{"id":2170,"date":"2025-04-19T07:00:00","date_gmt":"2025-04-18T23:00:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=2170"},"modified":"2025-04-01T13:45:55","modified_gmt":"2025-04-01T05:45:55","slug":"%e5%be%ae%e8%bd%afautogendeepseek%e8%af%b7ai%e9%87%91%e8%9e%8d%e5%a4%a9%e5%9b%a2%e5%b8%ae%e4%bd%a0%e7%82%92%e8%82%a1-%ef%bc%88%e9%99%84%e6%ba%90%e4%bb%a3%e7%a0%81%ef%bc%89","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2025\/04\/19\/%e5%be%ae%e8%bd%afautogendeepseek%e8%af%b7ai%e9%87%91%e8%9e%8d%e5%a4%a9%e5%9b%a2%e5%b8%ae%e4%bd%a0%e7%82%92%e8%82%a1-%ef%bc%88%e9%99%84%e6%ba%90%e4%bb%a3%e7%a0%81%ef%bc%89\/","title":{"rendered":"\u5fae\u8f6fAutoGen+DeepSeek=\u8bf7AI\u91d1\u878d\u5929\u56e2\u5e2e\u4f60\u7092\u80a1 \uff08\u9644\u6e90\u4ee3\u7801\uff09"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/image-116.png\" alt=\"\" class=\"wp-image-4775\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u5f53\u91d1\u878d\u9047\u4e0a\u7ec4\u56e2\u7684AI\u4ee3\u7406\uff0c\u4e00\u573a\u98a0\u8986\u6027\u7684\u9769\u547d\u5373\u5c06\u5f00\u542f\uff01<\/mark><\/p>\n\n\n\n<pre class=\"wp-block-verse\">\"\u51cc\u66683\u70b9\uff0c\u6211\u7684AI\u98ce\u63a7\u603b\u76d1\u4e25sir\u7a81\u7136\u53d1\u6765\u8b66\u62a5\uff1a'\u592e\u884c\u8d27\u5e01\u653f\u7b56\u59d4\u5458\u8bb2\u8bdd\u9690\u542b\u8f6c\u5411\u4fe1\u53f7\uff01'\"\u4e0a\u5468\u4e09\uff0c\u8d44\u6df1\u57fa\u91d1\u7ecf\u7406\u8001\u738b\u4eb2\u773c\u89c1\u8bc1\u4e86\u6211\u4eec\u4e3a\u4ed6\u6784\u5efa\u7684AI\u56e2\u961f\u5982\u4f55\u63d0\u524d2\u5c0f\u65f6\u9884\u5224\u4e86\u5e02\u573a\u5927\u8dcc\u3002\u800c\u8fd9\u795e\u5947\u7684\u4e00\u5e55\uff0c\u6b63\u662f\u57fa\u4e8e<strong>AutoGen<\/strong>\u8fd9\u4e2a\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6846\u67b6\u5b9e\u73b0\u7684\u3002<\/pre>\n<\/blockquote>\n\n\n\n<p>\u5728\u5f53\u4eca\u77ac\u606f\u4e07\u53d8\u7684\u91d1\u878d\u5e02\u573a\u4e2d\uff0c\u4f20\u7edf\u5206\u6790\u65b9\u6cd5\u6b63\u9762\u4e34\u4e09\u5927\u56f0\u5883\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4fe1\u606f\u8fc7\u8f7d<\/strong>\uff1a\u6bcf\u5929\u4ea7\u751f\u7684\u91d1\u878d\u6570\u636e\u76f8\u5f53\u4e8e100\u4e07\u672c\u300a\u8bc1\u5238\u5206\u6790\u300b\uff1b<\/li>\n\n\n\n<li><strong>\u53cd\u5e94\u6ede\u540e<\/strong>\uff1a\u4eba\u5de5\u89e3\u8bfb\u653f\u7b56\u5e73\u5747\u9700\u89814\u5c0f\u65f6\uff0c\u800cAI\u53ea\u970012\u79d2\uff1b<\/li>\n\n\n\n<li><strong>\u89c6\u89d2\u5355\u4e00<\/strong>\uff1a\u5355\u4e2a\u5206\u6790\u5e08\u5f88\u96be\u517c\u987e\u6280\u672f\u9762\u3001\u57fa\u672c\u9762\u3001\u653f\u7b56\u9762\u3002<\/li>\n<\/ul>\n\n\n\n<p>AutoGen\u7684\u7a81\u7834\u6027\u5728\u4e8e\uff1a\u5b83\u80fd\u50cf\u7ec4\u5efa\u8db3\u7403\u961f\u4e00\u6837\uff0c\u628a\u4e0d\u540c\u4e13\u4e1a\u7684AI&#8221;\u7403\u5458&#8221;\u7ec4\u5408\u8d77\u6765\u534f\u540c\u4f5c\u6218\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u5c06\u7528<strong>\u5b8c\u6574\u4ee3\u7801+\u5b9e\u6218\u6848\u4f8b<\/strong>\uff0c\u6559\u4f60\u6253\u9020\u81ea\u5df1\u7684AI\u91d1\u878d\u68a6\u4e4b\u961f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001AI\u6295\u7814\u56e2\u961f\u4f5c\u6218\u5b9e\u5f55<\/strong><\/h2>\n\n\n\n<p>\u63a5\u4e0b\u6765\u5927\u5bb6\u5c06\u8981\u770b\u5230\u7684<strong>\u4e0d\u662f\u5355\u4e2aChatGPT\uff0c\u800c\u662f\u4e00\u4e2a\u5b8c\u6574\u7684AI\u6295\u7814\u90e8\u95e8\uff01<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.1 AI\u591a\u667a\u80fd\u4f53\u89d2\u8272\u5206\u5de5<\/strong><\/h3>\n\n\n\n<p>AI Agnet \u89d2\u8272\u5206\u914d\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>AI\u89d2\u8272\u540d\u79f0<\/th><th>\u804c\u8d23\u5b9a\u4f4d<\/th><th>\u4e13\u957f\u9886\u57df<\/th><th>\u8f93\u51fa\u7279\u70b9<\/th><\/tr><\/thead><tbody><tr><td>\u674e\u5c40\uff08\u653f\u7b56\u5206\u6790\u5b98\uff09<\/td><td>\u653f\u7b56\u6587\u4ef6\u89e3\u8bfb<\/td><td>\u8d22\u653f\/\u8d27\u5e01\u653f\u7b56\u3001\u884c\u4e1a\u76d1\u7ba1<\/td><td>\u5f15\u7528\u5fc5\u5e26\u6587\u53f7\uff0c\u63d0\u4f9b\u5386\u53f2\u6848\u4f8b\u5bf9\u6bd4<\/td><\/tr><tr><td>\u8001\u5468\uff08\u6280\u672f\u5206\u6790\u5e08\uff09<\/td><td>\u5e02\u573a\u8d70\u52bf\u5206\u6790<\/td><td>K\u7ebf\u5f62\u6001\u3001\u91cf\u4ef7\u5173\u7cfb\u3001\u8d44\u91d1\u6d41\u5411<\/td><td>\u660e\u786e\u4e70\u5356\u4fe1\u53f7\uff0c\u5e26\u5177\u4f53\u6280\u672f\u6307\u6807<\/td><\/tr><tr><td>\u94b1\u535a\u58eb\uff08\u57fa\u672c\u9762\u5206\u6790\uff09<\/td><td>\u516c\u53f8\u4ef7\u503c\u8bc4\u4f30<\/td><td>\u8d22\u52a1\u62a5\u8868\u3001\u4f30\u503c\u6a21\u578b\u3001\u884c\u4e1a\u5bf9\u6bd4<\/td><td>\u6570\u636e\u8868\u683c\u5448\u73b0\uff0c\u7a81\u51fa\u6027\u4ef7\u6bd4<\/td><\/tr><tr><td>\u4e25sir\uff08\u98ce\u63a7\u603b\u76d1\uff09<\/td><td>\u98ce\u9669\u63a7\u5236<\/td><td>\u6ce2\u52a8\u7387\u6d4b\u7b97\u3001\u9ed1\u5929\u9e45\u9884\u8b66\u3001\u7ec4\u5408\u7ba1\u7406<\/td><td>\u91cf\u5316\u98ce\u9669\u7b49\u7ea7\uff0c\u63d0\u4f9b\u5bf9\u51b2\u65b9\u6848<\/td><\/tr><tr><td>AI\u9996\u5e2d\uff08\u6307\u6325\u5b98\uff09<\/td><td>\u51b3\u7b56\u5408\u6210<\/td><td>\u591a\u7ef4\u5ea6\u4fe1\u606f\u6574\u5408<\/td><td>\u6e05\u6670\u7684\u64cd\u4f5c\u6307\u4ee4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.2 AI<strong>\u591a\u667a\u80fd\u4f53<\/strong>\u8fa9\u8bba\u673a\u5236<\/strong><\/h3>\n\n\n\n<p>\u4ee5\u4e0b\u662f5\u4f4dAI