{"id":91,"date":"2026-05-02T16:42:56","date_gmt":"2026-05-02T08:42:56","guid":{"rendered":"http:\/\/xuanyuan123.site\/wordPress\/?p=91"},"modified":"2026-05-02T16:53:01","modified_gmt":"2026-05-02T08:53:01","slug":"%e5%85%b3%e4%ba%8e-llm-agent-%e7%9a%84%e6%80%9d%e8%80%83","status":"publish","type":"post","link":"http:\/\/xuanyuan123.site\/wordPress\/2026\/05\/02\/%e5%85%b3%e4%ba%8e-llm-agent-%e7%9a%84%e6%80%9d%e8%80%83\/","title":{"rendered":"\u5173\u4e8e LLM-Agent \u7684\u601d\u8003"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e00\u3001LLM Agent \u7684\u67b6\u6784\u4e0e\u6267\u884c\u6d41\u7a0b<\/h2>\n\n\n\n<p>\u6700\u8fd1 AI \u7f16\u7a0b\u9886\u57df\u6d8c\u73b0\u4e86\u8bb8\u591a\u975e\u5e38\u5b9e\u7528\u7684 Agent \u5de5\u5177\uff0c\u6bd4\u5982\u5199\u4ee3\u7801\u7684 Claude Code\u3001Codex\u3001Kimi Code \u4ee5\u53ca\u5404\u7c7b&#8221;\u9f99\u867e&#8221;\u5de5\u5177\u3002\u901a\u8fc7\u4e00\u4e9b\u6587\u7ae0\u4e86\u89e3\u5230\uff0c\u8fd9\u4e9b Agent \u7684\u6574\u4f53\u67b6\u6784\u4e3b\u8981\u7531\u4ee5\u4e0b\u6a21\u5757\u7ec4\u6210\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09<\/strong>\uff1a\u4f5c\u4e3a\u6838\u5fc3\u63a8\u7406\u5f15\u64ce\uff1b<\/li>\n\n\n\n<li><strong>Function Call\uff08\u51fd\u6570\u8c03\u7528\uff09<\/strong>\uff1a\u8ba9\u6a21\u578b\u5177\u5907\u4e0e\u5916\u90e8\u5de5\u5177\u4ea4\u4e92\u7684\u80fd\u529b\uff1b<\/li>\n\n\n\n<li><strong>\u5b58\u50a8\uff08\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u538b\u7f29\uff09<\/strong>\uff1a\u7ba1\u7406\u5bf9\u8bdd\u5386\u53f2\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f\uff1b<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u7f16\u6392<\/strong>\uff1a\u534f\u8c03\u591a\u4e2a\u6b65\u9aa4\u7684\u6267\u884c\u987a\u5e8f\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6807\u51c6\u6267\u884c\u6d41\u7a0b<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7528\u6237\u8f93\u5165\u9996\u5148\u7ecf\u8fc7 System Prompt \u8fdb\u884c\u4fee\u9970\uff1b<\/li>\n\n\n\n<li>\u4fee\u9970\u540e\u7684\u5185\u5bb9\u53d1\u9001\u7ed9\u5927\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u5927\u6a21\u578b\u8fd4\u56de\u5c01\u88c5\u4e3a<strong>\u6807\u51c6\u683c\u5f0f<\/strong>\u7684\u54cd\u5e94\u5185\u5bb9\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u54cd\u5e94\u5185\u5bb9\u7684\u5206\u7c7b<\/h3>\n\n\n\n<p>\u54cd\u5e94\u5185\u5bb9\u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0b\u4e24\u79cd\u7c7b\u578b\uff1a<\/p>\n\n\n\n<p><strong>\u7c7b\u578b\u4e00\uff1a\u76f4\u63a5\u5c55\u793a<\/strong><\/p>\n\n\n\n<p>\u5927\u6a21\u578b\u7684\u54cd\u5e94\u5185\u5bb9\u76f4\u63a5\u5728\u804a\u5929\u7a97\u53e3\u4e2d\u5c55\u793a\u7ed9\u7528\u6237\u3002<\/p>\n\n\n\n<p><strong>\u7c7b\u578b\u4e8c\uff1a\u51fd\u6570\u8c03\u7528\uff08Function