{"id":1823,"date":"2026-09-22T15:38:08","date_gmt":"2026-09-22T07:38:08","guid":{"rendered":"https:\/\/www.liujh168.com\/index.php\/2026\/09\/22\/20260922-002\/"},"modified":"2026-09-22T15:38:08","modified_gmt":"2026-09-22T07:38:08","slug":"20260922-002","status":"publish","type":"post","link":"https:\/\/www.liujh168.com\/index.php\/2026\/09\/22\/20260922-002\/","title":{"rendered":"\u5355\u4e00\u771f\u76f8\u6e90\u4e0ePrompt\u6f02\u79fb"},"content":{"rendered":"<h1 id=\"agent-cli-web-ui-prompt\">Agent \u9879\u76ee\u7684\u5355\u4e00\u771f\u76f8\u6e90\uff1a\u5f53 CLI \u548c Web UI \u7684 Prompt \u5f00\u59cb\u6f02\u79fb\u65f6<\/h1>\n<blockquote>\n<p>\u4f5c\u8005\uff1aAgent Dev \u5b9e\u8df5\u7b14\u8bb0 | \u53d1\u5e03\u65e5\u671f\uff1a2026-09-21 | \u6807\u7b7e\uff1aAgent, \u67b6\u6784\u8bbe\u8ba1, Prompt Engineering, \u8f6f\u4ef6\u5de5\u7a0b<\/p>\n<p><!--more--><\/p>\n<\/blockquote>\n<hr \/>\n<h2 id=\"_1\">\u5f15\u5b50<\/h2>\n<p>\u8ba9\u6211\u95ee\u4f60\u4e00\u4e2a\u95ee\u9898\uff1a\u5982\u679c\u4f60\u7684 Agent \u9879\u76ee\u9700\u8981\u540c\u65f6\u652f\u6301 <strong>CLI \u547d\u4ee4\u884c<\/strong> \u548c <strong>Gradio Web \u754c\u9762<\/strong>\uff0c\u4f60\u4f1a\u600e\u4e48\u7ec4\u7ec7\u4ee3\u7801\uff1f<\/p>\n<p>\u5927\u90e8\u5206\u4eba\u7b2c\u4e00\u53cd\u5e94\u662f\uff1a<strong>\u6309 interface \u62c6\u5206<\/strong>\u3002<code>cli\/<\/code> \u653e CLI \u76f8\u5173\u4ee3\u7801\uff0c<code>web\/<\/code> \u653e Web UI \u76f8\u5173\u4ee3\u7801\uff0c\u5404\u81ea\u7ef4\u62a4\u5404\u81ea\u7684 System Prompt\u3001\u5de5\u5177\u6ce8\u518c\u3001\u5bf9\u8bdd\u5386\u53f2\u7ba1\u7406\u3002<\/p>\n<p>\u542c\u8d77\u6765\u5f88\u5408\u7406\u5bf9\u4e0d\u5bf9\uff1f\u6211\u5f53\u65f6\u4e5f\u662f\u8fd9\u4e48\u60f3\u7684\u3002\u76f4\u5230\u6709\u4e00\u5929\uff0c\u6211\u52a0\u4e86\u4e00\u4e2a\u65b0\u5de5\u5177\u53eb <code>plan_task<\/code>\u2014\u2014\u4e00\u4e2a\u8ba9 Agent \u5148\u505a\u89c4\u5212\u518d\u6267\u884c\u7684&#8221;\u5143\u5de5\u5177&#8221;\u3002<\/p>\n<p>\u6211\u5728 CLI \u7684 System Prompt \u91cc\u52a0\u4e86\u8def\u7531\u6307\u4ee4\uff1a&#8221;\u5982\u679c\u7528\u6237\u8bf4<strong>\u89c4\u5212<\/strong>\u3001<strong>\u8ba1\u5212<\/strong>\u3001<strong>\u62c6\u89e3\u4efb\u52a1<\/strong>\u3001<strong>\u5236\u5b9a\u65b9\u6848<\/strong>\uff0c\u4f18\u5148\u8c03\u7528 <code>plan_task<\/code>&#8220;\u3002\u7136\u540e\u6253\u5f00 Web UI \u6d4b\u8bd5\u2014\u2014Web UI \u91cc Agent \u5b8c\u5168\u4e0d\u8c03 <code>plan_task<\/code>\uff0c\u6bcf\u6b21\u90fd\u76f4\u63a5\u7528\u57fa\u7840\u5de5\u5177\u778e\u8dd1\u3002<\/p>\n<p>\u67e5\u4e86\u534a\u5c0f\u65f6\uff0c\u539f\u56e0\u5f88\u8822\uff1a<strong>Web UI \u7684 System Prompt \u91cc\u5fd8\u5199\u8fd9\u6761\u8def\u7531\u6307\u4ee4\u4e86<\/strong>\u3002\u4e24\u4e2a interface \u5404\u7ef4\u62a4\u4e00\u4efd Prompt\uff0c\u6539\u4e86\u4e00\u4efd\u5fd8\u4e86\u6539\u53e6\u4e00\u4efd\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u6211\u60f3\u8bb2\u7684&#8221;<strong>Prompt \u6f02\u79fb<\/strong>&#8220;\u2014\u2014\u4e00\u4e2a\u4e0d\u8d77\u773c\u7684\u67b6\u6784\u51b3\u5b9a\uff0c\u4f1a\u5728\u9879\u76ee\u6f14\u8fdb\u8fc7\u7a0b\u4e2d\u53d8\u6210\u771f\u6b63\u7684 bug\u3002<\/p>\n<hr \/>\n<h2 id=\"prompt\">\u4e00\u3001\u75c7\u72b6\u4e00\u89c8\uff1aPrompt \u6f02\u79fb\u957f\u4ec0\u4e48\u6837<\/h2>\n<p>Prompt \u6f02\u79fb\u4e0d\u662f\u4e00\u4e2a&#8221;\u7f55\u89c1\u75c5&#8221;\u3002\u53ea\u8981\u4f60\u9879\u76ee\u6709\u4e24\u4e2a\u4ee5\u4e0a\u5165\u53e3\uff0c\u5b83\u5c31\u8fdf\u65e9\u4f1a\u6765\u3002\u5e38\u89c1\u7684 4 \u79cd\u75c7\u72b6\uff1a<\/p>\n<h3 id=\"1\">\u75c7\u72b6 1\uff1a\u8def\u7531\u6307\u4ee4\u4e0d\u540c\u6b65<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"c1\"># CLI \u7684 System Prompt\uff08main.py \u91cc\u624b\u5199\uff09<\/span>\n<span class=\"s2\">&quot;\u5982\u679c\u7528\u6237\u8bf4\u89c4\u5212\u3001\u8ba1\u5212\u3001\u62c6\u89e3\u4efb\u52a1 \u2192 \u7528 plan_task\uff1b&quot;<\/span>\n<span class=\"s2\">&quot;\u5982\u679c\u7528\u6237\u8bf4\u4ece\u77e5\u8bc6\u5e93\u67e5\u8be2 \u2192 \u7528 search_knowledge\uff1b&quot;<\/span>\n<span class=\"s2\">&quot;\u5982\u679c\u7528\u6237\u8bf4\u63d0\u53d6 JSON \u7ed3\u6784 \u2192 \u7528 extract_structured\uff1b&quot;<\/span>\n\n<span class=\"c1\"># Web UI \u7684 System Prompt\uff08web_ui.py \u91cc\u624b\u5199\uff09<\/span>\n<span class=\"s2\">&quot;\u5982\u679c\u7528\u6237\u8bf4\u89c4\u5212\u3001\u8ba1\u5212\u3001\u62c6\u89e3\u4efb\u52a1 \u2192 \u7528 plan_task\uff1b&quot;<\/span>\n<span class=\"c1\"># \u2191 search_knowledge \u548c extract_structured \u7684\u8def\u7531\u6307\u4ee4\u6f0f\u5199\u4e86\uff01<\/span>\n<\/code><\/pre>\n<\/div>\n<p>\u7ed3\u679c\uff1aCLI \u91cc Agent \u80fd\u6b63\u786e\u8def\u7531\u5230 21 \u79cd\u5de5\u5177\uff0cWeb UI \u91cc Agent \u6700\u591a\u53ea\u80fd\u6b63\u786e\u8def\u7531 18 \u79cd\u3002\u4f60\u6c38\u8fdc\u5728\u4e00\u8fb9\u80fd\u7528\u4e00\u8fb9\u4e0d\u80fd\u7528\u4e4b\u95f4\u8c03\u8bd5\u3002<\/p>\n<h3 id=\"2\">\u75c7\u72b6 2\uff1a\u5de5\u5177\u6570\u91cf\u6587\u6848\u6253\u67b6<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"c1\"># README banner:<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"s2\">&quot;\u672c\u9879\u76ee\u5171 21 \u4e2a\u5de5\u5177&quot;<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># CLI \u542f\u52a8\u65f6\u7684 banner:<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"s2\">&quot;\u2705 \u5df2\u52a0\u8f7d 20 \u4e2a\u5de5\u5177&quot;<\/span><span class=\"p\">)<\/span>    <span class=\"c1\"># \u2190 \u6570\u9519\u4e86<\/span>\n\n<span class=\"c1\"># Web UI \u7684\u9875\u9762\u6807\u9898:<\/span>\n<span class=\"n\">gr<\/span><span class=\"o\">.