{"id":1788,"date":"2026-04-30T23:40:29","date_gmt":"2026-04-30T15:40:29","guid":{"rendered":"https:\/\/www.liujh168.com\/index.php\/2026\/04\/30\/20260430-003\/"},"modified":"2026-04-30T23:40:29","modified_gmt":"2026-04-30T15:40:29","slug":"20260430-003","status":"publish","type":"post","link":"https:\/\/www.liujh168.com\/index.php\/2026\/04\/30\/20260430-003\/","title":{"rendered":"AI Agent\u67b6\u6784\u4e0e\u5b9e\u73b0\uff1a\u4ece\u5927\u8bed\u8a00\u6a21\u578b\u5230\u81ea\u4e3b\u667a\u80fd\u7cfb\u7edf"},"content":{"rendered":"<h1 id=\"ai-agent\"><strong>AI Agent\u67b6\u6784\u4e0e\u5b9e\u73b0\uff1a\u4ece\u5927\u8bed\u8a00\u6a21\u578b\u5230\u81ea\u4e3b\u667a\u80fd\u7cfb\u7edf<\/strong><\/h1>\n<ul>\n<li>\n<h1 id=\"1-ai-agent\">1-\u6982\u8ff0\u4ec0\u4e48\u662fai-agent<\/h1>\n<\/li>\n<li>\n<h1 id=\"2-\">2-\u6838\u5fc3\u6846\u67b6\u611f\u77e5-\u601d\u8003-\u884c\u52a8\u5faa\u73af<\/h1>\n<\/li>\n<li>\n<h1 id=\"3-\">3-\u7ec4\u4ef6\u67b6\u6784\u4e0e\u53f0\u5f0f\u673a\u7684\u7c7b\u6bd4<\/h1>\n<\/li>\n<li>\n<h1 id=\"4-skill\">4-skill\u6280\u80fd\u7684\u7f16\u7a0b\u5b9e\u73b0<\/h1>\n<\/li>\n<li>\n<h1 id=\"5-llm\">5-llm\u7684\u914d\u5408\u5b9e\u73b0\u673a\u5236<\/h1>\n<\/li>\n<li>\n<h1 id=\"6-llm\">6-llm\u80fd\u529b\u5982\u4f55\u83b7\u5f97\u8bad\u7ec3\u4e0e\u6fc0\u53d1<\/h1>\n<\/li>\n<li>\n<h1 id=\"7-\">7-\u603b\u7ed3\u4e0e\u5c55\u671b<\/h1>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"1-ai-agent_1\">1. \u6982\u8ff0\uff1a\u4ec0\u4e48\u662fAI Agent\uff1f<\/h2>\n<p>AI Agent\uff08\u667a\u80fd\u4f53\uff09\u662f\u4e00\u4e2a\u80fd\u591f\u611f\u77e5\u73af\u5883\u3001\u8fdb\u884c\u51b3\u7b56\u5e76\u6267\u884c\u884c\u52a8\u4ee5\u8fbe\u6210\u76ee\u6807\u7684\u81ea\u4e3b\u7cfb\u7edf\u3002\u4e0e\u4f20\u7edf\u7a0b\u5e8f\u4e0d\u540c\uff0cAI Agent\u7684\u6838\u5fc3\u7279\u5f81\u5305\u62ec\uff1a<\/p>\n<p><!--more--><\/p>\n<ul>\n<li><strong>\u81ea\u4e3b\u6027<\/strong>\uff1a\u80fd\u591f\u5728\u6ca1\u6709\u4eba\u5de5\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u8fd0\u884c<\/li>\n<li><strong>\u53cd\u5e94\u6027<\/strong>\uff1a\u611f\u77e5\u73af\u5883\u53d8\u5316\u5e76\u505a\u51fa\u54cd\u5e94<\/li>\n<li><strong>\u4e3b\u52a8\u6027<\/strong>\uff1a\u80fd\u591f\u4e3b\u52a8\u8bbe\u5b9a\u548c\u8ffd\u6c42\u76ee\u6807<\/li>\n<li><strong>\u793e\u4f1a\u6027<\/strong>\uff1a\u53ef\u4e0e\u5176\u4ed6Agent\u6216\u4eba\u7c7b\u4ea4\u4e92<\/li>\n<\/ul>\n<p>\u73b0\u4ee3AI Agent\u901a\u5e38\u4ee5\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e3a&#8221;\u5927\u8111&#8221;\uff0c\u7ed3\u5408\u5916\u90e8\u5de5\u5177\u3001\u8bb0\u5fc6\u7cfb\u7edf\u548c\u63a7\u5236\u903b\u8f91\u6784\u6210\u3002<\/p>\n<h2 id=\"2-_1\">2. \u6838\u5fc3\u6846\u67b6\uff1a\u611f\u77e5-\u601d\u8003-\u884c\u52a8\u5faa\u73af<\/h2>\n<p>AI Agent\u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u6301\u7eed\u8fd0\u884c\u7684\u5faa\u73af\uff0c\u5305\u542b\u56db\u4e2a\u5173\u952e\u9636\u6bb5\uff1a<\/p>\n<h3 id=\"21\">2.1 \u611f\u77e5<\/h3>\n<ul>\n<li><strong>\u8f93\u5165\u5904\u7406<\/strong>\uff1a\u63a5\u6536\u7528\u6237\u6307\u4ee4\u3001\u73af\u5883\u4fe1\u606f\u3001\u5de5\u5177\u8fd4\u56de\u7ed3\u679c<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u6784\u5efa<\/strong>\uff1a\u4ece\u8bb0\u5fc6\u7cfb\u7edf\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u5f62\u6210\u5b8c\u6574\u4e0a\u4e0b\u6587<\/li>\n<\/ul>\n<h3 id=\"22\">2.2 \u601d\u8003\u4e0e\u89c4\u5212<\/h3>\n<ul>\n<li><strong>\u4efb\u52a1\u5206\u89e3<\/strong>\uff1a\u5c06\u590d\u6742\u95ee\u9898\u62c6\u89e3\u4e3a\u53ef\u6267\u884c\u7684\u5b50\u4efb\u52a1\u5e8f\u5217<\/li>\n<li><strong>\u5de5\u5177\u9009\u62e9<\/strong>\uff1a\u4ece\u53ef\u7528\u5de5\u5177\u96c6\u4e2d\u9009\u62e9\u6700\u5408\u9002\u7684\u5de5\u5177<\/li>\n<li><strong>\u63a8\u7406\u94fe\u751f\u6210<\/strong>\uff1a\u4ea7\u751f\u9010\u6b65\u89e3\u51b3\u95ee\u9898\u7684\u63a8\u7406\u6b65\u9aa4<\/li>\n<\/ul>\n<h3 id=\"23\">2.3 \u884c\u52a8\u4e0e\u6267\u884c<\/h3>\n<ul>\n<li><strong>\u5de5\u5177\u8c03\u7528<\/strong>\uff1a\u4ee5\u6b63\u786e\u7684\u53c2\u6570\u683c\u5f0f\u8c03\u7528\u5916\u90e8\u5de5\u5177\u6216API<\/li>\n<li><strong>\u52a8\u4f5c\u6267\u884c<\/strong>\uff1a\u5b9e\u9645\u6267\u884c\u4ee3\u7801\u3001\u64cd\u4f5c\u6216\u5916\u90e8\u8c03\u7528<\/li>\n<\/ul>\n<h3 id=\"24\">2.4 \u89c2\u5bdf\u4e0e\u8bb0\u5fc6<\/h3>\n<ul>\n<li><strong>\u7ed3\u679c\u89c2\u5bdf<\/strong>\uff1a\u83b7\u53d6\u5de5\u5177\u6267\u884c\u7684\u7ed3\u679c<\/li>\n<li><strong>\u8bb0\u5fc6\u66f4\u65b0<\/strong>\uff1a\u5c06\u4ea4\u4e92\u4fe1\u606f\u5b58\u50a8\u5230\u77ed\u671f\u6216\u957f\u671f\u8bb0\u5fc6<\/li>\n<\/ul>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"c1\"># \u7b80\u5316\u7684\u4e3b\u5faa\u73af\u793a\u4f8b<\/span>\n<span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">agent_loop<\/span><span class=\"p\">(<\/span><span class=\"n\">initial_input<\/span><span class=\"p\">,<\/span> <span class=\"n\">max_steps<\/span><span class=\"o\">=<\/span><span class=\"mi\">10<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">context<\/span> <span class=\"o\">=<\/span> <span class=\"n\">initialize_context<\/span><span class=\"p\">(<\/span><span class=\"n\">initial_input<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">for<\/span> <span class=\"n\">step<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">max_steps<\/span><span class=\"p\">):<\/span>\n        <span class=\"c1\"># 1. \u611f\u77e5\uff1a\u6784\u5efa\u5b8c\u6574\u4e0a\u4e0b\u6587<\/span>\n        <span class=\"n\">full_context<\/span> <span class=\"o\">=<\/span> <span class=\"n\">context<\/span> <span class=\"o\">+<\/span> <span class=\"n\">get_memory_context<\/span><span class=\"p\">()<\/span>\n\n        <span class=\"c1\"># 2. \u601d\u8003\uff1aLLM\u751f\u6210\u51b3\u7b56<\/span>\n        <span class=\"n\">llm_response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">llm<\/span><span class=\"o\">.<\/span><span class=\"n\">generate<\/span><span class=\"p\">(<\/span><span class=\"n\">full_context<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># 3. \u89e3\u6790\u51b3\u7b56<\/span>\n        <span class=\"k\">if<\/span> <span class=\"n\">is_final_answer<\/span><span class=\"p\">(<\/span><span class=\"n\">llm_response<\/span><span class=\"p\">):<\/span>\n            <span class=\"k\">return<\/span> <span class=\"n\">format_final_answer<\/span><span class=\"p\">(<\/span><span class=\"n\">llm_response<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"k\">elif<\/span> <span class=\"n\">requires_action<\/span><span class=\"p\">(<\/span><span class=\"n\">llm_response<\/span><span class=\"p\">):<\/span>\n            <span class=\"c1\"># 4. \u884c\u52a8\uff1a\u6267\u884c\u5de5\u5177\u8c03\u7528<\/span>\n            <span class=\"n\">action<\/span><span class=\"p\">,<\/span> <span class=\"n\">params<\/span> <span class=\"o\">=<\/span> <span class=\"n\">parse_action<\/span><span class=\"p\">(<\/span><span class=\"n\">llm_response<\/span><span class=\"p\">)<\/span>\n            <span class=\"n\">tool_result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">execute_action<\/span><span class=\"p\">(<\/span><span class=\"n\">action<\/span><span class=\"p\">,<\/span> <span class=\"n\">params<\/span><span class=\"p\">)<\/span>\n\n            <span class=\"c1\"># 5. \u89c2\u5bdf\uff1a\u66f4\u65b0\u4e0a\u4e0b\u6587<\/span>\n            <span class=\"n\">context<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">({<\/span><span class=\"s2\">&quot;role&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;tool&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;content&quot;<\/span><span class=\"p\">:<\/span> <span class=\"n\">tool_result<\/span><span class=\"p\">})<\/span>\n\n        <span class=\"k\">else<\/span><span class=\"p\">:<\/span>\n            <span class=\"c1\"># \u7ee7\u7eed\u601d\u8003<\/span>\n            <span class=\"n\">context<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">({<\/span><span class=\"s2\">&quot;role&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;assistant&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;content&quot;<\/span><span class=\"p\">:<\/span> <span class=\"n\">llm_response<\/span><span class=\"p\">})<\/span>\n\n    <span class=\"k\">return<\/span> <span class=\"s2\">&quot;\u8fbe\u5230\u6700\u5927\u6b65\u6570\u9650\u5236&quot;<\/span>\n<\/code><\/pre>\n<\/div>\n<h2 id=\"3\">3. \u7ec4\u4ef6\u67b6\u6784\uff1a\u4e0e\u53f0\u5f0f\u673a\u7684\u7c7b\u6bd4<\/h2>\n<p>AI Agent\u7684\u8f6f\u4ef6\u7ec4\u4ef6\u4e0e\u53f0\u5f0f\u673a\u786c\u4ef6\u5728\u529f\u80fd\u4e0a\u6709\u6e05\u6670\u7684\u5bf9\u5e94\u5173\u7cfb\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>AI