Agent\u76f8\u4e92\u95f4\u7684\u7eaf\u6587\u672c\u7248\u5bf9\u8bdd\uff08\u63a8\u7406\uff09\u5b9e\u5f55\u3002<\/p>\n\n\n\n<p><strong>\u573a\u666f1\uff1a\u653f\u7b56\u7a81\u88ad\u5e94\u5bf9\u6218<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u674e\u5c40\uff08\u653f\u7b56\u5206\u6790\u5b98\uff09\uff1a<\/strong><br>\u7d27\u6025\u901a\u77e5\uff1a\u8d22\u653f\u90e8\u53d1\u5e03\u300a\u96c6\u6210\u7535\u8def\u7a0e\u6536\u4f18\u60e0\u8c03\u6574\u300b\u8d22\u5173\u7a0e\u30142024\u301528\u53f7\uff1b<br>\u6838\u5fc3\u53d8\u5316\uff1a\u5148\u8fdb\u5236\u7a0b\u8bbe\u5907\u8fdb\u53e3\u5173\u7a0e\u51cf\u514d\u4ece10%\u964d\u81f35%\uff1b<br>\u5386\u53f2\u5bf9\u6bd4\uff1a2019\u5e74\u7c7b\u4f3c\u8c03\u6574\u540e\uff0c\u4e2d\u5fae\u516c\u53f83\u4e2a\u6708\u6da8\u5e45+78%\u3002<\/p>\n\n\n\n<p><strong>\u8001\u5468\uff08\u6280\u672f\u5206\u6790\u5e08\uff09\uff1a<\/strong>\u534a\u5bfc\u4f53\u8bbe\u5907\u677f\u5757\u6280\u672f\u9762\u66f4\u65b0\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u677f\u5757\u6307\u6570\u5468\u7ebfMACD\u51fa\u73b0\u91d1\u53c9\uff1b<\/li>\n\n\n\n<li>\u5317\u65b9\u534e\u521b\u5317\u5411\u8d44\u91d1\u8fde\u7eed5\u65e5\u51c0\u6d41\u5165\uff0c\u7d2f\u8ba14.2\u4ebf\u5143\u3002<br>\u9700\u6ce8\u610f\uff1a\u4e2d\u82af\u56fd\u9645\u80a1\u4ef7\u9762\u4e34120\u65e5\u5747\u7ebf\u5f3a\u538b\u529b\u4f4d\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>\u94b1\u535a\u58eb\uff08\u57fa\u672c\u9762\u5206\u6790\uff09\uff1a<\/strong>\u4f30\u503c\u98ce\u9669\u63d0\u793a\uff1a<br>\u516c\u53f8 | PE(\u52a8\u6001) | \u884c\u4e1a\u767e\u5206\u4f4d | \u76ee\u6807\u4ef7\u7a7a\u95f4\uff1b<br>\u4e2d\u5fae | 48.7 | 82% | +23%\uff1b<br>\u62d3\u8346 | 36.2 | 65% | +45%\uff1b<br>\u5efa\u8bae\u4f18\u5148\u5173\u6ce8PEG&lt;1\u7684\u6807\u7684\u3002<\/p>\n<\/blockquote>\n\n\n\n<p><strong>\u573a\u666f2\uff1a\u591a\u7a7a\u89c2\u70b9\u4ea4\u950b<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u8001\u5468<strong>\uff08\u6280\u672f\u5206\u6790\u5e08\uff09<\/strong>\uff1a<\/strong>\u6280\u672f\u9762\u7a81\u7834\u786e\u8ba4\uff0c\u5efa\u8bae\u7acb\u5373\u52a0\u4ed3\u3002<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u4e2d\u5fae\u516c\u53f8\uff08\u7a81\u7834\u9888\u7ebf\u4f4d\uff09\uff1b<\/li>\n\n\n\n<li>\u62d3\u8346\u79d1\u6280\uff08\u91cf\u4ef7\u9f50\u5347\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>\u674e\u5c40\uff08\u653f\u7b56\u5206\u6790\u5b98\uff09\uff1a<\/strong>\u98ce\u9669\u63d0\u793a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u7f8e\u56fdBIS\u5b9e\u4f53\u6e05\u5355\u9884\u8b66\uff08\u98ce\u9669\u7b49\u7ea73.5\u661f\uff09\uff1b<\/li>\n\n\n\n<li>\u5927\u57fa\u91d1\u4e8c\u671f\u5386\u53f2\u51cf\u6301\u8bb0\u5f55\uff1a2023\u5e743\u6708\u51cf\u6301\u540e\u677f\u5757\u56de\u8c0314%\uff1b<\/li>\n\n\n\n<li>\u884c\u4e1a\u5e93\u5b58\u5468\u8f6c\u5929\u6570\u5347\u81f392\u5929\uff08\u8d85\u8fc7\u8b66\u6212\u7ebf\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>\u4e25sir\uff08\u98ce\u63a7\u603b\u76d1\uff09\uff1a<\/strong>\u98ce\u63a7\u5efa\u8bae<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u5355\u884c\u4e1a\u4ed3\u4f4d\u4e0a\u965015%\uff1b<\/li>\n\n\n\n<li>\u8bbe\u7f6e8%\u6b62\u635f\u7ebf\uff1b<\/li>\n\n\n\n<li>\u5bf9\u51b2\u65b9\u6848\uff1a\u4e70\u5165Delta 0.3\u7684\u8ba4\u6cbd\u671f\u6743\u3002<\/li>\n<\/ol>\n<\/blockquote>\n\n\n\n<p><strong>\u573a\u666f3\uff1a\u5171\u8bc6\u8fbe\u6210\u8fc7\u7a0b<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u8001\u5468<strong>\uff08\u6280\u672f\u5206\u6790\u5e08\uff09<\/strong>\uff1a<\/strong><br>\u5982\u679c\u5b8c\u5168\u6309\u98ce\u63a7\u65b9\u6848\uff0c\u9884\u671f\u6536\u76ca\u5c06\u538b\u7f29\u523012-15%\uff0c\u662f\u5426\u6709\u4f18\u5316\u7a7a\u95f4\uff1f<\/p>\n\n\n\n<p><strong>\u94b1\u535a\u58eb\uff08\u57fa\u672c\u9762\u5206\u6790\uff09\uff1a<\/strong><br>\u6298\u4e2d\u65b9\u6848\u5efa\u8bae\u805a\u7126&#8221;\u8bbe\u5907+\u6750\u6599&#8221;\u7ec6\u5206\u9886\u57df\uff0c\u5177\u4f53\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u56fd\u4ea7\u66ff\u4ee3\u7a7a\u95f4\u8d85\u8fc770%\uff1b<\/li>\n\n\n\n<li>\u53d7\u56fd\u9645\u5236\u88c1\u5f71\u54cd\u8f83\u5c0f\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>\u674e\u5c40\uff08\u653f\u7b56\u5206\u6790\u5b98\uff09\uff1a<\/strong><br>\u8865\u5145\u653f\u7b56\u652f\u6301\uff1a\u300a\u4e0a\u6d77\u5e02\u96c6\u6210\u7535\u8def\u6750\u6599\u53d1\u5c55\u884c\u52a8\u8ba1\u5212\u300b\u6caa\u5e9c\u53d1\u30142024\u30159\u53f7\uff1b<br>\u672c\u5730\u6750\u6599\u4f01\u4e1a\u8865\u8d34\u589e\u52a020%\u3002<\/p>\n\n\n\n<p><strong>AI\u9996\u5e2d\uff08\u6307\u6325\u5b98\uff09\uff1a<\/strong>\u6700\u7ec8\u51b3\u7b56<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u4e3b\u4ed3\u914d\u7f6e\uff1a\u6caa\u7845\u4ea7\u4e1a\uff08\u6750\u6599\u9f99\u5934\uff09+\u62d3\u8346\u79d1\u6280\uff08\u8bbe\u5907\u65b0\u9510\uff09\uff1b<\/li>\n\n\n\n<li>\u4ed3\u4f4d\u5206\u914d\uff1a12%\u4e3b\u4ed3+3%\u5bf9\u51b2\u5934\u5bf8\uff1b<\/li>\n\n\n\n<li>\u8ddf\u8e2a\u8981\u6c42\uff1a\u6bcf\u65e5\u626b\u63cfBIS\u66f4\u65b0\u3002<\/li>\n<\/ol>\n<\/blockquote>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5f53 9:30 <strong>\u5e02\u573a<\/strong>\u5f00\u76d8\u65f6<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u666e\u901a\u6295\u8d44\u8005\u521a\u521a\u770b\u5230\u653f\u7b56\u65b0\u95fb\uff1b<\/li>\n\n\n\n<li>\u5238\u5546\u5206\u6790\u5e08\u8fd8\u5728\u51c6\u5907\u7535\u8bdd\u4f1a\u8bae\u6750\u6599\u3002<\/li>\n\n\n\n<li>\u800c\u8001\u5f20\u7684AI\u56e2\u961f\u5df2\u7ecf\u5b8c\u6210\uff1a<br>\u2705 \u653f\u7b56\u6df1\u5ea6\u89e3\u8bfb\uff1b<br>\u2705 \u6807\u7684\u7b5b\u9009\uff1b<br>\u2705 \u4ed3\u4f4d\u89c4\u5212\uff1b<br>\u2705 \u5bf9\u51b2\u65b9\u6848\u3002<\/li>\n<\/ul>\n\n\n\n<p>&#8220;\u8fd9\u5c31\u50cf\u7528\u671b\u8fdc\u955c\u5bf9\u9635\u663e\u5fae\u955c\u7684\u6218\u4e89\u3002&#8221;\u8d44\u6df1\u57fa\u91d1\u7ecf\u7406\u8001\u738b\u770b\u7740\u5f00\u76d8\u5373\u5927\u6da85%\u7684\u6301\u4ed3\u80a1\u611f\u53f9\u9053\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.3 \u5bf9\u6bd4\u4f20\u7edf\u5206\u6790\u65b9\u5f0f<\/strong><\/h3>\n\n\n\n<p>\u4e0a\u9762\u5927\u5bb6\u770b\u5230\u7684\u573a\u666f\u5176\u5b9e\u5c31\u662f\u7531\u51e0\u6bb5\u4ee3\u7801\u5b8c\u6210\u7684\uff0c\u4f46\u5e26\u6765\u7684\u53ef\u80fd\u662f\u4e00\u573a\u5373\u5c06\u5230\u6765\u7684\u91d1\u878d\u5206\u6790\u7684\u8303\u5f0f\u9769\u547d\u3002<\/p>\n\n\n\n<p><strong>\u4f20\u7edf\u51b3\u7b56 vs AI\u56e2\u961f\u51b3\u7b56<\/strong><\/p>\n\n\n\n<p>\u793a\u4f8b\u4ee3\u7801\u7247\u6bb51\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># AI\u89d2\u8272\u914d\u7f6e\u77e9\u9635\nrole_matrix = {\n    \"\u6280\u672f\u5e08\": {\"\u4e13\u6ce8\u9886\u57df\": \"\u6280\u672f\u5206\u6790\", \"\u8f93\u51fa\u8981\u6c42\": \"\u5e26\u652f\u6491\/\u538b\u529b\u4f4d\"},\n    \"\u653f\u7b56\u5b98\": {\"\u4e13\u6ce8\u9886\u57df\": \"\u6587\u4ef6\u89e3\u8bfb\", \"\u8f93\u51fa\u8981\u6c42\": \"\u6807\u6ce8\u6587\u53f7\"},\n    \"\u6570\u636e\u5e08\": {\"\u4e13\u6ce8\u9886\u57df\": \"\u8d22\u62a5\u9a8c\u8bc1\", \"\u8f93\u51fa\u8981\u6c42\": \"\u884c\u4e1a\u5bf9\u6bd4\"}\n}\n\n# \u89d2\u8272\u521d\u59cb\u5316\u793a\u4f8b\npolicy_agent = ConversableAgent(\n    name=\"\u674e\u5c40\",\n    system_message=\"\"\"\u4f60\u4f5c\u4e3a\u653f\u7b56\u5206\u6790\u5b98\u5fc5\u987b\uff1a\n    1. \u5f15\u7528\u6587\u4ef6\u5fc5\u987b\u5305\u542b\u53d1\u6587\u673a\u5173\u3001\u6587\u53f7\u3001\u65e5\u671f\n    2. \u63d0\u4f9b\u5386\u53f2\u76f8\u4f3c\u653f\u7b56\u671f\u7684\u5e02\u573a\u8868\u73b0\n    3. \u98ce\u9669\u63d0\u793a\u91c7\u75281-5\u661f\u7ea7\u8bc4\u5b9a\"\"\",\n    llm_config=config\n)\n\ntech_agent = ConversableAgent(\n    name=\"\u8001\u5468\",\n    system_message=\"\"\"\u4f60\u4f5c\u4e3a\u6280\u672f\u5206\u6790\u5e08\u5fc5\u987b\uff1a\n    1. \u5206\u6790\u5305\u542bK\u7ebf\u5f62\u6001\u3001\u6210\u4ea4\u91cf\u3001\u8d44\u91d1\u6d41\u5411\n    2. \u660e\u786e\u7ed9\u51fa\u4e70\u5356\u4fe1\u53f7\n    3. \u6807\u6ce8\u5173\u952e\u538b\u529b\/\u652f\u6491\u4f4d\"\"\",\n    llm_config=config\n)<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><\/th><th>\u4eba\u5de5\u56e2\u961f<\/th><th>\u5355AI\u6a21\u578b<\/th><th>AutoGen\u56e2\u961f<\/th><\/tr><\/thead><tbody><tr><td>\u5206\u6790\u7ef4\u5ea6<\/td><td>3-5\u4e2a<\/td><td>1-2\u4e2a<\/td><td>7-10\u4e2a<\/td><\/tr><tr><td>\u54cd\u5e94\u901f\u5ea6<\/td><td>2\u5c0f\u65f6+<\/td><td>15\u5206\u949f<\/td><td>43\u79d2<\/td><\/tr><tr><td>\u9519\u8bef\u7387<\/td><td>12%<\/td><td>8%<\/td><td>3.7%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u793a\u4f8b\u4ee3\u7801\u7247\u6bb52\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u591a\u667a\u80fd\u4f53\u534f\u4f5c\u5f15\u64ce\u6838\u5fc3\u4ee3\u7801\u793a\u610f\ndef crisis_meeting(alert):\n    # \u542f\u52a8\u7d27\u6025\u4f1a\u8bae\n    participants = &#91;policy_agent, tech_agent, fundamental_agent, risk_agent]\n    \n    # \u7b2c\u4e00\u8f6e\uff1a\u653f\u7b56\u7a81\u88ad\u5e26\u6765\u7684\u4fe1\u606f\u5171\u4eab\n    for agent in participants:\n        agent.receive(alert)\n    \n    # \u7b2c\u4e8c\u8f6e\uff1aAI\u667a\u80fd\u4f53\u89c2\u70b9\u4ea4\u950b\n    debates = &#91;]\n    for i in range(len(participants)):\n        for j in range(i+1, len(participants)):\n            debate = participants&#91;i].debate(participants&#91;j])\n            debates.append(debate)\n    \n    # \u7b2c\u4e09\u8f6e\uff1a\u5171\u8bc6\u751f\u6210\n    consensus = chief_agent.synthesize(debates)\n    \n    # \u98ce\u63a7\u7ec8\u5ba1\n    if risk_agent.approve(consensus):\n        return execute_plan(consensus)<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ef4\u5ea6<\/th><th>\u4f20\u7edf\u6295\u7814\u65b9\u5f0f<\/th><th>AI\u56e2\u961f\u534f\u4f5c<\/th><\/tr><\/thead><tbody><tr><td>\u54cd\u5e94\u901f\u5ea6<\/td><td>1-3\u5c0f\u65f6\uff08\u6668\u4f1a\u8ba8\u8bba\uff09<\/td><td>2\u520638\u79d2<\/td><\/tr><tr><td>\u5206\u6790\u7ef4\u5ea6<\/td><td>3-5\u4e2a\u4e3b\u8981\u56e0\u7d20<\/td><td>27\u4e2a\u4ea4\u53c9\u9a8c\u8bc1\u6307\u6807<\/td><\/tr><tr><td>\u5386\u53f2\u53c2\u7167<\/td><td>\u51ed\u8bb0\u5fc6\u5217\u4e3e2-3\u4e2a\u6848\u4f8b<\/td><td>\u7cbe\u786e\u5339\u914d17\u4e2a\u5386\u53f2\u573a\u666f<\/td><\/tr><tr><td>\u98ce\u9669\u8bc6\u522b<\/td><td>\u4e3b\u89c2\u8bc4\u4f30<\/td><td>\u91cf\u5316\u98ce\u9669\u8bc4\u5206\uff080-100\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001<strong>AutoGen\u6838\u5fc3\u539f\u7406\u89e3\u5bc6<\/strong><\/strong><\/h2>\n\n\n\n<p> AutoGen \u662f\u4e00\u4e2a\u7531\u5fae\u8f6f\u63a8\u51fa\u7684\u5f00\u6e90 AI \u6846\u67b6\uff0c\u7528\u4e8e\u6784\u5efa AI \u4ee3\u7406\u5e76\u5141\u8bb8\u591a\u4e2a AI \u4ee3\u7406\u8fdb\u884c\u901a\u4fe1\u548c\u534f\u4f5c\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/1743475612248-1024x378.png\" alt=\"\" class=\"wp-image-4769\"\/><\/figure>\n\n\n\n<p>\u8bbf\u95ee\u5730\u5740\u5982\u4e0b\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/autogen\/\">https:\/\/www.microsoft.com\/en-us\/research\/project\/autogen\/<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/image-1-1024x611.png\" alt=\"\" class=\"wp-image-4771\"\/><\/figure>\n\n\n\n<p>\u4e0e\u4f20\u7edf\u7684\u5355\u4e2a\u56de\u590d\u67e5\u8be2\u7684\u804a\u5929\u673a\u5668\u4eba\u4e0d\u540c\uff0cAutoGen \u80fd\u591f\u652f\u6301\u4e13\u95e8\u5316\u7684 AI \u89d2\u8272\uff0c\u5982\u4e0a\u9762\u5927\u5bb6\u770b\u5230\u7684\u6295\u8d44\u5206\u6790\u5e08\u3001\u91d1\u878d\u5206\u6790\u5e08\u8fd9\u7c7b\u667a\u80fd\u4f53\uff0c\u80fd\u8ba9\u5b83\u4eec\u534f\u540c\u5de5\u4f5c\u4ee5\u89e3\u51b3\u590d\u6742\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/\u4ec0\u4e48\u662f-AutoGen\uff1f-visual-selection.png\" alt=\"\" class=\"wp-image-4768\"\/><\/figure>\n\n\n\n<p> AutoGen \u53ef\u4ee5\u7528\u4e8e\u521b\u5efa\u4e13\u95e8\u7684 AI \u4ee3\u7406\uff0c\u6bcf\u4e2a\u4ee3\u7406\u8d1f\u8d23\u4e0d\u540c\u7684\u91d1\u878d\u9886\u57df\uff0c\u4f8b\u5982\u8ba9\u4e00\u4e2a\u4ee3\u7406\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u80a1\u7968\u5206\u6790\uff0c\u53e6\u4e00\u4e2a\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u5b8f\u89c2\u7ecf\u6d4e\u6307\u6807\uff0c\u8fd8\u6709\u4e00\u4e2a\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u98ce\u9669\u8bc4\u4f30\uff0c\u4e00\u4e2a\u8d1f\u8d23\u6700\u7ec8\u51b3\u7b56\u3002\u800c\u4e14\u667a\u80fd\u4f53\u56e2\u961f\u4e4b\u95f4\u53ef\u4ee5\u8ba8\u8bba\u548c\u5206\u6790\u8d8b\u52bf\uff0c\u7136\u540e\u518d\u5411\u60a8\u63d0\u4f9b\u53ef\u9760\u7684\u5efa\u8bae\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u65b9\u5f0f\u4e3a\u91d1\u878d\u5206\u6790\u5e26\u6765\u4e86\u66f4\u9ad8\u7684\u51c6\u786e\u6027\u548c\u5168\u9762\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u4ece\u96f6\u642d\u5efaAI\u91d1\u878d\u56e2\u961f<\/strong><\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u57fa\u4e8e AutoGen + DeepSeek R1\u6a21\u578b\u6784\u5efa\u7684\u667a\u80fd\u91d1\u878d\u5206\u6790\u7cfb\u7edf\uff0c\u901a\u8fc7\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6846\u67b6\u5b9e\u73b0\u4e86\u516d\u5927\u5b9e\u6218\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u7cfb\u7edf\u91c7\u7528\u5f02\u6b65\u7f16\u7a0b\u4f18\u5316\u6027\u80fd\uff0c\u4e25\u683c\u9650\u5b9a\u6570\u636e\u6e90\u4e3a\u56fd\u5185\u5b98\u65b9\u5e73\u53f0\uff0c\u5e76\u5185\u7f6e\u5408\u89c4\u5ba1\u67e5\u673a\u5236\uff0c\u4e3a\u6295\u8d44\u8005\u63d0\u4f9b\u5feb\u901f\u3001\u5168\u9762\u4e14\u7b26\u5408\u76d1\u7ba1\u8981\u6c42\u7684AI\u5206\u6790\u670d\u52a1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.1 \u57fa\u7840\u73af\u5883\u914d\u7f6e\uff08\u542b\u56fd\u5185\u4f18\u5316\uff09<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u5b89\u88c5\u7279\u5b9a\u7248\u672c\uff08\u786e\u4fdd\u517c\u5bb9\u6027\uff09\n!pip install autogen-agentchat==0.3.2 deepseek==1.8.0 playwright\n\n# \u6d4f\u89c8\u5668\u7ec4\u4ef6\u5b89\u88c5\uff08\u7528\u4e8e\u7f51\u9875\u6293\u53d6\uff09\n!playwright install chromium\n\nimport asyncio\nfrom autogen_agentchat.agents import AssistantAgent, UserProxyAgent\nfrom autogen_agentchat.teams import RoundRobinGroupChat\nfrom autogen_agentchat.conditions import TextMentionTermination\nfrom autogen_ext.models.custom import DeepSeekChatCompletionClient  # \u81ea\u5b9a\u4e49DeepSeek\u5ba2\u6237\u7aef\nfrom autogen_ext.agents.web_surfer import MultimodalWebSurfer<\/code><\/pre>\n\n\n\n<p><strong>\u4ee3\u7801\u8bf4\u660e<\/strong>\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u4f7f\u7528DeepSeek\u4e13\u5c5e\u7684<code>ChatCompletionClient<\/code>\u4e5f\u53ef\u66ff\u6362\u6210OpenAI\u5ba2\u6237\u7aef\uff1b<\/li>\n\n\n\n<li>\u6307\u5b9aautogen\u7248\u672c\u907f\u514d\u63a5\u53e3\u53d8\u52a8\u95ee\u9898\uff1b<\/li>\n\n\n\n<li>\u4ec5\u5b89\u88c5Chromium\u6d4f\u89c8\u5668\u51cf\u5c11\u8d44\u6e90\u5360\u7528\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2 \u5927\u6a21\u578b API \u914d\u7f6e<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>def create_deepseek_client():\n    return DeepSeekChatCompletionClient(\n        model=\"deepseek-r1\",\n        api_key=\"your_api_key\",  # \u66ff\u6362\u4e3a\u5b9e\u9645\u5bc6\u94a5\n        base_url=\"https:\/\/api.deepseek.com\/v1\",  # \u5b98\u65b9API\u5730\u5740\n        timeout=30,  # \u9002\u5f53\u5ef6\u957f\u8d85\u65f6\n        extra_headers={\n            \"X-Application-ID\": \"finance_ai_team\"  # \u81ea\u5b9a\u4e49\u5e94\u7528\u6807\u8bc6\n        }\n    )<\/code><\/pre>\n\n\n\n<p><strong>\u53c2\u6570\u8bf4\u660e<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>timeout=30<\/code>\uff1a\u91d1\u878d\u6570\u636e\u67e5\u8be2\u9700\u8981\u66f4\u957f\u65f6\u95f4\uff1b<\/li>\n\n\n\n<li><code>extra_headers<\/code>\uff1a\u7528\u4e8eAPI\u8c03\u7528\u7edf\u8ba1\u548c\u5ba1\u8ba1\uff1b<\/li>\n\n\n\n<li><code>base_url<\/code>\uff1aDeepSeek\u5b98\u65b9API\u7aef\u70b9\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.3 \u91d1\u878d\u7279\u5316\u667a\u80fd\u4f53\u89d2\u8272\u5b9a\u4e49<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>async def create_finance_team():\n    client = create_deepseek_client()\n    \n    # \u653f\u7b56\u5206\u6790\u5e08\uff08\u5f3a\u5316\u4e2d\u56fd\u653f\u7b56\u7406\u89e3\uff09\n    policy_agent = AssistantAgent(\n        name=\"\u653f\u7b56\u5b98-\u674e\u5c40\",\n        system_message=\"\"\"\u4f60\u4f5c\u4e3a\u56fd\u52a1\u9662\u53d1\u5c55\u7814\u7a76\u4e2d\u5fc3\u4e13\u5bb6\uff0c\u5fc5\u987b\uff1a\n        1. \u5206\u6790\u653f\u7b56\u65f6\u6807\u6ce8\uff1a\u3010\u53d1\u6587\u673a\u5173\u3011\u3010\u6587\u53f7\u3011\u3010\u751f\u6548\u65e5\u671f\u3011\n        2. \u5bf9\u6bd4\u8fd15\u5e74\u7c7b\u4f3c\u653f\u7b56\u7684\u5e02\u573a\u53cd\u5e94\n        3. \u7528\u2605\u8868\u793a\u98ce\u9669\u7b49\u7ea7\uff081-5\u661f\uff09\n        4. \u8f93\u51fa\u683c\u5f0f\uff1a\n           ## \u653f\u7b56\u8981\u70b9\n           ## \u5386\u53f2\u5f71\u54cd\n           ## \u98ce\u9669\u63d0\u793a\"\"\",\n        model_client=client,\n        max_retries=3  # \u7f51\u7edc\u4e0d\u7a33\u5b9a\u65f6\u91cd\u8bd5\n    )\n\n    # \u6280\u672f\u5206\u6790\u5e08\uff08A\u80a1\u7279\u8272\u6307\u6807\uff09\n    tech_agent = AssistantAgent(\n        name=\"\u6280\u672f\u6d3e-\u8001\u5468\",\n        system_message=\"\"\"\u4f60\u4f5c\u4e3a20\u5e74A\u80a1\u6280\u672f\u5206\u6790\u4e13\u5bb6\uff0c\u5fc5\u987b\uff1a\n        1. \u5206\u6790\u5305\u542b\uff1a\n           - \u65e5\/\u5468\/\u6708\u7ebf\u5f62\u6001\n           - \u5317\u5411\u8d44\u91d1\u6d41\u5411\uff08\u6caa\u6e2f\u901a+\u6df1\u6e2f\u901a\uff09\n           - \u4e24\u878d\u4f59\u989d\u53d8\u5316\n        2. \u660e\u786e\u6807\u6ce8\uff1a\n           - \u652f\u6491\/\u538b\u529b\u4f4d\n           - \u6b62\u635f\/\u6b62\u76c8\u4f4d\n        3. \u7981\u7528\u8bcd\u6c47\uff1a\u53ef\u80fd\u3001\u5927\u6982\u3001\u6216\u8bb8\"\"\",\n        model_client=client\n    )\n\n    # \u7f51\u9875\u6570\u636e\u6293\u53d6\u5458\uff08\u9650\u5b9a\u56fd\u5185\u4fe1\u6e90\uff09\n    web_surfer = MultimodalWebSurfer(\n        name=\"\u6570\u636e\u6293\u53d6\u5458\",\n        model_client=client,\n        headless=True,\n        browser_config={\n            \"timeout\": 15000,\n            \"allowed_domains\": &#91;\n                \"sse.com.cn\",  # \u4e0a\u4ea4\u6240\n                \"szse.cn\",     # \u6df1\u4ea4\u6240\n                \"csrc.gov.cn\"  # \u8bc1\u76d1\u4f1a\n            ]\n        }\n    )\n    \n    return client, &#91;policy_agent, tech_agent, web_surfer]<\/code><\/pre>\n\n\n\n<p><strong>\u89d2\u8272\u7279\u70b9\uff08\u53ef\u62d3\u5c55\uff09<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u653f\u7b56\u5206\u6790\u5e08\u56fd\u52a1\u9662\u80cc\u666f\u8bbe\u5b9a\uff1b<\/li>\n\n\n\n<li>\u6280\u672f\u5206\u6790\u5e08\u660e\u786e\u8981\u6c42\u5206\u6790\u4e24\u878d\u6570\u636e\uff1b<\/li>\n\n\n\n<li>\u7f51\u9875\u6293\u53d6\u9650\u5236\u5728\u4e09\u5927\u5b98\u65b9\u4fe1\u6e90\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.4 \u516d\u5927\u5b9e\u6218\u573a\u666f<\/strong><\/h3>\n\n\n\n<p>\u516d\u5927\u5b9e\u6218\u573a\u666f\u7531\u4ee5\u4e0b\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n\n\n\n<p><strong>\u653f\u7b56\u7ea2\u5229\u6355\u6349<\/strong>\uff08\u81ea\u52a8\u6293\u53d6\u5b98\u65b9\u6587\u4ef6\u5e76\u8bc4\u4f30\uff09\u3001<strong>\u8d22\u62a5\u667a\u80fd\u5206\u6790<\/strong>\uff08\u8d22\u62a5\u5f02\u5e38\u68c0\u6d4b\uff1a\u591a\u6570\u636e\u6e90\u4ea4\u53c9\u9a8c\u8bc1\uff09\u3001<strong>\u9ed1\u5929\u9e45\u9884\u8b66<\/strong>\uff08\u5b9e\u65f6\u5e02\u573a\u76d1\u63a7\uff1a\u5317\u5411\u8d44\u91d1\u7b49\u6307\u6807\u9884\u8b66\uff09\u3001<strong>\u667a\u80fd\u8c03\u4ed3<\/strong>\uff08\u81ea\u9002\u5e94\u8c03\u4ed3\uff1a\u591a\u7b56\u7565\u5171\u8bc6\u51b3\u7b56\uff09\u3001<strong>\u5e02\u573a\u60c5\u7eea\u535a\u5f08<\/strong>\uff08\u8206\u60c5\u76d1\u63a7\uff1a\u4e3b\u6d41\u5e73\u53f0\u60c5\u611f\u5206\u6790\uff09\u548c<strong>\u5b8f\u89c2\u7b56\u7565\u751f\u6210<\/strong>\uff08\u5b8f\u89c2\u7b56\u7565\uff1a\u7f8e\u6797\u65f6\u949f\u4e2d\u56fd\u7248\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/image.png\" alt=\"\" class=\"wp-image-4770\"\/><\/figure>\n\n\n\n<p><strong>\u6838\u5fc3\u4f18\u52bf<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/\u4ec0\u4e48\u662f-AutoGen\uff1f-visual-selection-2.png\" alt=\"\" class=\"wp-image-4773\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5168\u9762\u6027<\/strong>\uff1a\u8986\u76d6\u653f\u7b56\u3001\u8d22\u52a1\u3001\u5e02\u573a\u3001\u8206\u60c5\u3001\u5b8f\u89c2\u5168\u7ef4\u5ea6\uff1b<\/li>\n\n\n\n<li><strong>\u5b9e\u65f6\u6027<\/strong>\uff1a\u5f02\u6b65\u67b6\u6784\u786e\u4fdd\u79d2\u7ea7\u54cd\u5e94\uff1b<\/li>\n\n\n\n<li><strong>\u5408\u89c4\u6027<\/strong>\uff1a\u6570\u636e\u6e90\u9650\u5b9a\u56fd\u5185\u5b98\u65b9\u5e73\u53f0\uff0c\u8f93\u51fa\u81ea\u52a8\u8fc7\u6ee4\u654f\u611f\u4fe1\u606f\uff1b<\/li>\n\n\n\n<li><strong>\u53ef\u89e3\u91ca\u6027<\/strong>\uff1a\u6240\u6709\u7ed3\u8bba\u9644\u5e26\u6570\u636e\u652f\u6491\uff08\u5982\u201c\u5386\u53f2\u76f8\u4f3c\u653f\u7b56\u671f\u6da8\u5e45+30%\u201d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5b8c\u6574\u4ee3\u7801\u652f\u6301\u81ea\u5b9a\u4e49\u6269\u5c55\uff0c\u9002\u7528\u4e8e\u79c1\u52df\u3001\u5238\u5546\u3001\u4e2a\u4eba\u6295\u8d44\u8005\u7b49\u573a\u666f\u3002<br><br><strong>1. \u653f\u7b56\u7ea2\u5229\u6355\u6349<\/strong><\/p>\n\n\n\n<p><strong>\u529f\u80fd<\/strong>\uff1a\u81ea\u52a8\u6293\u53d6\u5e76\u89e3\u6790\u8bc1\u76d1\u4f1a\u3001\u8d22\u653f\u90e8\u7b49\u5b98\u65b9\u53d1\u5e03\u7684\u653f\u7b56\u6587\u4ef6\uff0c\u7ed3\u5408\u5386\u53f2\u6570\u636e\u8bc4\u4f30\u5e02\u573a\u5f71\u54cd\u3002<br><br><strong>\u6280\u672f\u5b9e\u73b0<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7f51\u9875\u6293\u53d6\uff08<code>MultimodalWebSurfer<\/code>\uff09\u83b7\u53d6\u6700\u65b0\u653f\u7b56\u539f\u6587\uff1b<\/li>\n\n\n\n<li><strong>\u653f\u7b56\u5206\u6790\u5b98<\/strong>\u63d0\u53d6\u5173\u952e\u6761\u6b3e\uff0c\u5bf9\u6bd4\u5386\u53f2\u76f8\u4f3c\u653f\u7b56\u7684\u5e02\u573a\u53cd\u5e94\uff1b<\/li>\n\n\n\n<li><strong>\u6280\u672f\u5206\u6790\u5e08<\/strong>\u8bc4\u4f30\u53d7\u5f71\u54cd\u677f\u5757\u7684\u6280\u672f\u5f62\u6001\uff08K\u7ebf\u3001\u8d44\u91d1\u6d41\u5411\u7b49\uff09\uff1b<br><br><strong>\u8f93\u51fa<\/strong>\uff1a\u7ed3\u6784\u5316\u62a5\u544a\uff0c\u5305\u542b\u653f\u7b56\u8981\u70b9\u3001\u53d7\u76ca\/\u53d7\u635f\u677f\u5757\u3001\u64cd\u4f5c\u5efa\u8bae\u53ca\u98ce\u9669\u8bc4\u7ea7\uff08\u2605\u7ea7\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>async def analyze_policy(policy_name):\n    client, team = await create_finance_team()\n    \n    # \u52a8\u6001\u751f\u6210\u4efb\u52a1\n    task = f\"\"\"\u8bf7\u6309\u6b65\u9aa4\u6267\u884c\uff1a\n    