<\/span><span class=\"n\">Markdown<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"s2\">&quot;## AI Agent \u00b7 \u652f\u6301 18 \u79cd\u5de5\u5177&quot;<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># \u2190 \u66f4\u79bb\u8c31<\/span>\n<\/code><\/pre>\n<\/div>\n<p>\u5de5\u5177\u5b9e\u9645\u6709 21 \u4e2a\uff0c\u4f46\u4e09\u5904\u6587\u6848\u4e09\u4e2a\u4e0d\u540c\u6570\u5b57\u3002\u4e3a\u4ec0\u4e48\uff1f\u56e0\u4e3a\u6bcf\u4e2a\u5730\u65b9\u90fd\u662f\u624b\u6570\u7684\u3002<\/p>\n<h3 id=\"3\">\u75c7\u72b6 3\uff1a\u5de5\u5177\u5217\u8868\u91cd\u590d\u5b9a\u4e49<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"c1\"># main.py \u91cc\uff1a<\/span>\n<span class=\"n\">CLI_TOOLS<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s2\">&quot;calculator&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;get_weather&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;file_read&quot;<\/span><span class=\"p\">,<\/span> <span class=\"o\">...<\/span><span class=\"p\">]<\/span>  <span class=\"c1\"># \u624b\u5199\u4e86\u4e00\u904d<\/span>\n\n<span class=\"c1\"># web_ui.py \u91cc\uff1a<\/span>\n<span class=\"n\">WEB_TOOLS<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s2\">&quot;calculator&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;get_weather&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;file_read&quot;<\/span><span class=\"p\">,<\/span> <span class=\"o\">...<\/span><span class=\"p\">]<\/span>  <span class=\"c1\"># \u53c8\u624b\u5199\u4e86\u4e00\u904d<\/span>\n\n<span class=\"c1\"># \u67d0\u5929\u52a0\u4e86 web_search\uff1a<\/span>\n<span class=\"n\">CLI_TOOLS<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"s2\">&quot;web_search&quot;<\/span><span class=\"p\">)<\/span>   <span class=\"c1\"># \u2190 \u5fd8\u4e86\u6539 WEB_TOOLS<\/span>\n<\/code><\/pre>\n<\/div>\n<p>Tool Schema \u672c\u8eab\u662f\u7ed9 LLM \u770b\u7684\uff0c\u4f46 tool_map \u662f\u7ed9\u4f60\u7684\u4ee3\u7801\u770b\u7684\u2014\u2014\u4e24\u4e2a\u5730\u65b9\u7684\u5de5\u5177\u540d\u5fc5\u987b\u4e25\u683c\u4e00\u81f4\uff0c\u5c11\u4e00\u4e2a\u6216\u591a\u4e00\u4e2a\u90fd\u4f1a\u51fa\u95ee\u9898\u3002<\/p>\n<h3 id=\"4system-prompt\">\u75c7\u72b6 4\uff1aSystem Prompt \u91cc\u7684\u5b89\u5168\u6307\u5f15\u4e0d\u540c\u6b65<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"c1\"># CLI Prompt \u91cc\u6709\uff1a<\/span>\n<span class=\"s2\">&quot;\u6267\u884c\u7834\u574f\u6027\u64cd\u4f5c\u524d\u5fc5\u987b\u5148\u8c03 human_confirm \u8ba9\u7528\u6237\u786e\u8ba4&quot;<\/span>\n\n<span class=\"c1\"># Web UI Prompt \u91cc\u53ef\u80fd\u6ca1\u6709\uff1a<\/span>\n<span class=\"c1\"># \uff08Web UI \u7248\u672c\u53ef\u80fd\u88ab\u7b80\u5316\u4e86\uff0c\u56e0\u4e3a\u4f60\u89c9\u5f97&quot;Web UI \u9ed8\u8ba4\u7981\u7528 run_terminal&quot;\uff09<\/span>\n<\/code><\/pre>\n<\/div>\n<p>\u7ed3\u679c\uff1aCLI \u4e0a Agent \u4f1a\u5728\u5220\u6587\u4ef6\u524d\u793c\u8c8c\u5730\u95ee&#8221;\u786e\u5b9a\u5417\uff1f&#8221;\uff0cWeb UI \u4e0a\u53ef\u80fd\u76f4\u63a5\u5e72\u4e86\u3002<\/p>\n<hr \/>\n<h2 id=\"_2\">\u4e8c\u3001\u6839\u672c\u539f\u56e0\uff1a\u4e3a\u4ec0\u4e48\u4f1a\u6f02\u79fb<\/h2>\n<p>\u6f02\u79fb\u7684\u6839\u6e90\u5f88\u7b80\u5355\u2014\u2014<strong>\u4e24\u4efd\u4ee3\u7801 = \u53cc\u500d\u4fee\u6539\u70b9<\/strong>\u3002\u4f60\u52a0\u4e00\u4e2a\u65b0\u5de5\u5177\uff0c\u81f3\u5c11\u8981\u6539 4 \u4e2a\u5730\u65b9\uff1a<\/p>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"err\">\u52a0\u4e00\u4e2a\u65b0\u5de5\u5177\u7684\u53d8\u66f4\u6e05\u5355\uff1a<\/span>\n<span class=\"w\">  <\/span><span class=\"err\">\u2460<\/span><span class=\"w\"> <\/span><span class=\"err\">\u5199\u5de5\u5177\u5b9e\u73b0<\/span><span class=\"w\"> <\/span><span class=\"err\">\u2192<\/span><span class=\"w\"> <\/span><span class=\"n\">tools<\/span><span class=\"o\">\/<\/span><span class=\"n\">my_new_tool<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span>\n<span class=\"w\">  <\/span><span class=\"err\">\u2461<\/span><span class=\"w\"> <\/span><span class=\"err\">\u5199<\/span><span class=\"w\"> <\/span><span class=\"n\">Tool<\/span><span class=\"w\"> <\/span><span class=\"n\">Schema<\/span><span class=\"w\"> <\/span><span class=\"err\">\u2192<\/span><span class=\"w\"> <\/span><span class=\"n\">app_core<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span><span class=\"w\"> <\/span><span class=\"n\">TOOL_SCHEMAS<\/span>\n<span class=\"w\">  <\/span><span class=\"err\">\u2462<\/span><span class=\"w\"> <\/span><span class=\"n\">CLI<\/span><span class=\"w\"> <\/span><span class=\"n\">Prompt<\/span><span class=\"w\"> <\/span><span class=\"err\">\u91cc\u52a0\u8def\u7531\u6307\u4ee4<\/span><span class=\"w\"> <\/span><span class=\"err\">\u2192<\/span><span class=\"w\"> <\/span><span class=\"n\">main<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span><span class=\"w\"> <\/span><span class=\"n\">SYSTEM_PROMPT<\/span>\n<span class=\"w\">  <\/span><span class=\"err\">\u2463<\/span><span class=\"w\"> <\/span><span class=\"n\">Web<\/span><span class=\"w\"> <\/span><span class=\"n\">UI<\/span><span class=\"w\"> <\/span><span class=\"n\">Prompt<\/span><span class=\"w\"> <\/span><span class=\"err\">\u91cc\u52a0\u8def\u7531\u6307\u4ee4<\/span><span class=\"w\"> <\/span><span class=\"err\">\u2192<\/span><span class=\"w\"> <\/span><span class=\"n\">web_ui<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span><span class=\"w\"> <\/span><span class=\"n\">SYSTEM_PROMPT<\/span>\n<span class=\"w\">  <\/span><span class=\"err\">\u2464<\/span><span class=\"w\"> <\/span><span class=\"n\">CLI<\/span><span class=\"w\"> <\/span><span class=\"err\">\u7684<\/span><span class=\"w\"> <\/span><span class=\"n\">tool_map<\/span><span class=\"w\"> <\/span><span class=\"err\">\u91cc\u6ce8\u518c<\/span><span class=\"w\"> <\/span><span class=\"err\">\u2192<\/span><span class=\"w\"> <\/span><span class=\"n\">main<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span>\n<span class=\"w\">  <\/span><span class=\"err\">\u2465<\/span><span class=\"w\"> <\/span><span class=\"n\">Web<\/span><span class=\"w\"> <\/span><span class=\"n\">UI<\/span><span class=\"w\"> <\/span><span class=\"err\">\u7684<\/span><span class=\"w\"> <\/span><span class=\"n\">tool_map<\/span><span class=\"w\"> <\/span><span class=\"err\">\u91cc\u6ce8\u518c<\/span><span class=\"w\"> <\/span><span class=\"err\">\u2192<\/span><span class=\"w\"> <\/span><span class=\"n\">web_ui<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span>\n<span class=\"w\">  <\/span><span class=\"err\">\u2466<\/span><span class=\"w\"> <\/span><span class=\"err\">\u4e24\u4e2a<\/span><span class=\"w\"> <\/span><span class=\"n\">interface<\/span><span class=\"w\"> <\/span><span class=\"err\">\u7684<\/span><span class=\"w\"> <\/span><span class=\"n\">banner<\/span><span class=\"w\"> <\/span><span class=\"o\">\/<\/span><span class=\"w\"> <\/span><span class=\"err\">\u6807\u9898\u6587\u6848\u91cc\u7684\u5de5\u5177\u6570<\/span>\n\n<span class=\"err\">\u4e00\u5171<\/span><span class=\"w\"> <\/span><span class=\"mi\">7<\/span><span class=\"w\"> <\/span><span class=\"err\">\u5904\u3002\u4f60\u6539\u4e86<\/span><span class=\"w\"> <\/span><span class=\"mi\">6<\/span><span class=\"w\"> <\/span><span class=\"err\">\u5904\u5fd8\u4e86<\/span><span class=\"w\"> <\/span><span class=\"mi\">1<\/span><span class=\"w\"> <\/span><span class=\"err\">\u5904<\/span><span class=\"w\"> <\/span><span class=\"err\">\u2192<\/span><span class=\"w\"> <\/span><span class=\"n\">Bug<\/span><span class=\"err\">\u3002<\/span>\n<\/code><\/pre>\n<\/div>\n<p>\u800c\u4e14&#8221;\u6539\u4e86\u5fd8\u4e86&#8221;\u4e0d\u662f\u4f60\u7684\u9519\u2014\u2014\u4eba\u7684\u6ce8\u610f\u529b\u6709\u9650\uff0c\u6539\u5230\u7b2c 5 \u5904\u65f6\u4f60\u5df2\u7ecf\u8111\u75b2\u52b3\u4e86\u3002<\/p>\n<hr \/>\n<h2 id=\"app_corepy\">\u4e09\u3001\u89e3\u6cd5\uff1a\u8ba9 <code>app_core.py<\/code> \u6210\u4e3a\u552f\u4e00\u771f\u76f8\u6e90<\/h2>\n<p>\u6211\u4eec\u7684\u89e3\u6cd5\u662f\uff1a<strong>Prompt\u3001Schema\u3001Tool Map \u4e09\u8005\u7edf\u4e00\u6536\u655b\u5230\u4e00\u4e2a\u6a21\u5757<\/strong>\u3002CLI \u548c Web UI \u4e0d\u518d\u5404\u81ea\u7ef4\u62a4\uff0c\u800c\u662f\u7edf\u4e00 import\u3002<\/p>\n<h3 id=\"31\">3.1 \u9879\u76ee\u67b6\u6784\u5bf9\u6bd4<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"err\">\u274c<\/span> <span class=\"n\">\u4e4b\u524d<\/span><span class=\"err\">\uff08<\/span><span class=\"n\">interface<\/span> <span class=\"n\">\u9a71\u52a8\u62c6\u5206<\/span><span class=\"err\">\uff09\uff1a<\/span>\n<span class=\"err\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span>  <span class=\"err\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"n\">main<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span> <span class=\"p\">(<\/span><span class=\"n\">CLI<\/span><span class=\"p\">)<\/span>             <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2502<\/span>  <span class=\"n\">web_ui<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span> <span class=\"p\">(<\/span><span class=\"n\">Web<\/span><span class=\"p\">)<\/span>           <span class=\"err\">\u2502<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"err\">\u251c\u2500\u2500<\/span> <span class=\"n\">SYSTEM_PROMPT<\/span>         <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u251c\u2500\u2500<\/span> <span class=\"n\">SYSTEM_PROMPT<\/span>         <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2190<\/span> <span class=\"n\">\u4e24\u4efd<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"err\">\u251c\u2500\u2500<\/span> <span class=\"n\">TOOL_SCHEMAS<\/span>          <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u251c\u2500\u2500<\/span> <span class=\"n\">TOOL_SCHEMAS<\/span>          <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2190<\/span> <span class=\"n\">\u4e24\u4efd<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"err\">\u251c\u2500\u2500<\/span> <span class=\"n\">build_tool_map<\/span><span class=\"p\">()<\/span>      <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u251c\u2500\u2500<\/span> <span class=\"n\">build_tool_map<\/span><span class=\"p\">()<\/span>      <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2190<\/span> <span class=\"n\">\u4e24\u4efd<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2514\u2500\u2500<\/span> <span class=\"n\">run_loop<\/span><span class=\"p\">()<\/span>            <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2514\u2500\u2500<\/span> <span class=\"n\">gradio_interface<\/span><span class=\"p\">()<\/span>    <span class=\"err\">\u2502<\/span>\n<span class=\"err\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span>  <span class=\"err\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span>\n\n<span class=\"err\">\u2705<\/span> <span class=\"n\">\u4e4b\u540e<\/span><span class=\"err\">\uff08<\/span><span class=\"n\">domain<\/span> <span class=\"n\">\u9a71\u52a8\u96c6\u4e2d<\/span><span class=\"err\">\uff09\uff1a<\/span>\n<span class=\"err\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"n\">app_core<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span><span class=\"err\">\uff08<\/span><span class=\"n\">\u552f\u4e00\u771f\u76f8\u6e90<\/span><span class=\"err\">\uff09<\/span>                                <span class=\"err\">\u2502<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"err\">\u251c\u2500\u2500<\/span> <span class=\"n\">SYSTEM_PROMPT<\/span>    <span class=\"err\">\u2190<\/span> <span class=\"n\">\u4e00\u4efd<\/span><span class=\"err\">\uff0c<\/span><span class=\"n\">\u6240\u6709\u4eba\u7528<\/span>                    <span class=\"err\">\u2502<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"err\">\u251c\u2500\u2500<\/span> <span