Agent \u7ec4\u4ef6<\/th>\n<th>\u53f0\u5f0f\u673a\u7ec4\u4ef6<\/th>\n<th>\u529f\u80fd\u7c7b\u6bd4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u5927\u8bed\u8a00\u6a21\u578b<\/strong><\/td>\n<td><strong>CPU<\/strong><\/td>\n<td>\u6838\u5fc3\u5904\u7406\u5668\uff0c\u8d1f\u8d23\u6240\u6709\u8ba1\u7b97\u548c\u51b3\u7b56<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5de5\u5177\u7cfb\u7edf<\/strong><\/td>\n<td><strong>\u5916\u90e8\u8bbe\u5907\/\u6269\u5c55\u5361<\/strong><\/td>\n<td>\u6269\u5c55\u57fa\u7840\u80fd\u529b\uff0c\u5982\u663e\u5361\u3001\u58f0\u5361\u3001\u6253\u5370\u673a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u77ed\u671f\u8bb0\u5fc6<\/strong><\/td>\n<td><strong>RAM<\/strong><\/td>\n<td>\u5feb\u901f\u5b58\u53d6\u5f53\u524d\u4efb\u52a1\u6240\u9700\u4fe1\u606f<\/td>\n<\/tr>\n<tr>\n<td><strong>\u957f\u671f\u8bb0\u5fc6<\/strong><\/td>\n<td><strong>\u786c\u76d8<\/strong><\/td>\n<td>\u6301\u4e45\u5316\u5b58\u50a8\u5927\u91cf\u5386\u53f2\u6570\u636e<\/td>\n<\/tr>\n<tr>\n<td><strong>\u611f\u77e5\u6a21\u5757<\/strong><\/td>\n<td><strong>\u8f93\u5165\u8bbe\u5907<\/strong><\/td>\n<td>\u952e\u76d8\u3001\u9f20\u6807\u3001\u9ea6\u514b\u98ce\u7b49\u8f93\u5165\u6e90<\/td>\n<\/tr>\n<tr>\n<td><strong>\u884c\u52a8\u6a21\u5757<\/strong><\/td>\n<td><strong>\u8f93\u51fa\u8bbe\u5907<\/strong><\/td>\n<td>\u663e\u793a\u5668\u3001\u97f3\u54cd\u3001\u6253\u5370\u673a\u7b49\u8f93\u51fa\u8bbe\u5907<\/td>\n<\/tr>\n<tr>\n<td><strong>\u4e3b\u63a7\u7a0b\u5e8f<\/strong><\/td>\n<td><strong>\u4e3b\u677f+\u64cd\u4f5c\u7cfb\u7edf<\/strong><\/td>\n<td>\u8fde\u63a5\u6240\u6709\u7ec4\u4ef6\uff0c\u7ba1\u7406\u8d44\u6e90\u548c\u8c03\u5ea6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 id=\"_1\">\u5173\u952e\u6d1e\u89c1<\/h3>\n<p>\u8fd9\u79cd\u7c7b\u6bd4\u63ed\u793a\u4e86AI Agent\u672c\u8d28\u4e0a\u662f\u4e00\u53f0<strong>\u8fd0\u884c\u5728\u8f6f\u4ef6\u5c42\u9762\u7684\u865a\u62df\u8ba1\u7b97\u673a<\/strong>\uff0c\u9075\u5faa\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684&#8221;\u8f93\u5165-\u5904\u7406-\u5b58\u50a8-\u8f93\u51fa&#8221;\u8303\u5f0f\uff0c\u4f46\u4ee5\u8bed\u4e49\u7406\u89e3\u548c\u751f\u6210\u4e3a\u6838\u5fc3\u5904\u7406\u5185\u5bb9\u3002<\/p>\n<h2 id=\"4-skill_1\">4. Skill\uff08\u6280\u80fd\uff09\u7684\u7f16\u7a0b\u5b9e\u73b0<\/h2>\n<p>Skill\u662fAgent\u80fd\u529b\u7684\u6269\u5c55\uff0c\u901a\u8fc7\u5de5\u5177\u8c03\u7528\u673a\u5236\u5b9e\u73b0\u3002<\/p>\n<h3 id=\"41\">4.1 \u6280\u80fd\u5b9a\u4e49<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">search_web<\/span><span class=\"p\">(<\/span><span class=\"n\">query<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">,<\/span> <span class=\"n\">max_results<\/span><span class=\"p\">:<\/span> <span class=\"nb\">int<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">5<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"nb\">str<\/span><span class=\"p\">:<\/span>\n<span class=\"w\">    <\/span><span class=\"sd\">&quot;&quot;&quot;<\/span>\n<span class=\"sd\">    \u5728\u4e92\u8054\u7f51\u4e0a\u641c\u7d22\u4fe1\u606f<\/span>\n\n<span class=\"sd\">    \u53c2\u6570:<\/span>\n<span class=\"sd\">        query: \u641c\u7d22\u5173\u952e\u8bcd<\/span>\n<span class=\"sd\">        max_results: \u6700\u5927\u7ed3\u679c\u6570\u91cf\uff0c\u9ed8\u8ba45\u6761<\/span>\n\n<span class=\"sd\">    \u8fd4\u56de:<\/span>\n<span class=\"sd\">        \u683c\u5f0f\u5316\u540e\u7684\u641c\u7d22\u7ed3\u679c\u5b57\u7b26\u4e32<\/span>\n<span class=\"sd\">    &quot;&quot;&quot;<\/span>\n    <span class=\"c1\"># \u5b9e\u9645\u8c03\u7528\u641c\u7d22\u5f15\u64ceAPI<\/span>\n    <span class=\"n\">results<\/span> <span class=\"o\">=<\/span> <span class=\"n\">search_api<\/span><span class=\"p\">(<\/span><span class=\"n\">query<\/span><span class=\"p\">,<\/span> <span class=\"n\">max_results<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">formatted<\/span> <span class=\"o\">=<\/span> <span class=\"n\">format_search_results<\/span><span class=\"p\">(<\/span><span class=\"n\">results<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">formatted<\/span>\n<\/code><\/pre>\n<\/div>\n<h3 id=\"42\">4.2 \u6280\u80fd\u63cf\u8ff0\u4e0e\u6ce8\u518c<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"kn\">from<\/span><span class=\"w\"> <\/span><span class=\"nn\">langchain.tools<\/span><span class=\"w\"> <\/span><span class=\"kn\">import<\/span> <span class=\"n\">Tool<\/span>\n\n<span class=\"c1\"># \u521b\u5efa\u5de5\u5177\u5bf9\u8c61<\/span>\n<span class=\"n\">search_tool<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Tool<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">name<\/span><span class=\"o\">=<\/span><span class=\"s2\">&quot;WebSearch&quot;<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">func<\/span><span class=\"o\">=<\/span><span class=\"n\">search_web<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">description<\/span><span class=\"o\">=<\/span><span class=\"s2\">&quot;\u5728\u4e92\u8054\u7f51\u4e0a\u641c\u7d22\u6700\u65b0\u4fe1\u606f\u3002\u9002\u7528\u4e8e\u9700\u8981\u5b9e\u65f6\u6570\u636e\u7684\u95ee\u9898\u3002&quot;<\/span>\n<span class=\"p\">)<\/span>\n\n<span class=\"c1\"># \u6ce8\u518c\u5230Agent<\/span>\n<span class=\"n\">agent<\/span> <span class=\"o\">=<\/span> <span class=\"n\">initialize_agent<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">tools<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"n\">search_tool<\/span><span class=\"p\">,<\/span> <span class=\"n\">calculator_tool<\/span><span class=\"p\">,<\/span> <span class=\"n\">db_query_tool<\/span><span class=\"p\">],<\/span>\n    <span class=\"n\">llm<\/span><span class=\"o\">=<\/span><span class=\"n\">llm_model<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">agent_type<\/span><span class=\"o\">=<\/span><span class=\"s2\">&quot;react-docstore&quot;<\/span>\n<span class=\"p\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<h3 id=\"43\">4.3 \u9ad8\u7ea7\u6280\u80fd\u6a21\u5f0f<\/h3>\n<ul>\n<li><strong>\u591a\u6b65\u9aa4\u6280\u80fd<\/strong>\uff1a\u5185\u90e8\u5305\u542b\u590d\u6742\u903b\u8f91\u94fe<\/li>\n<li><strong>\u6d41\u5f0f\u6280\u80fd<\/strong>\uff1a\u652f\u6301\u957f\u65f6\u95f4\u8fd0\u884c\u548c\u589e\u91cf\u8fd4\u56de<\/li>\n<li><strong>\u6761\u4ef6\u6280\u80fd<\/strong>\uff1a\u6839\u636e\u4e0a\u4e0b\u6587\u52a8\u6001\u9009\u62e9\u6267\u884c\u8def\u5f84<\/li>\n<li><strong>\u7ec4\u5408\u6280\u80fd<\/strong>\uff1a\u591a\u4e2a\u7b80\u5355\u6280\u80fd\u7ec4\u5408\u6210\u590d\u6742\u6280\u80fd<\/li>\n<\/ul>\n<h2 id=\"5-llm_1\">5. LLM\u7684\u914d\u5408\u5b9e\u73b0\u673a\u5236<\/h2>\n<h3 id=\"51\">5.1 \u7ed3\u6784\u5316\u63d0\u793a\u5de5\u7a0b<\/h3>\n<p>LLM\u901a\u8fc7\u7279\u5b9a\u7684\u63d0\u793a\u683c\u5f0f\u6765\u9075\u5faaAgent\u5de5\u4f5c\u6d41\uff1a<\/p>\n<div class=\"highlight\">\n<pre><span><\/span><code>\u7cfb\u7edf\u6307\u4ee4\uff1a\n\u4f60\u662f\u4e00\u4e2aAI\u52a9\u624b\uff0c\u53ef\u4ee5\u8c03\u7528\u5de5\u5177\u89e3\u51b3\u95ee\u9898\u3002\u8bf7\u6309\u4ee5\u4e0b\u683c\u5f0f\u54cd\u5e94\uff1a\n\n\u601d\u8003\uff1a&lt;\u5206\u6790\u95ee\u9898\uff0c\u51b3\u5b9a\u662f\u5426\u9700\u8981\u5de5\u5177&gt;\n\u884c\u52a8\uff1a&lt;\u5de5\u5177\u540d\u79f0&gt;\n\u884c\u52a8\u8f93\u5165\uff1a&lt;\u5de5\u5177\u53c2\u6570&gt;\n\u89c2\u5bdf\uff1a&lt;\u5de5\u5177\u8fd4\u56de\u7ed3\u679c&gt;\n...\uff08\u91cd\u590d\u76f4\u5230\u5b8c\u6210\uff09\n\u6700\u7ec8\u7b54\u6848\uff1a&lt;\u603b\u7ed3\u6027\u56de\u7b54&gt;\n\n\u7528\u6237\u95ee\u9898\uff1a{\u7528\u6237\u8f93\u5165}\n<\/code><\/pre>\n<\/div>\n<h3 id=\"52\">5.2 \u51fd\u6570\u8c03\u7528\u673a\u5236<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"c1\"># \u4f7f\u7528Chat Completions API\u7684\u51fd\u6570\u8c03\u7528\u529f\u80fd<\/span>\n<span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">openai<\/span><span class=\"o\">.<\/span><span class=\"n\">ChatCompletion<\/span><span class=\"o\">.