{"id":104914,"date":"2026-09-13T12:01:06","date_gmt":"2026-09-13T04:01:06","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/104914.html"},"modified":"2026-09-13T12:01:06","modified_gmt":"2026-09-13T04:01:06","slug":"%e3%80%90ai%e9%87%8f%e5%8c%96%e5%ae%9e%e6%88%98-01%e3%80%91ai%e4%b8%8d%e6%98%af%e8%82%a1%e7%a5%9e%ef%bc%9f%e7%94%a8%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%be%85%e5%8a%a9%e9%87%8f%e5%8c%96%e7%a0%94%e7%a9%b6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/104914.html","title":{"rendered":"\u3010AI+\u91cf\u5316\u5b9e\u6218 #01\u3011AI\u4e0d\u662f\u80a1\u795e\uff1f\u7528\u5927\u6a21\u578b\u8f85\u52a9\u91cf\u5316\u7814\u7a76\u7684\u6b63\u786e\u59ff\u52bf\u4e0ePrompt\u6846\u67b6"},"content":{"rendered":"<p>\u7cfb\u5217\u8fdb\u5ea6&#xff1a;AI&#043;\u91cf\u5316\u5b9e\u6218 #01 \/ \u5171 12 \u7bc7<\/p>\n<h3>\u75db\u70b9\u5f00\u573a<\/h3>\n<p>\u4f60\u662f\u4e0d\u662f\u4e5f\u5e72\u8fc7\u8fd9\u4e9b\u4e8b&#xff1a;<\/p>\n<ul>\n<li>\u6253\u5f00 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\u5b57\u4ee5\u5185\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u8fd9\u6837\u5199\u6709\u6548&#xff1f;<\/p>\n<ul>\n<li>\u89d2\u8272\u9650\u5b9a&#xff1a;\u8ba9\u6a21\u578b\u8fdb\u5165\u300c\u5206\u6790\u5e08\u300d\u6a21\u5f0f&#xff0c;\u800c\u4e0d\u662f\u300c\u5ba2\u670d\u300d\u6a21\u5f0f\u3002<\/li>\n<li>\u8f93\u5165\u683c\u5f0f\u5316&#xff1a;\u628a\u6570\u636e\u6846\u6b7b&#xff0c;\u9632\u6b62\u5b83\u300c\u8111\u8865\u300d\u4e0d\u5b58\u5728\u7684\u4fe1\u606f\u3002<\/li>\n<li>\u4efb\u52a1\u660e\u786e\u5316&#xff1a;\u628a\u5f00\u653e\u6027\u95ee\u7b54\u62c6\u6210\u5ba2\u89c2\u5b50\u4efb\u52a1&#xff0c;\u8f93\u51fa\u66f4\u53ef\u9884\u671f\u3002<\/li>\n<li>\u8f93\u51fa\u7ea6\u675f&#xff1a;\u63d0\u524d\u5361\u6b7b\u5408\u89c4\u7ea2\u7ebf&#xff0c;\u907f\u514d\u5b83\u7ed9\u6295\u8d44\u5efa\u8bae\u3002<\/li>\n<\/ul>\n<h3>\u4e09\u3001Python \u5b9e\u6218&#xff1a;\u4ece\u6570\u636e\u5230 Prompt<\/h3>\n<h4>3.1 \u73af\u5883\u51c6\u5907<\/h4>\n<p><span class=\"token comment\"># \u5b89\u88c5\u4f9d\u8d56&#xff08;Python 3.8&#043;&#xff09;<\/span><br \/>\npip <span class=\"token function\">install<\/span> mairui pandas numpy requests<\/p>\n<p><span class=\"token comment\"># \u8fd0\u884c<\/span><br \/>\npython main.py<\/p>\n<p>\u4ee3\u7801\u91cc\u9700\u8981\u4e24\u4e2a\u73af\u5883\u53d8\u91cf&#xff1a;<\/p>\n<ul>\n<li>MAIRUI_LICENCE&#xff1a;\u4f60\u7684 API \u8bc1\u4e66&#xff08;\u5b89\u88c5 mairui \u540e&#xff0c;\u628a\u4ee3\u7801\u4e2d\u7684\u6f14\u793a\u8bc1\u4e66\u66ff\u6362\u6210\u4f60\u81ea\u5df1\u7684\u6b63\u5f0f\u8bc1\u4e66\u5373\u53ef&#xff09;\u3002<\/li>\n<li>LLM_API_KEY &#043; LLM_BASE_URL&#xff1a;\u53ef\u9009&#xff0c;\u63a5\u5165 DeepSeek\/OpenAI \u517c\u5bb9\u63a5\u53e3&#xff1b;\u672a\u914d\u7f6e\u65f6\u811a\u672c\u81ea\u52a8\u964d\u7ea7\u4e3a\u89c4\u5219\u5316 demo \u8f93\u51fa\u3002<\/li>\n<\/ul>\n<h4>3.2 \u6838\u5fc3\u4ee3\u7801<\/h4>\n<p><span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">from<\/span> datetime <span class=\"token keyword\">import<\/span> datetime<span class=\"token punctuation\">,<\/span> timedelta<\/p>\n<p><span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np<br \/>\n<span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd<br \/>\n<span class=\"token keyword\">import<\/span> requests<br \/>\n<span class=\"token keyword\">import<\/span> mairui<\/p>\n<p>DEMO_CODE <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;600519&#034;<\/span><br \/>\nDEMO_NAME <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u8d35\u5dde\u8305\u53f0&#034;<\/span><br \/>\nHISTORY_DAYS <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">120<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">fetch_history<\/span><span class=\"token punctuation\">(<\/span>api<span class=\"token punctuation\">,<\/span> code<span class=\"token punctuation\">,<\/span> days<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    et <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    st <span class=\"token operator\">&#061;<\/span> et <span class=\"token operator\">&#8211;<\/span> timedelta<span class=\"token punctuation\">(<\/span>days<span class=\"token operator\">&#061;<\/span>days <span class=\"token operator\">*<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    kline <span class=\"token operator\">&#061;<\/span> api<span class=\"token punctuation\">.<\/span>stock_history<span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;d&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;n&#034;<\/span><span class=\"token punctuation\">,<\/span> st<span class=\"token operator\">&#061;<\/span>st<span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%Y%m%d&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> et<span class=\"token operator\">&#061;<\/span>et<span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%Y%m%d&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    df <span class=\"token operator\">&#061;<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">(<\/span>kline<span class=\"token punctuation\">)<\/span><br \/>\n    df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;t&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> pd<span class=\"token punctuation\">.<\/span>to_datetime<span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;t&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    df <span class=\"token operator\">&#061;<\/span> df<span class=\"token punctuation\">.<\/span>sort_values<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;t&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>tail<span class=\"token punctuation\">(<\/span>days<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>reset_index<span class=\"token punctuation\">(<\/span>drop<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> col <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;o&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;h&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;l&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;c&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;v&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        df<span class=\"token punctuation\">[<\/span>col<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> pd<span class=\"token punctuation\">.<\/span>to_numeric<span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">[<\/span>col<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> errors<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;coerce&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> df<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">calc_metrics<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    close <span class=\"token operator\">&#061;<\/span> df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;c&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;sample_start&#034;<\/span><span class=\"token punctuation\">:<\/span> df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;t&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%Y-%m-%d&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;sample_end&#034;<\/span><span class=\"token