class=\"n\">TOOL_SCHEMAS<\/span>     <span class=\"err\">\u2190<\/span> <span class=\"n\">\u4e00\u4efd<\/span><span class=\"err\">\uff0c<\/span><span class=\"n\">\u6240\u6709\u4eba\u7528<\/span>                    <span class=\"err\">\u2502<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"err\">\u251c\u2500\u2500<\/span> <span class=\"n\">TOOL_COUNT<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">TOOL_SCHEMAS<\/span><span class=\"p\">)<\/span>  <span class=\"err\">\u2190<\/span> <span class=\"n\">\u81ea\u52a8\u8ba1\u6570<\/span>           <span class=\"err\">\u2502<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"err\">\u251c\u2500\u2500<\/span> <span class=\"n\">build_tool_map<\/span><span class=\"p\">()<\/span>  <span class=\"err\">\u2190<\/span> <span class=\"n\">\u4e00\u4e2a\u5de5\u5382\u51fd\u6570<\/span><span class=\"err\">\uff0c<\/span><span class=\"n\">\u6ce8\u5165\u4e0d\u540c\u4f9d\u8d56<\/span>        <span class=\"err\">\u2502<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2514\u2500\u2500<\/span> <span class=\"n\">build_tool_executor<\/span><span class=\"p\">()<\/span>                                <span class=\"err\">\u2502<\/span>\n<span class=\"err\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span>\n              <span class=\"err\">\u2502<\/span> <span class=\"kn\">import<\/span><span class=\"w\">                     <\/span><span class=\"err\">\u2502<\/span> <span class=\"kn\">import<\/span>\n<span class=\"w\">              <\/span><span class=\"err\">\u25bc<\/span>                           <span class=\"err\">\u25bc<\/span>\n<span class=\"err\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span>       <span class=\"err\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"n\">main<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span> <span class=\"p\">(<\/span><span class=\"n\">CLI<\/span><span class=\"p\">)<\/span>       <span class=\"err\">\u2502<\/span>       <span class=\"err\">\u2502<\/span>  <span class=\"n\">web_ui<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span> <span class=\"p\">(<\/span><span class=\"n\">Web<\/span><span class=\"p\">)<\/span>     <span class=\"err\">\u2502<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"err\">\u251c\u2500\u2500<\/span> <span class=\"kn\">from<\/span><span class=\"w\"> <\/span><span class=\"nn\">app_core<\/span>   <span class=\"err\">\u2502<\/span>       <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u251c\u2500\u2500<\/span> <span class=\"kn\">from<\/span><span class=\"w\"> <\/span><span class=\"nn\">app_core<\/span>   <span class=\"err\">\u2502<\/span>\n<span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2514\u2500\u2500<\/span> <span class=\"n\">run_loop<\/span><span class=\"p\">()<\/span>      <span class=\"err\">\u2502<\/span>       <span class=\"err\">\u2502<\/span>  <span class=\"err\">\u2514\u2500\u2500<\/span> <span class=\"n\">gradio_interface<\/span><span class=\"err\">\u2502<\/span>\n<span class=\"err\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span>       <span class=\"err\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span>\n<\/code><\/pre>\n<\/div>\n<h3 id=\"32\">3.2 \u4ee3\u7801\u957f\u4ec0\u4e48\u6837<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"c1\"># ============================================================<\/span>\n<span class=\"c1\"># app_core.py \u2014 \u552f\u4e00\u771f\u76f8\u6e90<\/span>\n<span class=\"c1\"># ============================================================<\/span>\n\n<span class=\"c1\"># \u4e00\u4efd System Prompt\uff0c\u5e26\u52a8\u6001 Skill \u7b80\u8ff0<\/span>\n<span class=\"n\">BASE_SYSTEM_PROMPT<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">&quot;&quot;&quot;\u4f60\u662f\u4e00\u4e2a\u6709\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u7684 AI Agent\u3002<\/span>\n\n<span class=\"s2\">## \u5de5\u5177\u8def\u7531\u89c4\u5219<\/span>\n<span class=\"s2\">- \u5982\u679c\u7528\u6237\u8bf4&quot;\u8ba1\u7b97&quot;\u3001&quot;\u7b97\u4e00\u4e0b&quot; \u2192 \u7528 calculator<\/span>\n<span class=\"s2\">- \u5982\u679c\u7528\u6237\u8bf4&quot;\u5929\u6c14&quot; \u2192 \u7528 get_weather<\/span>\n<span class=\"s2\">- \u5982\u679c\u7528\u6237\u8bf4&quot;\u641c\u7d22&quot; \u2192 \u7528 web_search<\/span>\n<span class=\"s2\">- \u5982\u679c\u7528\u6237\u8bf4&quot;\u8bfb\u6587\u4ef6&quot; \/ &quot;\u6253\u5f00&quot; \u2192 \u7528 file_read<\/span>\n<span class=\"s2\">- \u5982\u679c\u7528\u6237\u8bf4&quot;\u89c4\u5212&quot;\u3001&quot;\u8ba1\u5212&quot;\u3001&quot;\u62c6\u89e3&quot; \u2192 \u7528 plan_task<\/span>\n<span class=\"s2\">- \u5982\u679c\u7528\u6237\u8bf4&quot;\u67e5\u77e5\u8bc6\u5e93&quot;\u3001&quot;RAG&quot; \u2192 \u7528 search_knowledge<\/span>\n<span class=\"s2\">- \u5982\u679c\u7528\u6237\u8981\u7ed3\u6784\u5316\u63d0\u53d6 \u2192 \u7528 extract_structured<\/span>\n<span class=\"s2\">... \uff08\u6240\u6709 21 \u4e2a\u5de5\u5177\u7684\u8def\u7531\u6307\u4ee4\u90fd\u5728\u8fd9\u91cc\uff09<\/span>\n\n<span class=\"s2\">## \u5b89\u5168\u89c4\u5219<\/span>\n<span class=\"s2\">\u6267\u884c\u7834\u574f\u6027\u64cd\u4f5c\u524d\u5fc5\u987b\u5148\u8c03 human_confirm...<\/span>\n<span class=\"s2\">&quot;&quot;&quot;<\/span>\n\n<span class=\"c1\"># \u4e00\u4efd Tool Schema<\/span>\n<span class=\"n\">TOOL_SCHEMAS<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\n    <span class=\"p\">{<\/span><span class=\"s2\">&quot;type&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;function&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;function&quot;<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"s2\">&quot;name&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;calculator&quot;<\/span><span class=\"p\">,<\/span> <span class=\"o\">...