<\/span><span class=\"n\">create<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"s2\">&quot;gpt-4&quot;<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">messages<\/span><span class=\"o\">=<\/span><span class=\"p\">[{<\/span><span class=\"s2\">&quot;role&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;user&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;content&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;\u5317\u4eac\u5929\u6c14\u600e\u4e48\u6837\uff1f&quot;<\/span><span class=\"p\">}],<\/span>\n    <span class=\"n\">functions<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span>  <span class=\"c1\"># \u5b9a\u4e49\u53ef\u7528\u51fd\u6570<\/span>\n        <span class=\"p\">{<\/span>\n            <span class=\"s2\">&quot;name&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;get_weather&quot;<\/span><span class=\"p\">,<\/span>\n            <span class=\"s2\">&quot;description&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;\u83b7\u53d6\u57ce\u5e02\u5929\u6c14\u4fe1\u606f&quot;<\/span><span class=\"p\">,<\/span>\n            <span class=\"s2\">&quot;parameters&quot;<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n                <span class=\"s2\">&quot;type&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;object&quot;<\/span><span class=\"p\">,<\/span>\n                <span class=\"s2\">&quot;properties&quot;<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n                    <span class=\"s2\">&quot;city&quot;<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"s2\">&quot;type&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;string&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;description&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;\u57ce\u5e02\u540d\u79f0&quot;<\/span><span class=\"p\">}<\/span>\n                <span class=\"p\">},<\/span>\n                <span class=\"s2\">&quot;required&quot;<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"s2\">&quot;city&quot;<\/span><span class=\"p\">]<\/span>\n            <span class=\"p\">}<\/span>\n        <span class=\"p\">}<\/span>\n    <span class=\"p\">],<\/span>\n    <span class=\"n\">function_call<\/span><span class=\"o\">=<\/span><span class=\"s2\">&quot;auto&quot;<\/span>  <span class=\"c1\"># \u8ba9\u6a21\u578b\u51b3\u5b9a\u662f\u5426\u8c03\u7528<\/span>\n<span class=\"p\">)<\/span>\n\n<span class=\"c1\"># \u89e3\u6790\u6a21\u578b\u54cd\u5e94<\/span>\n<span class=\"k\">if<\/span> <span class=\"n\">response<\/span><span class=\"o\">.<\/span><span class=\"n\">choices<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">message<\/span><span class=\"o\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s2\">&quot;function_call&quot;<\/span><span class=\"p\">):<\/span>\n    <span class=\"c1\"># \u6a21\u578b\u8bf7\u6c42\u8c03\u7528\u51fd\u6570<\/span>\n    <span class=\"n\">function_name<\/span> <span class=\"o\">=<\/span> <span class=\"n\">response<\/span><span class=\"o\">.<\/span><span class=\"n\">choices<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">message<\/span><span class=\"o\">.<\/span><span class=\"n\">function_call<\/span><span class=\"o\">.<\/span><span class=\"n\">name<\/span>\n    <span class=\"n\">arguments<\/span> <span class=\"o\">=<\/span> <span class=\"n\">json<\/span><span class=\"o\">.<\/span><span class=\"n\">loads<\/span><span class=\"p\">(<\/span><span class=\"n\">response<\/span><span class=\"o\">.<\/span><span class=\"n\">choices<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">message<\/span><span class=\"o\">.<\/span><span class=\"n\">function_call<\/span><span class=\"o\">.<\/span><span class=\"n\">arguments<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># \u6267\u884c\u51fd\u6570<\/span>\n    <span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">call_function<\/span><span class=\"p\">(<\/span><span class=\"n\">function_name<\/span><span class=\"p\">,<\/span> <span class=\"n\">arguments<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># \u5c06\u7ed3\u679c\u8fd4\u56de\u7ed9\u6a21\u578b\u7ee7\u7eed\u5904\u7406<\/span>\n    <span class=\"n\">second_response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">openai<\/span><span class=\"o\">.<\/span><span class=\"n\">ChatCompletion<\/span><span class=\"o\">.<\/span><span class=\"n\">create<\/span><span class=\"p\">(<\/span>\n        <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"s2\">&quot;gpt-4&quot;<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">messages<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span>\n            <span class=\"p\">{<\/span><span class=\"s2\">&quot;role&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;user&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;content&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;\u5317\u4eac\u5929\u6c14\u600e\u4e48\u6837\uff1f&quot;<\/span><span class=\"p\">},<\/span>\n            <span class=\"n\">response<\/span><span class=\"o\">.