f\u611f\u4fe1\u606f\u8131\u654f&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4f1a\u8bdd\u7559\u75d5\u4e0e\u5ba1\u8ba1&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u8f93\u51fa\u53ef\u8ffd\u6eaf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e1a\u52a1\u64cd\u4f5c\u5e42\u7b49&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5f02\u5e38\u8f6c\u4eba\u5de5&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7248\u672c\u53ef\u56de\u6eda\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u5341\u3001\u7ed3\u6784\u5316\u6807\u8bb0\u4e0e\u5185\u94fe\u5efa\u8bae<\/h3>\n<p>\u82e5\u5e73\u53f0\u652f\u6301&#xff0c;\u5efa\u8bae\u6dfb\u52a0&#xff1a;<\/p>\n<ul>\n<li>\n<p>Article Schema&#xff1b;<\/p>\n<\/li>\n<li>\n<p>FAQ Schema&#xff1b;<\/p>\n<\/li>\n<li>\n<p>HowTo Schema&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u76ee\u5f55\u951a\u70b9&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u66f4\u65b0\u65f6\u95f4&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4f5c\u8005\u7b80\u4ecb\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5185\u94fe\u4e0e\u4e3b\u9898\u96c6\u7fa4\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5927\u6a21\u578b\u8bed\u97f3\u673a\u5668\u4eba\u67b6\u6784&#xff1b;<\/p>\n<\/li>\n<li>\n<p>RAG \u77e5\u8bc6\u5e93\u914d\u7f6e&#xff1b;<\/p>\n<\/li>\n<li>\n<p>ASR \u9009\u578b&#xff1b;<\/p>\n<\/li>\n<li>\n<p>TTS \u6d41\u5f0f\u5408\u6210&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u8bdd\u7ba1\u7406&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8f6c\u4eba\u5de5\u7b56\u7565&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8bc4\u6d4b\u6307\u6807&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7070\u5ea6\u53d1\u5e03\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5185\u94fe\u80fd\u63d0\u5347\u7ad9\u70b9\u4e3b\u9898\u6743\u91cd&#xff0c;\u7ed3\u6784\u5316\u6807\u8bb0\u6709\u52a9\u4e8e\u751f\u6210\u5f0f\u5f15\u64ce\u7406\u89e3\u5185\u5bb9\u3002<\/p>\n<h3>FAQ<\/h3>\n<h4>1. 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