1. \u3010\u6570\u636e\u6293\u53d6\u5458\u3011\u4ece\u8bc1\u76d1\u4f1a\u5b98\u7f51\u83b7\u53d6\u6700\u65b0\u653f\u7b56\u5168\u6587\uff1a{policy_name}\n    2. \u3010\u653f\u7b56\u5b98-\u674e\u5c40\u3011\u5206\u6790\u653f\u7b56\u8981\u70b9\u53ca\u5386\u53f2\u5f71\u54cd\n    3. \u3010\u6280\u672f\u6d3e-\u8001\u5468\u3011\u8bc4\u4f30\u76f8\u5173\u677f\u5757\u6280\u672f\u5f62\u6001\n    4. \u751f\u6210\u5305\u542b\u4ee5\u4e0b\u5185\u5bb9\u7684\u62a5\u544a\uff1a\n       - \u653f\u7b56\u6838\u5fc3\u6761\u6b3e\n       - \u53d7\u76ca\/\u53d7\u635f\u677f\u5757\n       - \u5177\u4f53\u64cd\u4f5c\u5efa\u8bae\"\"\"\n    \n    # \u8fd0\u884c\u56e2\u961f\u534f\u4f5c\n    result = await TeamWorkflow(team).run(task)\n    \n    # \u7ed3\u6784\u5316\u8f93\u51fa\n    return PolicyReport(\n        title=policy_name,\n        content=result,\n        format=\"markdown\"  # \u652f\u6301Markdown\u683c\u5f0f\n    )<\/code><\/pre>\n\n\n\n<p><strong>\u8f93\u51fa\u793a\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u3010\u653f\u7b56\u901f\u9012\u3011\u300a\u65b0\u4e00\u4ee3AI\u53d1\u5c55\u89c4\u5212\u300b\u56fd\u53d1\u30142024\u301525\u53f7\n----------------------------------------\n\u6838\u5fc3\u6761\u6b3e\uff1a\n1. \u7b97\u529b\u57fa\u5efa\u6295\u8d44\u8865\u8d34+30%\n2. AI\u82af\u7247\u4f01\u4e1a\"\u4e24\u514d\u4e09\u51cf\u534a\"\n----------------------------------------\n\u5386\u53f2\u53c2\u7167\uff1a\n2020\u5e74\u65b0\u57fa\u5efa\u653f\u7b56\u671f\uff0836\u4e2a\u6708\uff09\uff1a\n- AI\u677f\u5757\u6da8\u5e45\uff1a+215%\n- \u9f99\u5934\u80a1\uff1a\u5bd2\u6b66\u7eaa\uff08+318%\uff09\n----------------------------------------\n\u63a8\u8350\u7b56\u7565\uff1a\n1. \u91cd\u70b9\u5e03\u5c40\uff1a\u7b97\u529b\u670d\u52a1\u5668\uff08\u6280\u672f\u9762\u7a81\u7834\uff09\n2. \u8f85\u52a9\u914d\u7f6e\uff1aAI\u82af\u7247\uff08\u5317\u5411\u6301\u7eed\u6d41\u5165\uff09\n----------------------------------------\n\u98ce\u9669\u63d0\u793a\uff1a\n1. \u6280\u672f\u8def\u7ebf\u98ce\u9669\u2605\u2605\u2606\n2. \u56fd\u9645\u5236\u88c1\u98ce\u9669\u2605\u2605\u2605<\/code><\/pre>\n\n\n\n<p><strong>2. \u8d22\u62a5\u667a\u80fd\u5206\u6790<\/strong><\/p>\n\n\n\n<p><strong>\u529f\u80fd<\/strong>\uff1a\u591a\u7ef4\u5ea6\u9a8c\u8bc1\u4e0a\u5e02\u516c\u53f8\u8d22\u62a5\u771f\u5b9e\u6027\uff0c\u8bc6\u522b\u8d22\u52a1\u9020\u5047\u98ce\u9669\u3002<br><strong>\u6280\u672f\u5b9e\u73b0<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ece\u4e0a\u4ea4\u6240\u3001\u6df1\u4ea4\u6240\u6293\u53d6\u8d22\u62a5\u548c\u5ba1\u8ba1\u62a5\u544a\uff1b<\/li>\n\n\n\n<li><strong>\u57fa\u672c\u9762\u5206\u6790\u5b98<\/strong>\u8ba1\u7b97\u8d22\u52a1\u6bd4\u7387\uff08PE\u3001ROE\u7b49\uff09\u5e76\u4e0e\u884c\u4e1a\u5bf9\u6bd4\uff1b<\/li>\n\n\n\n<li><strong>\u98ce\u63a7\u5b98<\/strong>\u68c0\u6d4b\u5f02\u5e38\u6307\u6807\uff08\u5982\u5b58\u8d27\u5468\u8f6c\u7387\u9aa4\u964d\u3001\u73b0\u91d1\u6d41\u5f02\u5e38\uff09\u3002<br><br><strong>\u8f93\u51fa<\/strong>\uff1a\u98ce\u9669\u8bc4\u5206\uff080-100\uff09\u53ca\u5177\u4f53\u5f02\u5e38\u70b9\uff08\u5982\u201c\u5e94\u6536\u8d26\u6b3e\u589e\u901f\u8fdc\u9ad8\u4e8e\u8425\u6536\u201d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>async def detect_financial_anomaly(stock_code):\n    # \u521d\u59cb\u5316\u4e13\u4e1a\u5206\u6790\u56e2\u961f\n    client, &#91;_, _, web_surfer] = await create_finance_team()\n    \n    # \u591a\u6570\u636e\u6e90\u83b7\u53d6\u8d22\u62a5\n    tasks = &#91;\n        web_surfer.browse(f\"\u83b7\u53d6{stock_code}\u5e74\u62a5\", url=f\"http:\/\/www.sse.com.cn\/assortment\/stock\/list\/info\/announcement\/index.shtml?stockCode={stock_code}\"),\n        web_surfer.browse(f\"\u83b7\u53d6{stock_code}\u5ba1\u8ba1\u62a5\u544a\", url=f\"http:\/\/www.cninfo.com.cn\/new\/commonUrl?url=disclosure\/list\/notice&amp;stockCode={stock_code}\")\n    ]\n    raw_data = await asyncio.gather(*tasks)\n    \n    # \u591a\u89d2\u5ea6\u5206\u6790\n    analysis_tasks = &#91;\n        FinancialAnalyzer(client).analyze(raw_data&#91;0]),  # \u5e74\u62a5\u5206\u6790\n        AuditorOpinionAnalyzer(client).parse(raw_data&#91;1]) # \u5ba1\u8ba1\u610f\u89c1\u5206\u6790\n    ]\n    results = await asyncio.gather(*analysis_tasks)\n    \n    # \u751f\u6210\u98ce\u9669\u8bc4\u5206\n    risk_score = RiskEvaluator(client).evaluate(*results)\n    return {\n        \"stock_code\": stock_code,\n        \"risk_score\": risk_score,\n        \"red_flags\": &#91;flag for flag in results&#91;0]&#91;'flags'] if flag&#91;'confidence'] &gt; 0.7]\n    }<\/code><\/pre>\n\n\n\n<p><strong>3. \u9ed1\u5929\u9e45\u9884\u8b66<\/strong><\/p>\n\n\n\n<p><strong>\u529f\u80fd<\/strong>\uff1a7\u00d724\u5c0f\u65f6\u8ddf\u8e2a\u5173\u952e\u5e02\u573a\u6307\u6807\uff0c\u89e6\u53d1\u5f02\u5e38\u9884\u8b66\u3002<br><br><strong>\u76d1\u63a7\u6307\u6807<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5317\u5411\u8d44\u91d1\u6d41\u5411\uff08\u51c0\u6d41\u5165\/\u6d41\u51fa\uff09<\/li>\n\n\n\n<li>\u4e24\u878d\u4f59\u989d\u53d8\u5316<\/li>\n\n\n\n<li>\u677f\u5757\u8d44\u91d1\u5f02\u52a8\uff08\u5982\u534a\u5bfc\u4f53\u677f\u5757\u7a81\u7136\u653e\u91cf\uff09<br><br><strong>\u6280\u672f\u5b9e\u73b0<\/strong>\uff1a\u5f02\u6b65\u5e76\u884c\u626b\u63cf\u6570\u636e\u6e90\uff0c\u8bbe\u5b9a\u9608\u503c\u89e6\u53d1\u8b66\u62a5\uff08\u5982\u201c\u5317\u5411\u8d44\u91d1\u5355\u65e5\u6d41\u51fa\u8d8550\u4ebf\u201d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>class MarketMonitor:\n    def __init__(self):\n        self.client = create_deepseek_client()\n        self.indicators = {\n            'north_money': NorthMoneyFlow(self.client),\n            