<\/span><span class=\"p\">}},<\/span>\n    <span class=\"p\">{<\/span><span class=\"s2\">&quot;type&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;function&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;function&quot;<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"s2\">&quot;name&quot;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&quot;get_weather&quot;<\/span><span class=\"p\">,<\/span> <span class=\"o\">...<\/span><span class=\"p\">}},<\/span>\n    <span class=\"c1\"># ... \u5171 21 \u4e2a<\/span>\n<span class=\"p\">]<\/span>\n\n<span class=\"c1\"># \u81ea\u52a8\u8ba1\u6570\uff0cbanner \/ \u6807\u9898\u90fd\u5f15\u7528\u5b83<\/span>\n<span class=\"n\">TOOL_COUNT<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">TOOL_SCHEMAS<\/span><span class=\"p\">)<\/span>   <span class=\"c1\"># 21\uff0c\u81ea\u52a8\u540c\u6b65<\/span>\n\n\n<span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">build_tool_map<\/span><span class=\"p\">(<\/span><span class=\"n\">client<\/span><span class=\"p\">,<\/span> <span class=\"n\">get_rag<\/span><span class=\"p\">,<\/span> <span class=\"n\">workspace_root<\/span><span class=\"p\">,<\/span>\n                   <span class=\"n\">get_history<\/span><span class=\"o\">=<\/span><span class=\"kc\">None<\/span><span class=\"p\">,<\/span> <span class=\"n\">set_history<\/span><span class=\"o\">=<\/span><span class=\"kc\">None<\/span><span class=\"p\">,<\/span> <span class=\"n\">mcp_manager<\/span><span class=\"o\">=<\/span><span class=\"kc\">None<\/span><span class=\"p\">):<\/span>\n<span class=\"w\">    <\/span><span class=\"sd\">&quot;&quot;&quot;\u4e00\u4e2a\u5de5\u5382\u51fd\u6570\uff0cCLI \/ Web UI \/ Eval \u90fd\u8c03\u5b83\uff0c\u5404\u81ea\u6ce8\u5165\u4e0d\u540c\u4f9d\u8d56&quot;&quot;&quot;<\/span>\n    <span class=\"n\">tool_map<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{}<\/span>\n\n    <span class=\"c1\"># \u7eaf\u51fd\u6570\u5de5\u5177\uff08\u65e0\u4f9d\u8d56\uff09\uff1a\u76f4\u63a5\u5f15\u7528<\/span>\n    <span class=\"n\">tool_map<\/span><span class=\"p\">[<\/span><span class=\"s2\">&quot;calculator&quot;<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">calculator<\/span>\n    <span class=\"n\">tool_map<\/span><span class=\"p\">[<\/span><span class=\"s2\">&quot;get_weather&quot;<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">get_weather<\/span>\n\n    <span class=\"c1\"># \u95ed\u5305\u5de5\u5177\uff08\u9700\u8981 workspace_root \/ client\uff09\uff1a\u5de5\u5382\u5185\u7ed1\u5b9a<\/span>\n    <span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">workspace_file_read<\/span><span class=\"p\">(<\/span><span class=\"n\">path<\/span><span class=\"p\">,<\/span> <span class=\"n\">max_chars<\/span><span class=\"o\">=<\/span><span class=\"mi\">3000<\/span><span class=\"p\">):<\/span>\n        <span class=\"k\">return<\/span> <span class=\"n\">file_read<\/span><span class=\"p\">(<\/span><span class=\"n\">path<\/span><span class=\"p\">,<\/span> <span class=\"n\">max_chars<\/span><span class=\"o\">=<\/span><span class=\"n\">max_chars<\/span><span class=\"p\">,<\/span> <span class=\"n\">workspace_root<\/span><span class=\"o\">=<\/span><span class=\"n\">workspace_root<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">workspace_file_read<\/span><span class=\"o\">.<\/span><span class=\"vm\">__name__<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">&quot;file_read&quot;<\/span>\n    <span class=\"n\">tool_map<\/span><span class=\"p\">[<\/span><span class=\"s2\">&quot;file_read&quot;<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">workspace_file_read<\/span>\n\n    <span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">demo_stream_chat<\/span><span class=\"p\">(<\/span><span class=\"n\">topic<\/span><span class=\"p\">):<\/span>\n        <span class=\"k\">for<\/span> <span class=\"n\">token<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">client<\/span><span class=\"o\">.<\/span><span class=\"n\">chat_stream<\/span><span class=\"p\">([<\/span><span class=\"o\">...<\/span><span class=\"p\">]):<\/span>\n            <span class=\"o\">...<\/span>\n    <span class=\"n\">tool_map<\/span><span class=\"p\">[<\/span><span class=\"s2\">&quot;demo_stream_chat&quot;<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">demo_stream_chat<\/span>\n\n    <span class=\"c1\"># summarize_history \u6761\u4ef6\u6ce8\u518c\uff1a\u53ea\u6709\u4f20\u5165\u4e86 history \u8bbf\u95ee\u5668\u624d\u6709<\/span>\n    <span class=\"k\">if<\/span> <span class=\"n\">get_history<\/span> <span class=\"ow\">is<\/span> <span class=\"ow\">not<\/span> <span class=\"kc\">None<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">tool_map<\/span><span class=\"p\">[<\/span><span class=\"s2\">&quot;summarize_history&quot;<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">make_summarize_history<\/span><span class=\"p\">(<\/span><span class=\"n\">client<\/span><span class=\"p\">,<\/span> <span class=\"n\">get_history<\/span><span class=\"p\">,<\/span> <span class=\"n\">set_history<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># MCP \u5de5\u5177\u53ef\u9009\u8ffd\u52a0<\/span>\n    <span class=\"k\">if<\/span> <span class=\"n\">mcp_manager<\/span> <span class=\"ow\">is<\/span> <span class=\"ow\">not<\/span> <span class=\"kc\">None<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">for<\/span> <span class=\"n\">name<\/span><span class=\"p\">,<\/span> <span class=\"p\">(<\/span><span class=\"n\">_<\/span><span class=\"p\">,<\/span> <span class=\"n\">t<\/span><span class=\"p\">)<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">mcp_manager<\/span><span class=\"o\">.<\/span><span class=\"n\">_tool_names<\/span><span class=\"o\">.