<\/span><span class=\"n\">choices<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">message<\/span><span class=\"p\">,<\/span>\n            <span class=\"p\">{<\/span>\n                <span class=\"s2\">&quot;role&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;function&quot;<\/span><span class=\"p\">,<\/span>\n                <span class=\"s2\">&quot;name&quot;<\/span><span class=\"p\">:<\/span> <span class=\"n\">function_name<\/span><span class=\"p\">,<\/span>\n                <span class=\"s2\">&quot;content&quot;<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">(<\/span><span class=\"n\">result<\/span><span class=\"p\">)<\/span>\n            <span class=\"p\">}<\/span>\n        <span class=\"p\">]<\/span>\n    <span class=\"p\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<h3 id=\"53\">5.3 \u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"k\">class<\/span><span class=\"w\"> <\/span><span class=\"nc\">MultiAgentSystem<\/span><span class=\"p\">:<\/span>\n    <span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"fm\">__init__<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">):<\/span>\n        <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">planner<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LLMAgent<\/span><span class=\"p\">(<\/span><span class=\"n\">role<\/span><span class=\"o\">=<\/span><span class=\"s2\">&quot;\u89c4\u5212\u5e08&quot;<\/span><span class=\"p\">,<\/span> <span class=\"n\">expertise<\/span><span class=\"o\">=<\/span><span class=\"s2\">&quot;\u4efb\u52a1\u5206\u89e3&quot;<\/span><span class=\"p\">)<\/span>\n        <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">executor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LLMAgent<\/span><span class=\"p\">(<\/span><span class=\"n\">role<\/span><span class=\"o\">=<\/span><span class=\"s2\">&quot;\u6267\u884c\u8005&quot;<\/span><span class=\"p\">,<\/span> <span class=\"n\">expertise<\/span><span class=\"o\">=<\/span><span class=\"s2\">&quot;\u5de5\u5177\u8c03\u7528&quot;<\/span><span class=\"p\">)<\/span>\n        <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">verifier<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LLMAgent<\/span><span class=\"p\">(<\/span><span class=\"n\">role<\/span><span class=\"o\">=<\/span><span class=\"s2\">&quot;\u9a8c\u8bc1\u8005&quot;<\/span><span class=\"p\">,<\/span> <span class=\"n\">expertise<\/span><span class=\"o\">=<\/span><span class=\"s2\">&quot;\u8d28\u91cf\u68c0\u67e5&quot;<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">solve_problem<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">problem<\/span><span class=\"p\">):<\/span>\n        <span class=\"c1\"># \u89c4\u5212\u9636\u6bb5<\/span>\n        <span class=\"n\">plan<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">planner<\/span><span class=\"o\">.<\/span><span class=\"n\">generate_plan<\/span><span class=\"p\">(<\/span><span class=\"n\">problem<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># \u6267\u884c\u9636\u6bb5<\/span>\n        <span class=\"n\">results<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n        <span class=\"k\">for<\/span> <span class=\"n\">step<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">plan<\/span><span class=\"o\">.<\/span><span class=\"n\">steps<\/span><span class=\"p\">:<\/span>\n            <span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">executor<\/span><span class=\"o\">.<\/span><span class=\"n\">execute_step<\/span><span class=\"p\">(<\/span><span class=\"n\">step<\/span><span class=\"p\">)<\/span>\n            <span class=\"n\">results<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">result<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># \u9a8c\u8bc1\u9636\u6bb5<\/span>\n        <span class=\"n\">final_answer<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">verifier<\/span><span class=\"o\">.