punctuation\">:<\/span> df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;t&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%Y-%m-%d&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;days&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;latest_close&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;total_return_pct&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">\/<\/span> close<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;max_drawdown_pct&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>close <span class=\"token operator\">\/<\/span> close<span class=\"token punctuation\">.<\/span>cummax<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;annual_volatility_pct&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">.<\/span>pct_change<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>std<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> np<span class=\"token punctuation\">.<\/span>sqrt<span class=\"token punctuation\">(<\/span><span class=\"token number\">252<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;ma20&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">.<\/span>rolling<span class=\"token punctuation\">(<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;ma60&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">.<\/span>rolling<span class=\"token punctuation\">(<\/span><span class=\"token number\">60<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;price_vs_ma20_pct&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">\/<\/span> close<span class=\"token punctuation\">.<\/span>rolling<span class=\"token punctuation\">(<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;price_vs_ma60_pct&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>close<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">\/<\/span> close<span class=\"token punctuation\">.<\/span>rolling<span class=\"token punctuation\">(<\/span><span class=\"token number\">60<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">build_prompt<\/span><span class=\"token punctuation\">(<\/span>code<span class=\"token punctuation\">,<\/span> name<span class=\"token punctuation\">,<\/span> metrics<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;\u3010\u89d2\u8272\u9650\u5b9a\u3011<br \/>\n\u4f60\u662f\u4e00\u4f4d\u62e5\u6709 10 \u5e74 A \u80a1\u91cf\u5316\u7814\u7a76\u7ecf\u9a8c\u7684\u91d1\u878d\u6570\u636e\u5206\u6790\u5e08&#xff0c;\u64c5\u957f\u628a\u91cf\u4ef7\u6570\u636e\u7ffb\u8bd1\u6210\u53ef\u9a8c\u8bc1\u7684\u6295\u8d44\u903b\u8f91\u6458\u8981\u3002<br \/>\n\u4f60\u7684\u56de\u7b54\u5fc5\u987b\u57fa\u4e8e\u4ee5\u4e0b\u8f93\u5165\u6570\u636e&#xff0c;\u4e0d\u505a\u80a1\u4ef7\u9884\u6d4b&#xff0c;\u4e0d\u63d0\u4f9b\u4e70\u5356\u5efa\u8bae&#xff0c;\u53ea\u8f93\u51fa\u4e8b\u5b9e\u68b3\u7406\u4e0e\u98ce\u9669\u63d0\u793a\u3002<\/p>\n<p>\u3010\u8f93\u5165\u683c\u5f0f\u5316\u3011<br \/>\n\u80a1\u7968\u4ee3\u7801&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>code<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n\u80a1\u7968\u540d\u79f0&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n\u6570\u636e\u533a\u95f4&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>metrics<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;sample_start&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u81f3 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>metrics<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;sample_end&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#xff0c;\u5171 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>metrics<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;days&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u4e2a\u4ea4\u6613\u65e5<br \/>\n\u6700\u65b0\u6536\u76d8\u4ef7&#xff1a;\u00a5<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>metrics<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;latest_close&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n\u533a\u95f4\u7d2f\u8ba1\u6da8\u8dcc\u5e45&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>metrics<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;total_return_pct&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">%<br \/>\n\u533a\u95f4\u6700\u5927\u56de\u64a4&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>metrics<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;max_drawdown_pct&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">%<br \/>\n\u5e74\u5316\u6ce2\u52a8\u7387&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>metrics<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;annual_volatility_pct&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">%<br \/>\n20 \u65e5\u5747\u7ebf&#xff1a;\u00a5<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>metrics<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;ma20&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#xff08;\u6700\u65b0\u4ef7\u504f\u79bb <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>metrics<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;price_vs_ma20_pct&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">%&#xff09;<br \/>\n60 \u65e5\u5747\u7ebf&#xff1a;\u00a5<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>metrics<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;ma60&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#xff08;\u6700\u65b0\u4ef7\u504f\u79bb <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>metrics<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;price_vs_ma60_pct&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">%&#xff09;<\/p>\n<p>\u3010\u4efb\u52a1\u660e\u786e\u5316\u3011<br \/>\n\u8bf7\u5b8c\u6210\u4ee5\u4e0b 3 \u9879\u4efb\u52a1&#xff0c;\u6bcf\u9879\u7528 2-4 \u53e5\u8bdd&#xff1a;<br \/>\n1. \u7528\u4e00\u53e5\u8bdd\u6982\u62ec\u8be5\u80a1\u7968\u5728\u8fc7\u53bb <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>metrics<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;days&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u4e2a\u4ea4\u6613\u65e5\u7684\u8d70\u52bf\u7279\u5f81&#xff08;\u8d8b\u52bf\/\u9707\u8361\/\u56de\u64a4\u4fee\u590d&#xff09;\u3002<br \/>\n2. \u57fa\u4e8e\u5747\u7ebf\u4f4d\u7f6e&#xff0c;\u5224\u65ad\u5f53\u524d\u4ef7\u683c\u5904\u4e8e\u77ed\u671f\/\u4e2d\u671f\u8d8b\u52bf\u7684\u4ec0\u4e48\u4f4d\u7f6e&#xff0c;\u5e76\u8bf4\u660e\u8fd9\u662f\u5426\u6784\u6210\u4ea4\u6613\u4fe1\u53f7&#xff08;\u660e\u786e\u8bf4&#034;\u4e0d\u662f\u4fe1\u53f7&#034;\u4e5f\u53ef\u4ee5&#xff09;\u3002<br \/>\n3. \u5217\u51fa 2-3 \u6761\u6295\u8d44\u8005\u5728\u770b\u8fd9\u6bb5\u6570\u636e\u65f6\u6700\u5bb9\u6613\u8bef\u8bfb\u7684\u9677\u9631&#xff08;\u4f8b\u5982\u628a\u6ce2\u52a8\u5f53\u8d8b\u52bf\u3001\u628a\u56de\u64a4\u5f53\u5229\u7a7a\u7b49&#xff09;\u3002<\/p>\n<p>\u3010\u8f93\u51fa\u7ea6\u675f\u3011<br \/>\n&#8211; \u4e0d\u8f93\u51fa\u4e70\u5165\/\u5356\u51fa\/\u6301\u4ed3\u5efa\u8bae\u3002<br \/>\n&#8211; \u4e0d\u9884\u6d4b\u672a\u6765\u80a1\u4ef7\u3002<br \/>\n&#8211; \u603b\u5b57\u6570\u63a7\u5236\u5728 250 \u5b57\u4ee5\u5185\u3002<br \/>\n&#034;&#034;&#034;<\/span><\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">call_llm_or_fallback<\/span><span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    key <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;LLM_API_KEY&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    