<\/span><span class=\"n\">items<\/span><span class=\"p\">():<\/span>\n            <span class=\"n\">tool_map<\/span><span class=\"p\">[<\/span><span class=\"n\">name<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">make_mcp_callable<\/span><span class=\"p\">(<\/span><span class=\"n\">mcp_manager<\/span><span class=\"p\">,<\/span> <span class=\"n\">name<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">return<\/span> <span class=\"n\">tool_map<\/span>\n<\/code><\/pre>\n<\/div>\n<h3 id=\"33-cli-web-ui\">3.3 CLI \u548c Web UI \u53d8\u6210\u4e86&#8221;\u8584\u58f3&#8221;<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"c1\"># main.py\uff08CLI\uff09<\/span>\n<span class=\"kn\">from<\/span><span class=\"w\"> <\/span><span class=\"nn\">ai_agent.app_core<\/span><span class=\"w\"> <\/span><span class=\"kn\">import<\/span> <span class=\"p\">(<\/span>\n    <span class=\"n\">SYSTEM_PROMPT<\/span><span class=\"p\">,<\/span> <span class=\"n\">TOOL_SCHEMAS<\/span><span class=\"p\">,<\/span> <span class=\"n\">TOOL_COUNT<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">build_tool_map<\/span><span class=\"p\">,<\/span> <span class=\"n\">build_tool_executor<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">)<\/span>\n\n<span class=\"k\">class<\/span><span class=\"w\"> <\/span><span class=\"nc\">AgentDemoApp<\/span><span class=\"p\">:<\/span>\n    <span class=\"n\">SYSTEM_PROMPT<\/span> <span class=\"o\">=<\/span> <span class=\"n\">SYSTEM_PROMPT<\/span>       <span class=\"c1\"># \u76f4\u63a5\u5f15\u7528<\/span>\n    <span class=\"n\">TOOLS<\/span> <span class=\"o\">=<\/span> <span class=\"n\">TOOL_SCHEMAS<\/span>                <span class=\"c1\"># \u76f4\u63a5\u5f15\u7528<\/span>\n\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> <span class=\"o\">...<\/span><span class=\"p\">):<\/span>\n        <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">cfg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Config<\/span><span class=\"o\">.<\/span><span class=\"n\">from_env<\/span><span class=\"p\">()<\/span>\n        <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">client<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LMStudioClient<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">cfg<\/span><span class=\"o\">.<\/span><span class=\"n\">base_url<\/span><span class=\"p\">,<\/span> <span class=\"o\">...<\/span><span class=\"p\">)<\/span>\n        <span class=\"c1\"># \u6ce8\u5165 CLI \u7684\u4f9d\u8d56\uff1aworkspace_root\u3001history \u8bbf\u95ee\u5668<\/span>\n        <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">tool_map<\/span> <span class=\"o\">=<\/span> <span class=\"n\">build_tool_map<\/span><span class=\"p\">(<\/span>\n            <span class=\"n\">client<\/span><span class=\"o\">=<\/span><span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">client<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">get_rag<\/span><span class=\"o\">=<\/span><span class=\"k\">lambda<\/span><span class=\"p\">:<\/span> <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">rag<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">workspace_root<\/span><span class=\"o\">=<\/span><span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">workspace_root<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">get_history<\/span><span class=\"o\">=<\/span><span class=\"k\">lambda<\/span><span class=\"p\">:<\/span> <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">history<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">set_history<\/span><span class=\"o\">=<\/span><span class=\"k\">lambda<\/span> <span class=\"n\">h<\/span><span class=\"p\">:<\/span> <span class=\"nb\">setattr<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;history&quot;<\/span><span class=\"p\">,<\/span> <span class=\"n\">h<\/span><span class=\"p\">),<\/span>\n        <span class=\"p\">)<\/span>\n        <span class=\"c1\"># CLI \u7684\u5b89\u5168\u7b56\u7565\uff1a\u5141\u8bb8 execute \u4f46\u8981\u786e\u8ba4<\/span>\n        <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">tool_executor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">build_tool_executor<\/span><span class=\"p\">(<\/span>\n            <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">tool_map<\/span><span class=\"p\">,<\/span> <span class=\"n\">allow_execute<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">confirm_execute<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"o\">...<\/span>\n        <span class=\"p\">)<\/span>\n\n    <span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">run<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">):<\/span>\n        <span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"s2\">&quot;\u2705 \u5df2\u52a0\u8f7d <\/span><span class=\"si\">{<\/span><span class=\"n\">TOOL_COUNT<\/span><span class=\"si\">}<\/span><span class=\"s2\"> \u4e2a\u5de5\u5177&quot;<\/span><span class=\"p\">)<\/span>   <span class=\"c1\"># \u81ea\u52a8\u540c\u6b65<\/span>\n        <span class=\"o\">...<\/span>\n\n\n<span class=\"c1\"># web_ui.py\uff08Web\uff09<\/span>\n<span class=\"kn\">from<\/span><span class=\"w\"> <\/span><span class=\"nn\">ai_agent.app_core<\/span><span class=\"w\"> <\/span><span class=\"kn\">import<\/span> <span class=\"p\">(<\/span>\n    <span class=\"n\">SYSTEM_PROMPT<\/span><span class=\"p\">,<\/span> <span class=\"n\">TOOL_SCHEMAS<\/span><span class=\"p\">,<\/span> <span class=\"n\">TOOL_COUNT<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">build_tool_map<\/span><span class=\"p\">,<\/span> <span class=\"n\">build_tool_executor<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">)<\/span>\n\n<span class=\"k\">class<\/span><span class=\"w\"> <\/span><span class=\"nc\">AgentApp<\/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> <span class=\"o\">...<\/span><span class=\"p\">):<\/span>\n        <span class=\"o\">...