Call\uff09<\/strong><\/p>\n\n\n\n<p>\u8868\u793a\u9700\u8981\u8c03\u7528\u5916\u90e8\u5de5\u5177\u6765\u6267\u884c\u5177\u4f53\u64cd\u4f5c\uff0c\u5e38\u89c1\u7684\u64cd\u4f5c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bfb\u53d6\u6587\u4ef6<\/li>\n\n\n\n<li>\u5199\u5165\u6587\u4ef6<\/li>\n\n\n\n<li>\u6587\u672c\u66ff\u6362<\/li>\n\n\n\n<li>\u8c03\u7528\u5916\u90e8 API<\/li>\n\n\n\n<li>\u8c03\u7528 WebFetch\uff08\u7f51\u9875\u6293\u53d6\uff09<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u4e00\u6b21&#8221;\u7c7b Agent&#8221;\u7684\u65e9\u671f\u5b9e\u8df5\u2014\u2014\u8bed\u97f3\u52a9\u624b<\/h2>\n\n\n\n<p>\u4e86\u89e3 Agent \u7684\u6267\u884c\u6d41\u7a0b\u540e\uff0c\u6211\u56de\u60f3\u8d77\u5728 ChatGPT \u521a\u51fa\u73b0\u7684\u65f6\u5019\uff08\u5927\u7ea6\u662f 2022 \u5e74\u6216 2023 \u5e74\uff09\uff0c\u6211\u66fe\u4e3a\u516c\u53f8\u4ea7\u54c1\u505a\u8fc7\u4e00\u4e2a\u7c7b\u4f3c\u7684\u81ea\u52a8\u5316\u6267\u884c Demo\u2014\u2014<strong>\u8bed\u97f3\u52a9\u624b<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e1a\u52a1\u80cc\u666f<\/h3>\n\n\n\n<p>\u6211\u4eec\u7684\u573a\u666f\u662f\uff1a\u5728<strong>\u67e5\u8bcd\u7ed3\u679c\u9875<\/strong>\u690d\u5165\u4e00\u4e2a\u8bed\u97f3\u52a9\u624b\u3002\u6240\u8c13\u67e5\u8bcd\u7ed3\u679c\u9875\uff0c\u5c31\u662f\u7528\u6237\u641c\u7d22\u82f1\u6587\u5355\u8bcd\u540e\uff0c\u5c55\u793a\u82f1\u6587\u53d1\u97f3\u3001\u7f8e\u5f0f\u53d1\u97f3\u3001\u4e2d\u6587\u91ca\u4e49\u4ee5\u53ca\u4f8b\u53e5\u7b49\u5185\u5bb9\u7684\u9875\u9762\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u529f\u80fd\u76f8\u5f53\u590d\u6742\u7684\u9875\u9762\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bed\u97f3\u52a9\u624b\u7684\u6838\u5fc3\u529f\u80fd<\/h3>\n\n\n\n<p>\u6211\u4e3a\u8bed\u97f3\u52a9\u624b\u5b9a\u4e49\u4e86\u4e09\u4e2a\u4e3b\u8981\u529f\u80fd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u53d1\u97f3\u529f\u80fd<\/strong><br>\u7528\u6237\u8bf4&#8221;\u53d1\u97f3&#8221;\uff0cApp \u81ea\u52a8\u8c03\u7528 TTS \u53d1\u97f3\u63a5\u53e3\u64ad\u653e\u5355\u8bcd\u3002<\/li>\n\n\n\n<li><strong>\u67e5\u8be2\u529f\u80fd<\/strong><br>\u7528\u6237\u8bf4&#8221;\u5e2e\u6211\u67e5\u8be2\u82f9\u679c\u600e\u4e48\u7ffb\u8bd1&#8221;\uff0cApp \u8bc6\u522b\u6307\u4ee4\u540e\u81ea\u52a8\u67e5\u8be2\u5bf9\u5e94\u5355\u8bcd\u3002<\/li>\n\n\n\n<li><strong>\u9875\u9762\u63a7\u5236<\/strong><br>\u7528\u6237\u8bf4&#8221;\u5411\u4e0b\u6eda\u52a8&#8221;\uff0c\u9875\u9762\u81ea\u52a8\u5411\u4e0b\u6eda\u52a8\u4e00\u5b9a\u8ddd\u79bb\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bbe\u8ba1\u521d\u8877<\/h3>\n\n\n\n<p>\u6211\u4eec\u5e0c\u671b\u5b9e\u73b0\u7684\u4e1a\u52a1\u76ee\u6807\u662f\uff1a<strong>\u8ba9\u5b66\u751f\u5904\u4e8e\u6c89\u6d78\u5f0f\u5b66\u4e60\u72b6\u6001\uff0c\u7528\u6700\u5c11\u7684\u64cd\u4f5c\u5b8c\u6210\u76ee\u6807\u529f\u80fd<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e3e\u4e2a\u4f8b\u5b50\u2014\u2014\u7528\u6237\u60f3\u67e5\u8be2&#8221;\u82f9\u679c&#8221;\u8fd9\u4e2a\u5355\u8bcd\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u4f20\u7edf\u64cd\u4f5c\uff1a\u62ff\u8d77\u624b\u673a \u2192 \u805a\u7126\u8f93\u5165\u6846 \u2192 \u8f93\u5165&#8221;\u82f9\u679c&#8221; \u2192 \u70b9\u51fb\u641c\u7d22\u3002\u6574\u5957\u6d41\u7a0b\u4f1a\u6253\u4e71\u5b66\u4e60\u8282\u594f\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u6211\u4eec\u7684\u65b9\u6848\uff1a\u501f\u52a9<strong>\u8bed\u97f3\u8bc6\u522b + \u5927\u6a21\u578b<\/strong>\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u8bed\u97f3\u9a71\u52a8 App\uff0c\u6700\u5927\u7a0b\u5ea6\u51cf\u5c11\u5bf9\u6c89\u6d78\u5f0f\u5b66\u4e60\u7684\u6253\u65ad\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u8bed\u97f3\u52a9\u624b\u7684\u6280\u672f\u5b9e\u73b0\u903b\u8f91<\/h2>\n\n\n\n<p>\u8bed\u97f3\u52a9\u624b\u7684\u8bbe\u8ba1\u903b\u8f91\uff0c\u4e0e\u4eca\u5929 Agent \u7684\u7406\u5ff5\u5176\u5b9e<strong>\u4e0d\u8c0b\u800c\u5408<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u683c\u5f0f\u5316\u6307\u4ee4\u8bbe\u8ba1<\/h3>\n\n\n\n<p>\u6211\u7ed9\u8bed\u97f3\u52a9\u624b\u8bbe\u8ba1\u4e86\u4e00\u5957\u683c\u5f0f\u5316\u7684\u6307\u4ee4\u4f53\u7cfb\uff1a<\/p>\n\n\n\n<p><strong>1. \u67e5\u8be2\u4e0e\u7ffb\u8bd1<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u7528\u6237\u8bf4&#8221;\u5e2e\u6211\u67e5\u8be2\u4ec0\u4e48&#8221;\u6216&#8221;\u5e2e\u6211\u7ffb\u8bd1\u4ec0\u4e48&#8221;\uff0c\u5927\u6a21\u578b\u8fd4\u56de\u7684\u6570\u636e\u7c7b\u578b\u4e3a <code>Query<\/code>\uff1b<\/li>\n\n\n\n<li>\u8fd4\u56de\u5185\u5bb9\u4e2d\u5305\u542b\u7528\u6237\u5177\u4f53\u8981\u67e5\u8be2\u7684\u9879\u76ee\uff08\u5982&#8221;\u82f9\u679c&#8221;\uff09\uff1b<\/li>\n\n\n\n<li>App \u63a5\u6536\u5230\u54cd\u5e94\u540e\uff0c\u5224\u65ad\u7c7b\u522b\u4e3a <code>Query<\/code>\uff0c\u968f\u5373\u8c03\u7528\u5185\u90e8\u641c\u7d22\u6a21\u5757\u6267\u884c\u67e5\u8be2\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>2. \u6717\u8bfb\u4e0e\u64ad\u653e<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u7528\u6237\u8bf4&#8221;\u6717\u8bfb\u67d0\u5185\u5bb9&#8221;\u6216&#8221;\u64ad\u653e\u67d0\u5185\u5bb9&#8221;\uff0c\u5927\u6a21\u578b\u8fd4\u56de\u7684\u6570\u636e\u7c7b\u578b\u4e3a <code>Play<\/code>\uff1b<\/li>\n\n\n\n<li>App \u62ff\u5230\u54cd\u5e94\u540e\uff0c\u8c03\u7528\u5185\u90e8 TTS \u63a5\u53e3\u64ad\u653e\u5f53\u524d\u5355\u8bcd\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>3. \u9875\u9762\u6eda\u52a8<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u7528\u6237\u8bf4&#8221;\u5411\u4e0b\u6eda\u52a8&#8221;\u6216&#8221;\u5411\u4e0a\u6eda\u52a8&#8221;\uff0c\u5927\u6a21\u578b\u8fd4\u56de\u7684\u6570\u636e\u7c7b\u578b\u4e3a <code>Scroll<\/code>\uff1b<\/li>\n\n\n\n<li>App \u89e3\u6790\u5230 <code>Scroll<\/code> \u6307\u4ee4\u540e\uff0c\u8c03\u7528\u9875\u9762\u76f8\u5173\u51fd\u6570\u63a7\u5236\u6eda\u52a8\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u903b\u8f91<\/h3>\n\n\n\n<p>\u6574\u4f53\u6d41\u7a0b\u53ef\u4ee5\u6982\u62ec\u4e3a\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u63a5\u6536\u5927\u6a21\u578b\u54cd\u5e94 \u2192 \u901a\u8fc7 <code>if-else<\/code> \u5224\u65ad\u54cd\u5e94\u7c7b\u578b\uff08\u53d1\u97f3 \/ \u67e5\u8be2 \/ \u6eda\u52a8\uff09\u2192 \u8c03\u7528 App \u5f53\u524d\u9875\u9762\u7684\u5bf9\u5e94\u529f\u80fd\u6267\u884c\u64cd\u4f5c<\/p>\n<\/blockquote>\n\n\n\n<p>\u8fd9\u548c\u4eca\u5929 Agent \u7684\u903b\u8f91\u5b8c\u5168\u4e00\u81f4\u2014\u2014<strong>\u90fd\u662f\u6839\u636e\u5927\u6a21\u578b\u7684\u54cd\u5e94\uff0c\u6765\u5224\u65ad\u5e76\u6267\u884c\u4e0b\u4e00\u6b65\u64cd\u4f5c<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u56de\u987e\u4e0e\u53cd\u601d<\/h2>\n\n\n\n<p>\u8fd9\u4e2a\u529f\u80fd\u6700\u7ec8\u6ca1\u6709\u4e0a\u7ebf\uff0c\u56de\u60f3\u8d77\u6765\u786e\u5b9e\u6709\u4e9b\u53ef\u60dc\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f53\u65f6\u7684\u539f\u56e0<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4ea7\u54c1\u8bc4\u4f30<\/strong>\uff1a\u4ea7\u54c1\u4fa7\u8ba4\u4e3a\u8be5\u529f\u80fd\u7684\u610f\u4e49\u4e0d\u591f\u5927\uff0c\u56e0\u6b64\u6ca1\u6709\u63a8\u8fdb\u4e0a\u7ebf\uff1b<\/li>\n\n\n\n<li><strong>\u8ba4\u77e5\u5c40\u9650<\/strong>\uff1a\u6211\u4eec\u5f53\u65f6\u5bf9\u8fd9\u9879\u6280\u672f\u7684\u60f3\u8c61\u7a7a\u95f4\u8ba4\u8bc6\u4e0d\u8db3\uff0c\u6ca1\u6709\u770b\u5f97\u66f4\u8fdc\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4eca\u5929\u7684\u89c6\u89d2<\/h3>\n\n\n\n<p>\u73b0\u5728\u56de\u770b\uff0c\u65e0\u8bba\u662f\u624b\u673a\u4e0a\u5404\u79cd\u81ea\u52a8\u5316\u64cd\u4f5c\uff0c\u8fd8\u662f\u5f62\u6001\u591a\u6837\u7684 Agent 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