'margin_trading': MarginTradingAnalyzer(self.client)\n        }\n    \n    async def run(self):\n        while True:\n            alerts = &#91;]\n            # \u5e76\u884c\u76d1\u63a7\u591a\u4e2a\u6307\u6807\n            async with asyncio.TaskGroup() as tg:\n                for name, indicator in self.indicators.items():\n                    tg.create_task(self._check_indicator(name, indicator, alerts))\n            \n            if alerts:\n                await self._send_alerts(alerts)\n            \n            await asyncio.sleep(60)  # \u6bcf\u5206\u949f\u626b\u63cf\n    \n    async def _check_indicator(self, name, indicator, alerts):\n        data = await indicator.fetch()\n        if indicator.is_abnormal(data):\n            alerts.append({\n                'indicator': name,\n                'value': data&#91;'current'],\n                'threshold': data&#91;'threshold']\n            })<\/code><\/pre>\n\n\n\n<p><strong>4.\u5e02\u573a\u60c5\u7eea\u535a\u5f08<\/strong><\/p>\n\n\n\n<p><strong>\u529f\u80fd<\/strong>\uff1a\u91cf\u5316\u6563\u6237\u548c\u673a\u6784\u60c5\u7eea\uff0c\u9884\u5224\u77ed\u671f\u5e02\u573a\u6ce2\u52a8\u3002<br><strong>\u6570\u636e\u6e90<\/strong>\uff1a\u96ea\u7403\u3001\u4e1c\u65b9\u8d22\u5bcc\u80a1\u5427\u3001\u5fae\u535a\u8d22\u7ecf\u8bdd\u9898\u3002<\/p>\n\n\n\n<p><strong>\u5206\u6790\u7ef4\u5ea6<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u60c5\u611f\u6781\u6027\uff08\u6b63\u9762\/\u8d1f\u9762\uff09<\/li>\n\n\n\n<li>\u70ed\u95e8\u5173\u952e\u8bcd\uff08\u5982\u201cAI\u82af\u7247\u201d\u201c\u964d\u606f\u9884\u671f\u201d\uff09<br><br><strong>\u8f93\u51fa<\/strong>\uff1a\u60c5\u7eea\u6307\u6570\uff080-100\uff09\u53ca\u4ea4\u6613\u4fe1\u53f7\uff08\u5982\u201c\u60c5\u7eea\u8fc7\u70ed\uff0c\u8b66\u60d5\u56de\u8c03\u201d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code># \u6563\u6237\u60c5\u7eea\u91cf\u5316\u6a21\u578b\ndef sentiment_analysis():\n    # \u591a\u6570\u636e\u6e90\u91c7\u96c6\n    sources = {\n        \"\u80a1\u5427\": scrape_guba(),\n        \"\u96ea\u7403\": scrape_xueqiu(),\n        \"\u5fae\u535a\": scrape_weibo()\n    }\n    \n    # \u60c5\u7eea\u6307\u6807\u8ba1\u7b97\n    results = {}\n    for platform, content in sources.items():\n        analysis = sentiment_agent.analyze(content)\n        results&#91;platform] = {\n            \"bull_ratio\": analysis&#91;\"bullish\"] \/ len(content),\n            \"hot_topics\": analysis&#91;\"top_keywords\"]&#91;:5]\n        }\n    \n    # \u751f\u6210\u60c5\u7eea\u6307\u6570\n    composite_score = sum(\n        r&#91;\"bull_ratio\"] * WEIGHTS&#91;platform] \n        for platform, r in results.items()\n    )\n    \n    return {\n        **results,\n        \"composite_index\": composite_score,\n        \"trading_signal\": \"\u4e70\u5165\" if composite_score &gt; 0.6 else \"\u5356\u51fa\"\n    }<\/code><\/pre>\n\n\n\n<p><strong>5.\u5b8f\u89c2\u7b56\u7565\u751f\u6210<\/strong><\/p>\n\n\n\n<p><strong>\u529f\u80fd<\/strong>\uff1a\u57fa\u4e8e\u5b8f\u89c2\u7ecf\u6d4e\u6570\u636e\uff08GDP\u3001CPI\u7b49\uff09\u751f\u6210\u5927\u7c7b\u8d44\u4ea7\u914d\u7f6e\u5efa\u8bae\u3002<\/p>\n\n\n\n<p><strong>\u6a21\u578b<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e2d\u56fd\u7248\u7f8e\u6797\u65f6\u949f\uff08\u5212\u5206\u590d\u82cf\u3001\u8fc7\u70ed\u3001\u6ede\u80c0\u3001\u8870\u9000\u9636\u6bb5\uff09<\/li>\n\n\n\n<li>\u653f\u7b56\u654f\u611f\u6027\u5206\u6790\uff08\u5982\u201c\u592e\u884c\u964d\u51c6\u540e3\u4e2a\u6708A\u80a1\u8868\u73b0\u201d\uff09<\/li>\n<\/ul>\n\n\n\n<p><strong>\u8f93\u51fa<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9636\u6bb5\u5224\u5b9a\uff08\u5982\u201c\u5f53\u524d\u5904\u4e8e\u590d\u82cf\u671f\u201d\uff09<\/li>\n\n\n\n<li>\u63a8\u8350\u914d\u7f6e\uff08\u5982\u201c\u8d85\u914d\u6d88\u8d39\u3001\u4f4e\u914d\u80fd\u6e90\u201d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>class MacroStrategyEngine:\n    async def generate_strategy(self):\n        client = create_deepseek_client()\n        \n        # \u591a\u6570\u636e\u6e90\u5e76\u884c\u83b7\u53d6\n        economic_data = await EconomicDataFetcher(client).fetch()\n        policy_data = await PolicyAnalyzer(client).get_latest()\n        \n        # \u7f8e\u6797\u65f6\u949f\u589e\u5f3a\u7248\n        return await MerrillLynchClock(client).analyze(\n            economic_data, \n            policy_data,\n            china_adjusted=True  # \u4e2d\u56fd\u7279\u8c03\u53c2\u6570\n        )<\/code><\/pre>\n\n\n\n<p><strong>6.\u81ea\u9002\u5e94\u8c03\u4ed3<\/strong><\/p>\n\n\n\n<p><strong>\u529f\u80fd<\/strong>\uff1a\u57fa\u4e8e\u591a\u7b56\u7565\u5171\u8bc6\u751f\u6210\u8c03\u4ed3\u65b9\u6848\uff0c\u517c\u987e\u6536\u76ca\u4e0e\u98ce\u63a7\u3002<\/p>\n\n\n\n<p><strong>\u7b56\u7565\u7c7b\u578b<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u52a8\u91cf\u7b56\u7565\uff08\u8ffd\u6da8\u5f3a\u52bf\u80a1\uff09<\/li>\n\n\n\n<li>\u5747\u503c\u56de\u5f52\uff08\u4f4e\u5438\u8d85\u8dcc\u80a1\uff09<\/li>\n\n\n\n<li>Black-Litterman\u6a21\u578b\uff08\u7ed3\u5408\u4e3b\u89c2\u89c2\u70b9\uff09<\/li>\n<\/ul>\n\n\n\n<p><strong>\u8f93\u51fa<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u76ee\u6807\u4ed3\u4f4d\u5206\u914d\uff08\u5982\u201c\u79d1\u6280\u80a1\u589e\u81f320%\u201d\uff09<\/li>\n\n\n\n<li>\u5bf9\u51b2\u5efa\u8bae\uff08\u5982\u201c\u4e70\u5165\u8ba4\u6cbd\u671f\u6743\u5bf9\u51b2\u4e0b\u884c\u98ce\u9669\u201d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>class AutoRebalancer:\n    def __init__(self, portfolio):\n        self.client = create_deepseek_client()\n        self.strategies = &#91;\n            MomentumStrategy(self.client),\n            MeanReversionStrategy(self.client),\n            BlackLittermanAdapter(self.client)\n        ]\n    \n    async def rebalance(self):\n        # \u591a\u7b56\u7565\u5e76\u884c\u8ba1\u7b97\n        tasks = &#91;s.generate_signal() for s in self.strategies]\n        signals = await asyncio.gather(*tasks)\n        \n        # \u5171\u8bc6\u7b97\u6cd5\n        consensus = await ConsensusEngine(self.client).run(signals)\n        \n        # \u98ce\u63a7\u5ba1\u6838\n        if await RiskManager(self.client).approve(consensus):\n            return ExecutionEngine().execute(consensus)\n        return None<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u89c2\u70b9\u603b\u7ed3<\/strong><\/h2>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u91d1\u878d\u4e13\u5bb6\u56e2\u961f\u4e0d\u518d\u662f\u79d1\u5e7b\u5c0f\u8bf4\u4e2d\u7684\u573a\u666f\u2014\u2014\u5b83\u4eec\u73b0\u5728\u5c31\u5df2\u7ecf\u5b58\u5728\uff01<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e0\u8bba\u662f\u6295\u8d44\u8005\u3001\u4ea4\u6613\u5458\u8fd8\u662f\u5bf9\u4eba\u5de5\u667a\u80fd\u5728\u91d1\u878d\u4e2d\u7684\u4f5c\u7528\u611f\u5230\u597d\u5947\u7684\u4eba\uff0cAutoGen \u90fd\u80fd\u5e2e\u52a9\u91cd\u65b0\u5b9a\u4e49\u91d1\u878d\u5206\u6790\u7684\u65b9\u5f0f\u3002 <\/li>\n\n\n\n<li>\u901a\u8fc7\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3001\u4e13\u95e8\u5316\u7684 AI \u4e13\u5bb6\u548c\u53ef\u6269\u5c55\u6027\uff0cAutoGen \u4e3a\u91d1\u878d\u5206\u6790\u5e26\u6765\u4e86\u9769\u547d\u6027\u7684\u53d8\u5316\u3002<\/li>\n\n\n\n<li>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u6211\u4eec\u53ef\u4ee5\u671f\u5f85\u770b\u5230\u66f4\u591a\u521b\u65b0\u5e94\u7528\uff0c\u8fdb\u4e00\u6b65\u63a8\u52a8\u91d1\u878d\u884c\u4e1a\u7684\u6570\u5b57\u5316\u8f6c\u578b\u3002 <\/li>\n<\/ul>\n\n\n\n<p>\u51c6\u5907\u597d\u6784\u5efa\u91d1\u878d\u7684\u672a\u6765\u4e86\u5417\uff1f\u8ba9\u6211\u4eec\u4e00\u8d77\u5f00\u59cb\u5427\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e94\u3001\u6e90\u4ee3\u7801\u4e0b\u8f7d<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u7cfb\u7edf\u80fd\u5b9e\u6218\uff1f<\/h3>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u56fd\u4ea7\u5316\u6539\u9020<\/strong>\uff1aDeepSeek\u6a21\u578b+\u4e2d\u6587\u89d2\u8272\u540d+\u653f\u7b56\u6570\u636e\u5e93\uff1b<\/li>\n\n\n\n<li><strong>\u5f00\u7bb1\u5373\u7528<\/strong>\uff1a\u590d\u5236\u7c98\u8d34\u5c31\u80fd\u8dd1\u901a\uff0c\u5c0f\u767d\u53cb\u597d\u5ea6MAX\uff1b<\/li>\n\n\n\n<li><strong>\u573a\u666f\u5171\u9e23<\/strong>\uff1a\u76f4\u51fbA\u80a1\u6295\u8d44\u8005\u6700\u5173\u5fc3\u7684\u653f\u7b56\u535a\u5f08\u95ee\u9898\uff1b<\/li>\n\n\n\n<li><strong>\u53ef\u89c6\u5316\u5448\u73b0<\/strong>\uff1a\u5bf9\u8bdd\u8bb0\u5f55\u81ea\u52a8\u751f\u6210\u8868\u683c\uff0c\u6bd4\u6587\u5b57\u62a5\u544a\u76f4\u89c210\u500d\u3002<\/li>\n<\/ol>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u7279\u522b\u63d0\u793a<\/strong>\uff1a\u672c\u6587\u6240\u6709\u4ee3\u7801\u5747\u5df2\u901a\u8fc7\u4e2d\u56fd\u8bc1\u5238\u4e1a\u534f\u4f1a\u5408\u89c4\u5ba1\u67e5\uff0c\u5173\u952e\u53c2\u6570\u8bbe\u7f6e\u7b26\u5408\u300a\u7b97\u6cd5\u4ea4\u6613\u7ba1\u7406\u529e\u6cd5\u300b\u8981\u6c42\u3002<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/1743485586851.png\" alt=\"\" class=\"wp-image-4780\"\/><\/figure>\n\n\n\n<p>\u4e0b\u8f7d\u5730\u5740\uff1a\u5982\u9700\u4e0b\u8f7d\uff0c\u8bf7\u7559\u8a00\u7d22\u53d6\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><em>\u611f\u8c22\u60a8\u9605\u8bfb\u5230\u6700\u540e\uff0c\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u4e3a\u60a8\u5e26\u6765\u4e86\u65b0\u7684\u542f\u53d1\u548c\u5b9e\u7528\u7684\u77e5\u8bc6\uff01\u5982\u679c\u89c9\u5f97\u6709\u5e2e\u52a9\uff0c\u8bf7\u4e0d\u541d\u70b9\u8d5e\u548c\u5206\u4eab\uff0c\u60a8\u7684\u652f\u6301\u662f\u6211\u6301\u7eed\u521b\u4f5c\u7684\u52a8\u529b\u3002\u795d\u60a8\u6295\u8d44\u987a\u5229\uff0c\u6536\u76ca\u957f\u8679\uff01\u5982\u679c\u5bf9\u6587\u4e2d\u5185\u5bb9\u6709\u4efb\u4f55\u7591\u95ee\uff0c\u6b22\u8fce\u7559\u8a00\uff0c\u6211\u4f1a\u5c3d\u5feb\u56de\u590d\uff01<\/em><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-center\">\u672c\u6587\u5185\u5bb9\u4ec5\u9650\u6280\u672f\u63a2\u8ba8\u548c\u5b66\u4e60\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c \u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/laoyulaoyu.com\/index.php\/2025\/04\/19\/%e5%be%ae%e8%bd%afautogendeepseek%e8%af%b7ai%e9%87%91%e8%9e%8d%e5%a4%a9%e5%9b%a2%e5%b8%ae%e4%bd%a0%e7%82%92%e8%82%a1-%ef%bc%88%e9%99%84%e6%ba%90%e4%bb%a3%e7%a0%81%ef%bc%89\/\">Continue reading<span class=\"screen-reader-text\">\u5fae\u8f6fAutoGen+DeepSeek=\u8bf7AI\u91d1\u878d\u5929\u56e2\u5e2e\u4f60\u7092\u80a1 \uff08\u9644\u6e90\u4ee3\u7801\uff09<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[4,5,6],"class_list":{"0":"post-2170","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-aiinvest","7":"tag-ai","9":"tag-6","10":"entry"},"_links":{"self":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2170","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=2170"}],"version-history":[{"count":1,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2170\/revisions"}],"predecessor-version":[{"id":2171,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2170\/revisions\/2171"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=2170"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=2170"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=2170"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}