<\/span>\n        <span class=\"c1\"># \u6ce8\u5165 Web UI \u7684\u4f9d\u8d56\uff1a\u540c\u6837\u7684\u63a5\u53e3\u4f46\u4e0d\u540c\u5b9e\u73b0<\/span>\n        <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">tool_map<\/span> <span class=\"o\">=<\/span> <span class=\"n\">build_tool_map<\/span><span class=\"p\">(<\/span>\n            <span class=\"n\">client<\/span><span class=\"o\">=<\/span><span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">client<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">get_rag<\/span><span class=\"o\">=<\/span><span class=\"k\">lambda<\/span><span class=\"p\">:<\/span> <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">rag<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">workspace_root<\/span><span class=\"o\">=<\/span><span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">project_root<\/span><span class=\"p\">,<\/span>\n            <span class=\"c1\"># Web UI \u4e0d\u9700\u8981 history \u8bbf\u95ee\u5668\uff08\u7528 Gradio State \u7ec4\u4ef6\u7ba1\u7406\uff09<\/span>\n        <span class=\"p\">)<\/span>\n        <span class=\"c1\"># Web UI \u7684\u5b89\u5168\u7b56\u7565\uff1a\u7981\u6b62 execute<\/span>\n        <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">tool_executor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">build_tool_executor<\/span><span class=\"p\">(<\/span>\n            <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">tool_map<\/span><span class=\"p\">,<\/span> <span class=\"n\">allow_execute<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">,<\/span> <span class=\"o\">...<\/span>\n        <span class=\"p\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<h3 id=\"34\">3.4 \u5bf9\u6bd4\uff1a\u6539\u4e00\u4e2a\u65b0\u5de5\u5177\u73b0\u5728\u8981\u6539\u51e0\u5904\uff1f<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"err\">\u52a0\u4e00\u4e2a\u65b0\u5de5\u5177\u7684\u53d8\u66f4\u6e05\u5355\uff08\u91cd\u6784\u540e\uff09\uff1a<\/span>\n<span class=\"w\">  <\/span><span class=\"err\">\u2460<\/span><span class=\"w\"> <\/span><span class=\"err\">\u5199\u5de5\u5177\u5b9e\u73b0<\/span><span class=\"w\"> <\/span><span class=\"err\">\u2192<\/span><span class=\"w\"> <\/span><span class=\"n\">tools<\/span><span class=\"o\">\/<\/span><span class=\"n\">my_new_tool<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span>\n<span class=\"w\">  <\/span><span class=\"err\">\u2461<\/span><span class=\"w\"> <\/span><span class=\"err\">\u5199<\/span><span class=\"w\"> <\/span><span class=\"n\">Tool<\/span><span class=\"w\"> <\/span><span class=\"n\">Schema<\/span><span class=\"w\"> <\/span><span class=\"err\">\u2192<\/span><span class=\"w\"> <\/span><span class=\"n\">app_core<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span><span class=\"w\"> <\/span><span class=\"n\">TOOL_SCHEMAS<\/span><span class=\"w\"> <\/span><span class=\"err\">\u5217\u8868\u52a0\u4e00\u9879<\/span>\n<span class=\"w\">  <\/span><span class=\"err\">\u2462<\/span><span class=\"w\"> <\/span><span class=\"err\">\u5728<\/span><span class=\"w\"> <\/span><span class=\"n\">build_tool_map<\/span><span class=\"w\"> <\/span><span class=\"err\">\u91cc\u6ce8\u518c<\/span><span class=\"w\"> <\/span><span class=\"err\">\u2192<\/span><span class=\"w\"> <\/span><span class=\"n\">app_core<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span><span class=\"w\"> <\/span><span class=\"n\">build_tool_map<\/span><span class=\"p\">()<\/span><span class=\"w\"> <\/span><span class=\"err\">\u52a0\u4e00\u884c<\/span>\n<span class=\"w\">  <\/span><span class=\"err\">\u2463<\/span><span class=\"w\"> <\/span><span class=\"n\">System<\/span><span class=\"w\"> <\/span><span class=\"n\">Prompt<\/span><span class=\"w\"> <\/span><span class=\"err\">\u91cc\u52a0\u8def\u7531\u6307\u4ee4<\/span><span class=\"w\"> <\/span><span class=\"err\">\u2192<\/span><span class=\"w\"> <\/span><span class=\"n\">app_core<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span><span class=\"w\"> <\/span><span class=\"n\">BASE_SYSTEM_PROMPT<\/span><span class=\"w\"> <\/span><span class=\"err\">\u52a0\u4e00\u884c<\/span>\n\n<span class=\"err\">\u4e00\u5171<\/span><span class=\"w\"> <\/span><span class=\"mi\">4<\/span><span class=\"w\"> <\/span><span class=\"err\">\u5904\uff08\u800c\u4e14\u90fd\u5728\u540c\u4e00\u4e2a\u6587\u4ef6<\/span><span class=\"w\"> <\/span><span class=\"n\">app_core<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span><span class=\"w\"> <\/span><span class=\"err\">\u91cc\uff09\u3002<\/span>\n<span class=\"n\">TOOL_COUNT<\/span><span class=\"w\"> <\/span><span class=\"err\">\u81ea\u52a8\u66f4\u65b0\uff0c<\/span><span class=\"n\">CLI<\/span><span class=\"w\"> <\/span><span class=\"err\">\u548c<\/span><span class=\"w\"> <\/span><span class=\"n\">Web<\/span><span class=\"w\"> <\/span><span class=\"n\">UI<\/span><span class=\"w\"> <\/span><span class=\"err\">\u7684<\/span><span class=\"w\"> <\/span><span class=\"n\">banner<\/span><span class=\"w\"> <\/span><span class=\"o\">\/<\/span><span class=\"w\"> <\/span><span class=\"err\">\u6807\u9898\u81ea\u52a8\u540c\u6b65\u3002<\/span>\n<\/code><\/pre>\n<\/div>\n<p><strong>\u4ece 7 \u5904\u8de8\u6587\u4ef6\u53d8\u6210 4 \u5904\u5355\u6587\u4ef6\u3002<\/strong> \u4f60\u4e0d\u53ef\u80fd&#8221;\u6539\u4e86\u4e00\u5904\u5fd8\u4e86\u53e6\u4e00\u5904&#8221;\u2014\u2014\u56e0\u4e3a\u53e6\u4e00\u5904\u5c31\u5728\u4f60\u773c\u524d\u3002<\/p>\n<hr \/>\n<h2 id=\"_3\">\u56db\u3001\u6743\u8861\uff1a\u5355\u4e00\u771f\u76f8\u6e90\u7684\u4ee3\u4ef7\u662f\u4ec0\u4e48\uff1f<\/h2>\n<p>\u96c6\u4e2d\u662f\u597d\u4e8b\uff0c\u4f46\u4e0d\u662f\u514d\u8d39\u7684\u3002\u6211\u4eec\u8e29\u4e86\u4e09\u4e2a\u5751\uff1a<\/p>\n<h3 id=\"1app_corepy\">\u5751 