<\/span><span class=\"n\">verify_and_format<\/span><span class=\"p\">(<\/span><span class=\"n\">results<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"k\">return<\/span> <span class=\"n\">final_answer<\/span>\n<\/code><\/pre>\n<\/div>\n<h2 id=\"6-llm_1\">6. LLM\u80fd\u529b\u5982\u4f55\u83b7\u5f97\uff1a\u8bad\u7ec3\u4e0e\u6fc0\u53d1<\/h2>\n<h3 id=\"61\">6.1 \u57fa\u7840\u80fd\u529b\uff1a\u9884\u8bad\u7ec3\u9636\u6bb5<\/h3>\n<p>\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u6587\u672c\u548c\u4ee3\u7801\u6570\u636e\u4e0a\u7684\u81ea\u76d1\u7763\u5b66\u4e60\u83b7\u5f97\uff1a<\/p>\n<ul>\n<li><strong>\u8bad\u7ec3\u76ee\u6807<\/strong>\uff1a\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u6216\u906e\u76d6\u7684\u8bcd<\/li>\n<li><strong>\u5b66\u5230\u7684\u80fd\u529b<\/strong>\uff1a<\/li>\n<li>\u8bed\u8a00\u8bed\u6cd5\u548c\u4e16\u754c\u77e5\u8bc6<\/li>\n<li>\u4ee3\u7801\u7406\u89e3\u548c\u751f\u6210<\/li>\n<li>\u903b\u8f91\u63a8\u7406\u6a21\u5f0f<\/li>\n<li>\u4e0a\u4e0b\u6587\u5173\u8054<\/li>\n<\/ul>\n<h3 id=\"62\">6.2 \u80fd\u529b\u5bf9\u9f50\uff1a\u5fae\u8c03\u9636\u6bb5<\/h3>\n<ol>\n<li><strong>\u6307\u4ee4\u5fae\u8c03<\/strong>\uff1a\u8bad\u7ec3\u6a21\u578b\u9075\u5faa\u4eba\u7c7b\u6307\u4ee4<\/li>\n<li><strong>\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60<\/strong>\uff1a\u5bf9\u9f50\u6a21\u578b\u8f93\u51fa\u4e0e\u4eba\u7c7b\u504f\u597d<\/li>\n<li><strong>\u5b89\u5168\u5bf9\u9f50<\/strong>\uff1a\u51cf\u5c11\u6709\u5bb3\u3001\u504f\u89c1\u5185\u5bb9\u751f\u6210<\/li>\n<\/ol>\n<h3 id=\"63\">6.3 \u5de5\u5177\u4f7f\u7528\u80fd\u529b\u7684\u6fc0\u53d1<\/h3>\n<p>LLM\u7684\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u4e3b\u8981\u6765\u81ea\uff1a<\/p>\n<ol>\n<li><strong>\u4ee3\u7801\u8bad\u7ec3\u6570\u636e<\/strong>\uff1a\u4ece\u4ee3\u7801\u5e93\u4e2d\u5b66\u4e60&#8221;\u51fd\u6570\u8c03\u7528-\u7ed3\u679c\u8fd4\u56de&#8221;\u6a21\u5f0f<\/li>\n<li><strong>\u6587\u6863\u8bad\u7ec3\u6570\u636e<\/strong>\uff1a\u4eceAPI\u6587\u6863\u5b66\u4e60\u51fd\u6570\u63cf\u8ff0-\u7528\u6cd5\u7684\u6620\u5c04<\/li>\n<li><strong>\u63a8\u7406\u65f6\u5f15\u5bfc<\/strong>\uff1a\u901a\u8fc7\u63d0\u793a\u5de5\u7a0b\u6fc0\u53d1\u5df2\u6709\u80fd\u529b<\/li>\n<\/ol>\n<h3 id=\"64-vs\">6.4 \u8bad\u7ec3 vs. \u7f16\u7a0b\u7684\u754c\u9650<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u65b9\u9762<\/th>\n<th>\u8bad\u7ec3\uff08\u6539\u53d8\u6743\u91cd\uff09<\/th>\n<th>\u7f16\u7a0b\/\u63a8\u7406\uff08\u4e0d\u6539\u53d8\u6743\u91cd\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u76ee\u6807<\/strong><\/td>\n<td>\u83b7\u5f97\u57fa\u7840\u80fd\u529b<\/td>\n<td>\u6fc0\u53d1\u548c\u5f15\u5bfc\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td><strong>\u65b9\u6cd5<\/strong><\/td>\n<td>\u6d77\u91cf\u6570\u636e+\u81ea\u76d1\u7763\u5b66\u4e60<\/td>\n<td>\u63d0\u793a\u5de5\u7a0b+\u67b6\u6784\u8bbe\u8ba1<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6210\u672c<\/strong><\/td>\n<td>\u6781\u9ad8<\/td>\n<td>\u76f8\u5bf9\u8f83\u4f4e<\/td>\n<\/tr>\n<tr>\n<td><strong>\u7075\u6d3b\u6027<\/strong><\/td>\n<td>\u6539\u53d8\u9700\u91cd\u65b0\u8bad\u7ec3<\/td>\n<td>\u53ef\u5feb\u901f\u8c03\u6574<\/td>\n<\/tr>\n<tr>\n<td><strong>\u793a\u4f8b<\/strong><\/td>\n<td>\u5b66\u4e60\u8bed\u8a00\u8bed\u6cd5<\/td>\n<td>\u8bbe\u8ba1Agent\u5de5\u4f5c\u6d41<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"7\">7. \u603b\u7ed3\u4e0e\u5c55\u671b<\/h2>\n<h3 id=\"71\">7.1 \u6838\u5fc3\u8981\u70b9\u603b\u7ed3<\/h3>\n<ol>\n<li><strong>AI Agent\u662f\u4e00\u4e2a\u7cfb\u7edf<\/strong>\uff1a\u4e0d\u53eaLLM\uff0c\u800c\u662fLLM+\u5de5\u5177+\u8bb0\u5fc6+\u63a7\u5236\u7684\u5b8c\u6574\u7cfb\u7edf<\/li>\n<li><strong>LLM\u662f\u5927\u8111\uff0c\u4e0d\u662f\u5168\u90e8<\/strong>\uff1aLLM\u63d0\u4f9b\u63a8\u7406\u51b3\u7b56\uff0c\u4f46\u6267\u884c\u4f9d\u8d56\u5916\u90e8\u5de5\u5177<\/li>\n<li><strong>\u6280\u80fd\u5373\u5de5\u5177<\/strong>\uff1a\u901a\u8fc7\u51fd\u6570\u8c03\u7528\u673a\u5236\u6269\u5c55Agent\u80fd\u529b<\/li>\n<li><strong>\u67b6\u6784\u5373\u7f16\u7a0b<\/strong>\uff1aAgent\u7684\u884c\u4e3a\u7531\u7cfb\u7edf\u67b6\u6784\u548c\u63d0\u793a\u5de5\u7a0b\u5b9a\u4e49<\/li>\n<li><strong>\u8bad\u7ec3\u4e0e\u5f15\u5bfc\u7ed3\u5408<\/strong>\uff1a\u57fa\u7840\u80fd\u529b\u6765\u81ea\u8bad\u7ec3\uff0c\u7279\u5b9a\u884c\u4e3a\u6765\u81ea\u63a8\u7406\u65f6\u5f15\u5bfc<\/li>\n<\/ol>\n<h3 id=\"72\">7.2 \u6280\u672f\u6311\u6218<\/h3>\n<ol>\n<li><strong>\u53ef\u9760\u6027<\/strong>\uff1aLLM\u7684&#8221;\u5e7b\u89c9&#8221;\u95ee\u9898<\/li>\n<li><strong>\u6548\u7387<\/strong>\uff1a\u4e0a\u4e0b\u6587\u957f\u5ea6\u9650\u5236\u548c\u8ba1\u7b97\u6210\u672c<\/li>\n<li><strong>\u5b89\u5168\u6027<\/strong>\uff1a\u5de5\u5177\u8c03\u7528\u7684\u98ce\u9669\u63a7\u5236<\/li>\n<li><strong>\u8bc4\u4f30<\/strong>\uff1a\u7f3a\u4e4f\u7edf\u4e00\u7684\u8bc4\u4f30\u6807\u51c6<\/li>\n<\/ol>\n<h3 id=\"73\">7.3 \u672a\u6765\u53d1\u5c55\u65b9\u5411<\/h3>\n<ol>\n<li><strong>\u4e13\u7528Agent\u6a21\u578b<\/strong>\uff1a\u4e3a\u5de5\u5177\u4f7f\u7528\u4f18\u5316\u7684\u6a21\u578b\u67b6\u6784<\/li>\n<li><strong>\u81ea\u4e3b\u6539\u8fdb<\/strong>\uff1aAgent\u80fd\u591f\u4ece\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u6539\u8fdb<\/li>\n<li><strong>\u591a\u6a21\u6001\u96c6\u6210<\/strong>\uff1a\u5904\u7406\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u7b49\u591a\u79cd\u8f93\u5165<\/li>\n<li><strong>\u5206\u5e03\u5f0f\u534f\u4f5c<\/strong>\uff1a\u591a\u4e2aAgent\u534f\u540c\u5b8c\u6210\u590d\u6742\u4efb\u52a1<\/li>\n<li><strong>\u6807\u51c6\u5316<\/strong>\uff1a\u5de5\u5177\u63cf\u8ff0\u3001\u8c03\u7528\u534f\u8bae\u7684\u6807\u51c6\u5316<\/li>\n<\/ol>\n<h3 id=\"74\">7.4 \u5b9e\u8df5\u5efa\u8bae<\/h3>\n<ol>\n<li><strong>\u4ece\u5c0f\u5904\u5f00\u59cb<\/strong>\uff1a\u4ece\u4e00\u4e2a\u660e\u786e\u7684\u5c0f\u4efb\u52a1\u5165\u624b<\/li>\n<li><strong>\u9010\u6b65\u590d\u6742\u5316<\/strong>\uff1a\u5148\u5b9e\u73b0\u6838\u5fc3\u5faa\u73af\uff0c\u518d\u6dfb\u52a0\u8bb0\u5fc6\u3001\u89c4\u5212\u7b49\u9ad8\u7ea7\u529f\u80fd<\/li>\n<li><strong>\u5229\u7528\u73b0\u6709\u6846\u67b6<\/strong>\uff1aLangChain\u3001LlamaIndex\u7b49\u6846\u67b6\u5927\u5e45\u964d\u4f4e\u5f00\u53d1\u96be\u5ea6<\/li>\n<li><strong>\u6ce8\u91cd\u6d4b\u8bd5\u8bc4\u4f30<\/strong>\uff1a\u5efa\u7acb\u5b8c\u6574\u7684\u6d4b\u8bd5\u8bc4\u4f30\u4f53\u7cfb<\/li>\n<li><strong>\u5b89\u5168\u7b2c\u4e00<\/strong>\uff1a\u5de5\u5177\u8c03\u7528\u9700\u6709\u5b89\u5168\u8fb9\u754c\u548c\u6743\u9650\u63a7\u5236<\/li>\n<\/ol>\n<hr \/>\n<p><strong>\u9644\u5f55\uff1a\u5e38\u7528\u5f00\u53d1\u6846\u67b6\u6bd4\u8f83<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th>\u6846\u67b6<\/th>\n<th>\u7279\u70b9<\/th>\n<th>\u9002\u7528\u573a\u666f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>LangChain<\/strong><\/td>\n<td>\u751f\u6001\u6210\u719f\uff0c\u6a21\u5757\u4e30\u5bcc<\/td>\n<td>\u590d\u6742Agent\u7cfb\u7edf\u5f00\u53d1<\/td>\n<\/tr>\n<tr>\n<td><strong>LlamaIndex<\/strong><\/td>\n<td>\u6570\u636e\u8fde\u63a5\u6027\u5f3a<\/td>\n<td>\u4f01\u4e1a\u77e5\u8bc6\u5e93+Agent<\/td>\n<\/tr>\n<tr>\n<td><strong>AutoGen<\/strong><\/td>\n<td>\u591aAgent\u5bf9\u8bdd\u6846\u67b6<\/td>\n<td>\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u573a\u666f<\/td>\n<\/tr>\n<tr>\n<td><strong>Haystack<\/strong><\/td>\n<td>\u4e13\u6ce8\u4e8e\u641c\u7d22<\/td>\n<td>\u68c0\u7d22\u589e\u5f3a\u578bAgent<\/td>\n<\/tr>\n<tr>\n<td><strong>CrewAI<\/strong><\/td>\n<td>\u89d2\u8272\u9a71\u52a8\u7684\u591aAgent<\/td>\n<td>\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>\u6df1\u5165\u89e3\u6790AI Agent\u7684\u67b6\u6784\u8bbe\u8ba1\u3001\u6838\u5fc3\u7ec4\u4ef6\u4e0e\u5b9e\u73b0\u673a\u5236\uff0c\u4ece\u611f\u77e5-\u601d\u8003-\u884c\u52a8\u5faa\u73af\u5230Skill\u6280\u80fd\u7f16\u7a0b\uff0c\u5168\u9762\u7406\u89e3\u81ea\u4e3b\u667a\u80fd\u7cfb\u7edf\u7684\u6784\u5efa\u539f\u7406\u3002<\/p>\n","protected":false},"author":1,"featured_media":1787,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[47,43],"tags":[53,55,56,57],"class_list":["post-1788","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-43","tag-ai-agent","tag-llm","tag-56","tag-57"],"_links":{"self":[{"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/posts\/1788","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/comments?post=1788"}],"version-history":[{"count":0,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/posts\/1788\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/media\/1787"}],"wp:attachment":[{"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/media?parent=1788"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/categories?post=1788"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/tags?post=1788"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}