base <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;LLM_BASE_URL&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>rstrip<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    model <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;LLM_MODEL&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;deepseek-chat&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> key <span class=\"token keyword\">and<\/span> base<span class=\"token punctuation\">:<\/span><br \/>\n        resp <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>base<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/chat\/completions&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n            headers<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;Authorization&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Bearer <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>key<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;Content-Type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;application\/json&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            json<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;model&#034;<\/span><span class=\"token punctuation\">:<\/span> model<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;messages&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> prompt<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            timeout<span class=\"token operator\">&#061;<\/span><span class=\"token number\">60<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        resp<span class=\"token punctuation\">.<\/span>raise_for_status<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> resp<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;choices&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;message&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token comment\"># \u672a\u914d\u7f6e key \u65f6\u8fd4\u56de demo \u5206\u6790&#xff0c;\u4fdd\u8bc1\u811a\u672c\u53ef\u8fd0\u884c<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;[LLM key \u672a\u914d\u7f6e&#xff0c;\u8fd9\u91cc\u662f\u89c4\u5219\u5316 demo \u8f93\u51fa]\\\\n&#8230;&#034;<\/span><\/p>\n<p>api <span class=\"token operator\">&#061;<\/span> mairui<span class=\"token punctuation\">.<\/span>Client<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;LICENCE-66D8-9F96-0C7F0FBCD073&#034;<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u6f14\u793a\u8bc1\u4e66&#xff0c;\u6f14\u793a\u8bc1\u4e66&#xff08;\u8bfb\u8005\u590d\u5236\u5373\u7528&#xff0c;\u65e0\u9700\u66ff\u6362&#xff09;<\/span><br \/>\ndf <span class=\"token operator\">&#061;<\/span> fetch_history<span class=\"token punctuation\">(<\/span>api<span class=\"token punctuation\">,<\/span> DEMO_CODE<span class=\"token punctuation\">,<\/span> HISTORY_DAYS<span class=\"token punctuation\">)<\/span><br \/>\nmetrics <span class=\"token operator\">&#061;<\/span> calc_metrics<span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">)<\/span><br \/>\nprompt <span class=\"token operator\">&#061;<\/span> build_prompt<span class=\"token punctuation\">(<\/span>DEMO_CODE<span class=\"token punctuation\">,<\/span> DEMO_NAME<span class=\"token punctuation\">,<\/span> metrics<span class=\"token punctuation\">)<\/span><br \/>\nanswer <span class=\"token operator\">&#061;<\/span> call_llm_or_fallback<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>answer<span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.3 \u8fd0\u884c\u7ed3\u679c&#xff08;\u771f\u5b9e\u8f93\u51fa&#xff09;<\/h4>\n<p>\u4ee5\u8d35\u5dde\u8305\u53f0&#xff08;600519&#xff09;2026-02-09 \u81f3 2026-08-10 \u5171 120 \u4e2a\u4ea4\u6613\u65e5\u4e3a\u4f8b&#xff1a;<\/p>\n<p>\u6700\u65b0\u6536\u76d8\u4ef7&#xff1a;\u00a51348.86<br \/>\n\u533a\u95f4\u7d2f\u8ba1\u6da8\u8dcc\u5e45&#xff1a;-11.55%<br \/>\n\u533a\u95f4\u6700\u5927\u56de\u64a4&#xff1a;-23.37%<br \/>\n\u5e74\u5316\u6ce2\u52a8\u7387&#xff1a;23.93%<br \/>\n20 \u65e5\u5747\u7ebf&#xff1a;\u00a51305.56&#xff08;\u504f\u79bb &#043;3.32%&#xff09;<br \/>\n60 \u65e5\u5747\u7ebf&#xff1a;\u00a51269.04&#xff08;\u504f\u79bb &#043;6.29%&#xff09;<\/p>\n<p>LLM \u8f93\u51fa\u6458\u8981&#xff08;\u65e0 key \u65f6 demo \u8f93\u51fa&#xff09;&#xff1a;<\/p>\n<li>\u8fc7\u53bb 120 \u4e2a\u4ea4\u6613\u65e5\u6574\u4f53\u5448\u9707\u8361\u4e0b\u884c&#xff0c;\u533a\u95f4\u6536\u76ca -11.55%&#xff0c;\u6700\u5927\u56de\u64a4 -23.37%&#xff0c;\u5c5e\u4e8e\u6ce2\u52a8\u53ef\u63a7\u4f46\u8d8b\u52bf\u4e0d\u5f3a\u7684\u9636\u6bb5\u3002<\/li>\n<li>\u5f53\u524d\u4ef7\u683c\u4f4d\u4e8e 20 \u65e5\u5747\u7ebf\u4e0a\u65b9\u300160 \u65e5\u5747\u7ebf\u4e0a\u65b9&#xff1b;\u5747\u7ebf\u4f4d\u7f6e\u53ea\u8bf4\u660e\u5386\u53f2\u5f3a\u5f31&#xff0c;\u4e0d\u662f\u5165\u573a\u6216\u79bb\u573a\u4fe1\u53f7\u3002<\/li>\n<li>\u5e38\u89c1\u8bef\u8bfb&#xff1a;\u628a\u77ed\u671f\u6ce2\u52a8\u8bef\u5224\u4e3a\u8d8b\u52bf\u53cd\u8f6c&#xff1b;\u628a\u6700\u5927\u56de\u64a4\u5f53\u6210\u672a\u6765\u4e0b\u8dcc\u7a7a\u95f4&#xff1b;\u628a\u5747\u7ebf\u504f\u79bb\u5f53\u4f5c\u8d85\u4e70\u8d85\u5356\u4f9d\u636e\u3002<\/li>\n<p>\u8fd9\u6bb5\u56de\u7b54\u597d\u5728\u54ea\u91cc&#xff1f;\u6709\u6570\u5b57\u3001\u6709\u5b9a\u6027\u3001\u6709\u5426\u5b9a\u3001\u6709\u8b66\u793a&#xff0c;\u4f46\u6ca1\u6709\u4e00\u53e5\u6295\u8d44\u5efa\u8bae\u3002<\/p>\n<h3>\u56db\u3001\u4e09\u4e2a\u5e38\u89c1\u5751<\/h3>\n<h4>\u5751 1&#xff1a;\u76f4\u63a5\u95ee\u300c\u660e\u5929\u6da8\u4e0d\u6da8\u300d<\/h4>\n<p>\u5927\u6a21\u578b\u662f\u751f\u6210\u5f0f AI&#xff0c;\u4e0d\u662f\u9884\u6d4b\u5f0f AI\u3002\u4f60\u95ee\u5b83\u660e\u5929\u6da8\u8dcc&#xff0c;\u5b83\u8981\u4e48\u62d2\u7edd\u56de\u7b54&#xff0c;\u8981\u4e48\u80e1\u7f16\u3002\u6b63\u786e\u95ee\u6cd5\u662f&#xff1a;\u300c\u57fa\u4e8e\u8fd9\u4e9b\u6570\u636e&#xff0c;\u6709\u54ea\u4e9b\u903b\u8f91\u77db\u76fe\/\u8bef\u8bfb\u9677\u9631&#xff1f;\u300d<\/p>\n<h4>\u5751 2&#xff1a;\u4e0d\u7ed9\u6570\u636e&#xff0c;\u8ba9\u5b83\u300c\u770b\u7740\u529e\u300d<\/h4>\n<p>AI \u4f1a\u8111\u8865\u3002\u4f60\u4e0d\u7ed9\u5177\u4f53\u8d22\u52a1\u6570\u636e&#xff0c;\u5b83\u5c31\u6562\u7f16\u3002\u6b63\u786e\u505a\u6cd5\u662f&#xff1a;\u628a\u6570\u636e\u683c\u5f0f\u5316\u540e\u8d34\u8fdb Prompt&#xff0c;\u5e76\u52a0\u4e00\u53e5\u300c\u6240\u6709\u7ed3\u8bba\u5fc5\u987b\u57fa\u4e8e\u4ee5\u4e0a\u8f93\u5165\u6570\u636e\u300d\u3002<\/p>\n<h4>\u5751 3&#xff1a;\u628a AI \u6458\u8981\u5f53\u4ea4\u6613\u4fe1\u53f7<\/h4>\n<p>AI \u53ef\u4ee5\u5e2e\u4f60\u300c\u8bfb\u5f97\u5feb\u300d&#xff0c;\u4f46\u4e0d\u80fd\u5e2e\u4f60\u300c\u505a\u51b3\u5b9a\u300d\u3002\u4ea4\u6613\u4fe1\u53f7\u5fc5\u987b\u6765\u81ea\u4f60\u9a8c\u8bc1\u8fc7\u7684\u89c4\u5219&#xff08;\u6bd4\u5982\u53cc\u5747\u7ebf\u91d1\u53c9\u3001\u91cf\u4ef7\u80cc\u79bb&#xff09;&#xff0c;AI \u53ea\u80fd\u5e2e\u4f60\u89e3\u91ca\u4fe1\u53f7\u3001\u68c0\u67e5\u903b\u8f91\u3002<\/p>\n<h3>\u4e94\u3001\u5c0f\u7ed3\u4e0e\u4e0b\u7bc7\u9884\u544a<\/h3>\n<p>\u4eca\u5929\u6211\u4eec\u505a\u4e86\u4e00\u4ef6\u5c0f\u4e8b&#xff1a;<\/p>\n<ul>\n<li>\u6446\u6b63\u4e86 LLM \u5728\u91cf\u5316\u7814\u7a76\u4e2d\u7684\u4f4d\u7f6e&#xff1b;<\/li>\n<li>\u642d\u4e86\u4e00\u4e2a\u56db\u6bb5\u5f0f Prompt \u6846\u67b6&#xff1b;<\/li>\n<li>\u7528\u5386\u53f2 K \u7ebf\u6570\u636e\u8dd1\u51fa\u4e86\u4e00\u4e2a\u53ef\u590d\u73b0\u7684 demo\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u7bc7&#xff08;#02&#xff09;\u6211\u4eec\u8fdb\u5165\u6587\u672c\u4fe1\u53f7&#xff1a;\u7528 Python \u6279\u91cf\u62c9\u53d6 A \u80a1\u516c\u544a&#xff0c;\u7ed9\u516c\u544a\u6807\u9898\u6253\u60c5\u7eea\u6807\u7b7e&#xff0c;\u770b\u770b\u300c\u5229\u597d\u516c\u544a\u300d\u540e\u9762\u80a1\u4ef7\u5230\u5e95\u600e\u4e48\u8d70\u3002<\/p>\n<hr \/>\n<p>\u98ce\u9669\u63d0\u793a&#xff1a;\u672c\u6587\u4ec5\u4f9b\u6280\u672f\u5b66\u4e60\u4ea4\u6d41&#xff0c;\u4e0d\u6784\u6210\u6295\u8d44\u5efa\u8bae\u3002\u5386\u53f2\u6570\u636e\u4e0d\u4ee3\u8868\u672a\u6765\u6536\u76ca&#xff0c;\u636e\u6b64\u64cd\u4f5c\u98ce\u9669\u81ea\u62c5\u3002<\/p>\n<p>API \u6587\u6863\u4e0e\u8bc1\u4e66\u83b7\u53d6&#xff1a;https:\/\/github.com\/MaiRuiApi<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7cfb\u5217\u8fdb\u5ea6&#xff1a;AI\u91cf\u5316\u5b9e\u6218 #01 \/ \u5171 12 \u7bc7\u75db\u70b9\u5f00\u573a<br \/>\n\u4f60\u662f\u4e0d\u662f\u4e5f\u5e72\u8fc7\u8fd9\u4e9b\u4e8b&#xff1a;<br \/>\n\u6253\u5f00 ChatGPT\/DeepSeek&#xff0c;\u76f4\u63a5\u95ee\u300c\u8d35\u5dde\u8305\u53f0\u8fd8\u80fd\u4e70\u5417\u300d&#xff0c;\u7ed3\u679c\u88ab\u4e00\u53e5\u300c\u8bf7\u54a8\u8be2\u4e13\u4e1a\u4eba\u58eb\u300d\u6253\u53d1\u4e86&#xff1b;\u8ba9 AI\u300c\u9884\u6d4b\u660e\u5929\u54ea\u53ea\u7968\u6da8\u505c\u300d&#xff0c;\u5b83\u4e00\u672c\u6b63\u7ecf\u7ed9\u51fa\u4e00\u4e32\u4ee3\u7801&#xff0c;\u7b2c\u4e8c\u5929\u5168\u9519&#xff1b;\u62ff\u5230\u4e00\u4efd\u7814\u62a5\/\u8d22\u62a5&#xff0c;\u60f3\u5feb\u901f\u6293\u4f4f\u91cd\u70b9&#xff0c;\u5374\u4e0d\u77e5\u9053\u600e\u4e48\u8ba9 AI \u771f\u6b63\u8bfb\u61c2\u6570\u5b57&#xff0c;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[2946,81,50,190,100],"topic":[],"class_list":["post-104914","post","type-post","status-publish","format-standard","hentry","category-server","tag-prompt","tag-python","tag-50","tag-190","tag-100"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u3010AI+\u91cf\u5316\u5b9e\u6218 #01\u3011AI\u4e0d\u662f\u80a1\u795e\uff1f\u7528\u5927\u6a21\u578b\u8f85\u52a9\u91cf\u5316\u7814\u7a76\u7684\u6b63\u786e\u59ff\u52bf\u4e0ePrompt\u6846\u67b6 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/104914.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u3010AI+\u91cf\u5316\u5b9e\u6218 #01\u3011AI\u4e0d\u662f\u80a1\u795e\uff1f\u7528\u5927\u6a21\u578b\u8f85\u52a9\u91cf\u5316\u7814\u7a76\u7684\u6b63\u786e\u59ff\u52bf\u4e0ePrompt\u6846\u67b6 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u7cfb\u5217\u8fdb\u5ea6&#xff1a;AI\u91cf\u5316\u5b9e\u6218 #01 \/ \u5171 12 \u7bc7\u75db\u70b9\u5f00\u573a \u4f60\u662f\u4e0d\u662f\u4e5f\u5e72\u8fc7\u8fd9\u4e9b\u4e8b&#xff1a; \u6253\u5f00 ChatGPT\/DeepSeek&#xff0c;\u76f4\u63a5\u95ee\u300c\u8d35\u5dde\u8305\u53f0\u8fd8\u80fd\u4e70\u5417\u300d&#xff0c;\u7ed3\u679c\u88ab\u4e00\u53e5\u300c\u8bf7\u54a8\u8be2\u4e13\u4e1a\u4eba\u58eb\u300d\u6253\u53d1\u4e86&#xff1b;\u8ba9 AI\u300c\u9884\u6d4b\u660e\u5929\u54ea\u53ea\u7968\u6da8\u505c\u300d&#xff0c;\u5b83\u4e00\u672c\u6b63\u7ecf\u7ed9\u51fa\u4e00\u4e32\u4ee3\u7801&#xff0c;\u7b2c\u4e8c\u5929\u5168\u9519&#xff1b;\u62ff\u5230\u4e00\u4efd\u7814\u62a5\/\u8d22\u62a5&#xff0c;\u60f3\u5feb\u901f\u6293\u4f4f\u91cd\u70b9&#xff0c;\u5374\u4e0d\u77e5\u9053\u600e\u4e48\u8ba9 AI \u771f\u6b63\u8bfb\u61c2\u6570\u5b57&#xff0c;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/104914.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-13T04:01:06+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta 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