1\uff1a<code>app_core.py<\/code> \u53d8\u6210&#8221;\u4e0a\u5e1d\u6a21\u5757&#8221;<\/h3>\n<p>\u73b0\u5728 <code>app_core.py<\/code> \u5927\u7ea6 650 \u884c\uff0c\u91cc\u9762\u6df7\u7740 System Prompt\uff08\u5b57\u7b26\u4e32\uff09\u3001Tool Schema\uff08JSON\uff09\u3001\u5de5\u5177\u6ce8\u518c\u903b\u8f91\uff08Python\uff09\u3001ReAct \u5de5\u5177\u96c6\u6e05\u6d17\u3001Skill \u8fc7\u6ee4\u2026\u2026\u770b\u8d77\u6765\u6709\u70b9&#8221;\u6742&#8221;\u3002<\/p>\n<p>\u6211\u4eec\u7684\u5224\u65ad\u662f\uff1a<strong>650 \u884c\u5bf9\u4e8e\u4e00\u4e2a Agent \u6559\u5b66\u9879\u76ee\u6765\u8bf4\u5b8c\u5168\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185<\/strong>\u3002\u5982\u679c\u5de5\u5177\u6570\u91cf\u8d85\u8fc7 50\uff0c\u53ef\u4ee5\u8003\u8651\u6309 domain \u62c6\u5206 <code>schemas\/<\/code> \u5b50\u76ee\u5f55\uff0c\u4f46\u73b0\u5728 21 \u4e2a\u5de5\u5177\u6ca1\u5fc5\u8981\u3002<\/p>\n<h3 id=\"2-__closure__\">\u5751 2\uff1a\u95ed\u5305\u5de5\u5177\u8c03\u8bd5\u65f6\u770b\u4e0d\u5230 <code>__closure__<\/code><\/h3>\n<p>\u5de5\u5382\u51fd\u6570\u91cc\u5b9a\u4e49\u7684\u95ed\u5305\uff08\u5982 <code>demo_stream_chat<\/code>\uff09\u8c03\u8bd5\u65f6\u8981\u770b <code>client<\/code> \u7ed1\u5b9a\u4e86\u4ec0\u4e48\uff0c\u5f97\u53bb <code>fn.__globals__[\"client\"]<\/code> \u91cc\u6316\u3002\u6709\u70b9\u9ebb\u70e6\uff0c\u4f46\u6bd4&#8221;\u6f02\u79fb&#8221;\u597d\u5904\u7406\u3002<\/p>\n<h3 id=\"3_1\">\u5751 3\uff1a\u540c\u4e00\u4e2a\u5de5\u5177\u5728\u4e0d\u540c\u5165\u53e3\u4e0b\u884c\u4e3a\u53ef\u80fd\u4e0d\u540c<\/h3>\n<p><code>summarize_history<\/code> \u5de5\u5177\u5728 CLI \u91cc\u6ce8\u518c\uff08CLI \u6709 history\uff09\uff0c\u5728 Web UI \u91cc\u4e5f\u6ce8\u518c\uff08Web UI \u4e5f\u6709 history\uff09\uff0c\u4f46\u5728\u8bc4\u6d4b\u73af\u5883\u91cc\u4e0d\u6ce8\u518c\uff08\u8bc4\u6d4b\u6ca1\u6709 history\uff09\u3002\u8fd9\u662f<strong>\u8bbe\u8ba1\u597d\u7684\u884c\u4e3a<\/strong>\u2014\u2014\u8bc4\u6d4b\u7528\u7684 Agent \u662f\u6700\u5c0f\u5316\u914d\u7f6e\uff0c\u4e0d\u9700\u8981\u957f\u5bf9\u8bdd\u538b\u7f29\u3002<\/p>\n<hr \/>\n<h2 id=\"3_2\">\u4e94\u3001\u5982\u679c\u4f60\u7684\u9879\u76ee\u4e5f\u6709\u591a\u5165\u53e3\uff1a\u5feb\u901f\u81ea\u68c0 3 \u6761<\/h2>\n<p>\u770b\u5b8c\u8fd9\u7bc7\uff0c\u6211\u5e0c\u671b\u4f60\u80fd\u6253\u5f00\u81ea\u5df1\u7684 Agent \u9879\u76ee\uff0c\u6309\u8fd9 3 \u6761\u68c0\u67e5\uff1a<\/p>\n<ol>\n<li><strong>System Prompt \u5728\u51e0\u4e2a\u6587\u4ef6\u91cc\u51fa\u73b0\uff1f<\/strong> \u5982\u679c &gt; 1\uff0c\u6709\u6f02\u79fb\u98ce\u9669\u3002<\/li>\n<li><strong>Tool Schema \u5728\u51e0\u4e2a\u6587\u4ef6\u91cc\u51fa\u73b0\uff1f<\/strong> \u5982\u679c &gt; 1\uff0c\u6709\u6f02\u79fb\u98ce\u9669\u3002<\/li>\n<li><strong>\u5de5\u5177\u6570\u91cf\u6587\u6848\u5728\u51e0\u4e2a\u5730\u65b9\u624b\u6570\u8fc7\uff1f<\/strong> \u5982\u679c &gt; 0\uff0c\u5e94\u8be5\u6539\u6210\u81ea\u52a8\u8ba1\u6570\u3002<\/li>\n<\/ol>\n<p>\u6539\u5b8c\u8fd9\u4e09\u6761\uff0c\u4f60\u81f3\u5c11\u6d88\u9664\u4e86 80% \u7684&#8221;\u4e3a\u4ec0\u4e48 CLI \u80fd\u7528 Web UI \u4e0d\u884c&#8221;\u7684\u8c03\u8bd5\u65f6\u95f4\u3002<\/p>\n<hr \/>\n<h2 id=\"_4\">\u5ef6\u4f38\u9605\u8bfb<\/h2>\n<ul>\n<li><a href=\"..\/project\/\u8bbe\u8ba1\u51b3\u7b56\u6e05\u5355.md\">\u672c\u9879\u76ee\u8bbe\u8ba1\u51b3\u7b56\u6e05\u5355 &#8211; A1 \u5355\u4e00\u771f\u76f8\u6e90<\/a><\/li>\n<li><a href=\"..\/project\/\u8bbe\u8ba1\u51b3\u7b56\u6e05\u5355.md\">\u672c\u9879\u76ee\u8bbe\u8ba1\u51b3\u7b56\u6e05\u5355 &#8211; A2 \u5de5\u5382\u51fd\u6570 Tool Map<\/a><\/li>\n<li><a href=\"https:\/\/blog.cleancoder.com\/uncle-bob\/2012\/08\/13\/the-clean-architecture.html\">Clean Architecture \u539f\u8bba\uff08Robert C. Martin\uff09\u2014 &#8220;\u6838\u5fc3\u903b\u8f91\u6536\u655b&#8221;\u601d\u60f3\u7684\u6e90\u5934<\/a><\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"_5\">\u672c\u7cfb\u5217\u5176\u4ed6\u6587\u7ae0<\/h2>\n<ul>\n<li>\u2705 \u7b2c 1 \u7bc7\uff1a<a href=\".\/01-Function-Calling-\u6781\u7b80\u5b9e\u73b0.md\">LLM Agent \u6781\u7b80\u5b9e\u73b0\uff1a200 \u884c\u4ee3\u7801\u8dd1\u901a Function Calling \u5168\u6d41\u7a0b<\/a><\/li>\n<li>\u2705 \u7b2c 2 \u7bc7\uff1a\u4f60\u6b63\u5728\u8bfb\u7684\u8fd9\u7bc7<\/li>\n<li>\ud83d\udcdd <a href=\".\/03-Skill\u505a\u6210Markdown.md\">\u7b2c 3 \u7bc7\uff1a\u628a Skill \u505a\u6210 Markdown \u6587\u4ef6 \u2014 Agent \u6846\u67b6\u7684&#8221;\u4f4e\u4ee3\u7801&#8221;\u8bbe\u8ba1\u51b3\u7b56<\/a><\/li>\n<li>\ud83d\udcdd <a href=\".\/04-Agent\u5b89\u5168\u4e09\u5c42\u9632\u5fa1.md\">\u7b2c 4 \u7bc7\uff1a\u8ba9 Agent \u5b89\u5168\u6267\u884c\u4ee3\u7801 \u2014 \u4ece AST \u767d\u540d\u5355\u5230 Human-in-the-loop \u7684\u4e09\u5c42\u9632\u5fa1<\/a><\/li>\n<li>\ud83d\udcdd <a href=\".\/05-Gold-Case\u8bc4\u6d4b\u6846\u67b6.md\">\u7b2c 5 \u7bc7\uff1aAgent \u4e0d\u662f Demo \u2014 \u5982\u4f55\u7528 20 \u6761 Gold Case \u642d\u5efa\u53ef\u81ea\u52a8\u8fd0\u884c\u7684\u8bc4\u6d4b\u6846\u67b6<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aAgent Dev \u5b9e\u8df5\u7b14\u8bb0 | \u53d1\u5e03\u65e5\u671f\uff1a2026-09-21 | \u6807\u7b7e\uff1aAgent, \u67b6\u6784\u8bbe\u8ba1, Prompt Engineering, \u8f6f\u4ef6\u5de5\u7a0b<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1823","post","type-post","status-publish","format-standard","hentry","category-unknown"],"_links":{"self":[{"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/posts\/1823","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=1823"}],"version-history":[{"count":0,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/posts\/1823\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/media?parent=1823"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/categories?post=1823"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/tags?post=1823"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}