{"id":311,"date":"2025-10-19T11:00:00","date_gmt":"2025-10-19T03:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=311"},"modified":"2025-10-20T13:57:32","modified_gmt":"2025-10-20T05:57:32","slug":"%e6%99%ba%e8%83%bd%e4%bd%93%e8%ae%be%e8%ae%a1%e6%a8%a1%e5%bc%8f%ef%bc%9a%e6%8f%90%e7%a4%ba%e9%93%be%ef%bc%88prompt-chaining%ef%bc%89","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/10\/19\/311\/","title":{"rendered":"\u667a\u80fd\u4f53\u8bbe\u8ba1\u6a21\u5f0f\uff1a\u63d0\u793a\u94fe\uff08Prompt Chaining\uff09"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u6982\u89c8<\/h2>\n\n\n\n<p>\u63d0\u793a\u94fe\uff08\u6709\u65f6\u4e5f\u79f0\u4e3a Pipeline \u6a21\u5f0f\uff09\u662f\u5728\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\u7684\u4e00\u79cd\u5f3a\u5927\u8303\u5f0f\u3002\u4e0e\u5176\u671f\u671b\u4e00\u4e2a LLM \u5728\u5355\u4e00\u3001\u6574\u4f53\u7684\u4e00\u6b65\u4e2d\u89e3\u51b3\u590d\u6742\u95ee\u9898\uff0c\u63d0\u793a\u94fe\u63d0\u5021\u4e00\u79cd\u5206\u800c\u6cbb\u4e4b\u7684\u7b56\u7565\u3002\u5176\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u539f\u672c\u4ee4\u4eba\u751f\u754f\u7684\u95ee\u9898\u62c6\u89e3\u4e3a\u4e00\u7cfb\u5217\u66f4\u5c0f\u3001\u66f4\u6613\u7ba1\u7406\u7684\u5b50\u95ee\u9898\u3002\u6bcf\u4e2a\u5b50\u95ee\u9898\u90fd\u901a\u8fc7\u4e13\u95e8\u8bbe\u8ba1\u7684\u63d0\u793a\u5355\u72ec\u5904\u7406\uff0c\u800c\u4e00\u4e2a\u63d0\u793a\u751f\u6210\u7684\u8f93\u51fa\u4f1a\u88ab\u6709\u7b56\u7565\u5730\u4f5c\u4e3a\u8f93\u5165\uff0c\u4f20\u9012\u7ed9\u94fe\u4e2d\u7684\u4e0b\u4e00\u4e2a\u63d0\u793a\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u987a\u5e8f\u5904\u7406\u7684\u6280\u672f\u5929\u7136\u4e3a\u4e0e LLMs \u7684\u4ea4\u4e92\u5f15\u5165\u4e86\u6a21\u5757\u5316\u548c\u6e05\u6670\u6027\u3002\u901a\u8fc7\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\uff0c\u66f4\u5bb9\u6613\u7406\u89e3\u548c\u8c03\u8bd5\u6bcf\u4e00\u4e2a\u72ec\u7acb\u6b65\u9aa4\uff0c\u4f7f\u6574\u4f53\u8fc7\u7a0b\u66f4\u5065\u58ee\u3001\u53ef\u89e3\u91ca\u3002\u94fe\u4e2d\u7684\u6bcf\u4e00\u6b65\u90fd\u53ef\u4ee5\u88ab\u7cbe\u5fc3\u6784\u601d\u548c\u4f18\u5316\uff0c\u4ee5\u805a\u7126\u4e8e\u66f4\u5927\u95ee\u9898\u4e2d\u7684\u67d0\u4e00\u7279\u5b9a\u65b9\u9762\uff0c\u4ece\u800c\u4ea7\u751f\u66f4\u51c6\u786e\u3001\u66f4\u805a\u7126\u7684\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>\u8ba9\u4e0a\u4e00\u9636\u6bb5\u7684\u8f93\u51fa\u4f5c\u4e3a\u4e0b\u4e00\u9636\u6bb5\u7684\u8f93\u5165\u81f3\u5173\u91cd\u8981\u3002\u4fe1\u606f\u7684\u4f20\u9012\u5efa\u7acb\u4e86\u4e00\u4e2a\u4f9d\u8d56\u94fe\uff0c\u56e0\u6b64\u5f97\u540d\uff0c\u5176\u4e2d\u5148\u524d\u64cd\u4f5c\u7684\u4e0a\u4e0b\u6587\u4e0e\u7ed3\u679c\u4f1a\u5f15\u5bfc\u540e\u7eed\u5904\u7406\u3002\u8fd9\u6837\u4e00\u6765\uff0cLLM \u5c31\u80fd\u5728\u5176\u5148\u524d\u5de5\u4f5c\u57fa\u7840\u4e0a\u6784\u5efa\u3001\u7ec6\u5316\u5176\u7406\u89e3\uff0c\u5e76\u9010\u6b65\u63a5\u8fd1\u671f\u671b\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u63d0\u793a\u94fe\u5e76\u4e0d\u4ec5\u4ec5\u662f\u5c06\u95ee\u9898\u62c6\u89e3\uff1b\u5b83\u8fd8\u4f7f\u5916\u90e8\u77e5\u8bc6\u4e0e\u5de5\u5177\u7684\u6574\u5408\u6210\u4e3a\u53ef\u80fd\u3002\u5728\u6bcf\u4e00\u6b65\u4e2d\uff0c\u53ef\u4ee5\u6307\u793a LLM \u4e0e\u5916\u90e8\u7cfb\u7edf\u3001API \u6216\u6570\u636e\u5e93\u4ea4\u4e92\uff0c\u5c06\u5176\u77e5\u8bc6\u4e0e\u80fd\u529b\u6269\u5c55\u5230\u5176\u5185\u90e8\u8bad\u7ec3\u6570\u636e\u4e4b\u5916\u3002\u6b64\u80fd\u529b\u6781\u5927\u5730\u62d3\u5c55\u4e86 LLMs \u7684\u6f5c\u529b\uff0c\u4f7f\u5176\u4e0d\u4ec5\u80fd\u4f5c\u4e3a\u5b64\u7acb\u7684\u6a21\u578b\u53d1\u6325\u4f5c\u7528\uff0c\u8fd8\u80fd\u6210\u4e3a\u66f4\u5e7f\u6cdb\u3001\u66f4\u667a\u80fd\u7cfb\u7edf\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n\n\n\n<p>\u63d0\u793a\u94fe\u7684\u91cd\u8981\u6027\u4e0d\u4ec5\u9650\u4e8e\u7b80\u5355\u7684\u95ee\u9898\u6c42\u89e3\u3002\u5b83\u662f\u6784\u5efa\u590d\u6742 AI \u4ee3\u7406\u7684\u57fa\u7840\u6027\u6280\u672f\u3002\u8fd9\u4e9b\u4ee3\u7406\u53ef\u4ee5\u5229\u7528\u63d0\u793a\u94fe\u5728\u52a8\u6001\u73af\u5883\u4e2d\u81ea\u4e3b\u89c4\u5212\u3001\u63a8\u7406\u548c\u884c\u52a8\u3002\u901a\u8fc7\u6709\u7b56\u7565\u5730\u6784\u5efa\u63d0\u793a\u5e8f\u5217\uff0c\u4ee3\u7406\u53ef\u4ee5\u53c2\u4e0e\u9700\u8981\u591a\u6b65\u63a8\u7406\u3001\u89c4\u5212\u548c\u51b3\u7b56\u7684\u4efb\u52a1\u3002\u6b64\u7c7b\u4ee3\u7406\u5de5\u4f5c\u6d41\u7a0b\u80fd\u591f\u66f4\u8d34\u8fd1\u4eba\u7c7b\u7684\u601d\u7ef4\u8fc7\u7a0b\uff0c\u4ece\u800c\u5728\u590d\u6742\u9886\u57df\u548c\u7cfb\u7edf\u4e2d\u5b9e\u73b0\u66f4\u81ea\u7136\u4e14\u66f4\u9ad8\u6548\u7684\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p><strong>\u5355\u4e00\u63d0\u793a\u7684\u5c40\u9650\u6027\uff1a<\/strong>&nbsp;\u5bf9\u4e8e\u591a\u5c42\u9762\u7684\u4efb\u52a1\uff0c\u5411 LLM \u63d0\u4ea4\u4e00\u4e2a\u5355\u4e00\u4e14\u590d\u6742\u7684\u63d0\u793a\u53ef\u80fd\u6548\u7387\u4f4e\u4e0b\uff0c\u4f1a\u8ba9\u6a21\u578b\u5728\u7ea6\u675f\u4e0e\u6307\u4ee4\u95f4\u6323\u624e\uff0c\u8fdb\u800c\u5bfc\u81f4\u4ee5\u4e0b\u95ee\u9898\uff1a\u6307\u4ee4\u5ffd\u89c6\uff08\u63d0\u793a\u7684\u90e8\u5206\u5185\u5bb9\u88ab\u5ffd\u7565\uff09\u3001\u8bed\u5883\u6f02\u79fb\uff08\u6a21\u578b\u9010\u6e10\u4e22\u5931\u521d\u59cb\u8bed\u5883\uff09\u3001\u9519\u8bef\u4f20\u64ad\uff08\u65e9\u671f\u9519\u8bef\u88ab\u653e\u5927\uff09\u3001\u9700\u8981\u66f4\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u63d0\u793a\uff08\u6a21\u578b\u5f97\u5230\u7684\u4fe1\u606f\u4e0d\u8db3\u4ee5\u751f\u6210\u56de\u5e94\uff09\uff0c\u4ee5\u53ca\u5e7b\u89c9\uff08\u8ba4\u77e5\u8d1f\u8377\u589e\u52a0\u5bfc\u81f4\u9519\u8bef\u4fe1\u606f\u7684\u6982\u7387\u4e0a\u5347\uff09\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u8981\u6c42\u5206\u6790\u5e02\u573a\u7814\u7a76\u62a5\u544a\u3001\u603b\u7ed3\u53d1\u73b0\u3001\u7ed3\u5408\u6570\u636e\u70b9\u8bc6\u522b\u8d8b\u52bf\u5e76\u8d77\u8349\u7535\u5b50\u90ae\u4ef6\u7684\u67e5\u8be2\uff0c\u53ef\u80fd\u5728\u6267\u884c\u65f6\u5931\u8d25\uff1a\u6a21\u578b\u4e5f\u8bb8\u80fd\u5f88\u597d\u5730\u603b\u7ed3\uff0c\u4f46\u65e0\u6cd5\u6b63\u786e\u63d0\u53d6\u6570\u636e\u6216\u59a5\u5584\u8d77\u8349\u90ae\u4ef6\u3002<\/p>\n\n\n\n<p><strong>\u901a\u8fc7\u987a\u5e8f\u5206\u89e3\u63d0\u5347\u53ef\u9760\u6027\uff1a<\/strong>&nbsp;\u63d0\u793a\u94fe\u901a\u8fc7\u5c06\u590d\u6742\u4efb\u52a1\u62c6\u89e3\u4e3a\u805a\u7126\u4e14\u6709\u5e8f\u7684\u5de5\u4f5c\u6d41\u6765\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u53ef\u9760\u6027\u4e0e\u53ef\u63a7\u6027\u3002\u7ed3\u5408\u4e0a\u8ff0\u793a\u4f8b\uff0c\u53ef\u4ee5\u5c06\u6d41\u7a0b\u6216\u94fe\u5f0f\u65b9\u6cd5\u63cf\u8ff0\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u521d\u59cb\u63d0\u793a\uff08\u6458\u8981\uff09\uff1a\u201c\u8bf7\u603b\u7ed3\u4ee5\u4e0b\u5e02\u573a\u7814\u7a76\u62a5\u544a\u7684\u5173\u952e\u53d1\u73b0\uff1a[text]\u3002\u201d\u6a21\u578b\u7684\u552f\u4e00\u91cd\u70b9\u662f\u6458\u8981\uff0c\u4ece\u800c\u63d0\u9ad8\u521d\u59cb\u6b65\u9aa4\u7684\u51c6\u786e\u6027\u3002<\/li>\n\n\n\n<li>\u7b2c\u4e8c\u4e2a\u63d0\u793a\uff08\u8d8b\u52bf\u8bc6\u522b\uff09\uff1a\u201c\u57fa\u4e8e\u6458\u8981\uff0c\u8bc6\u522b\u524d\u4e09\u4e2a\u65b0\u5174\u8d8b\u52bf\uff0c\u5e76\u63d0\u53d6\u652f\u6491\u6bcf\u4e2a\u8d8b\u52bf\u7684\u5177\u4f53\u6570\u636e\u70b9\uff1a[output from step 1]\u3002\u201d\u8be5\u63d0\u793a\u66f4\u52a0\u53d7\u9650\uff0c\u5e76\u76f4\u63a5\u5efa\u7acb\u5728\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u8f93\u51fa\u4e4b\u4e0a\u3002<\/li>\n\n\n\n<li>\u7b2c\u4e09\u4e2a\u63d0\u793a\uff08\u90ae\u4ef6\u64b0\u5199\uff09\uff1a\u201c\u64b0\u5199\u4e00\u5c01\u7b80\u6d01\u7684\u90ae\u4ef6\u7ed9\u5e02\u573a\u56e2\u961f\uff0c\u6982\u8ff0\u4ee5\u4e0b\u8d8b\u52bf\u53ca\u5176\u652f\u6491\u6570\u636e\uff1a[output from step 2]\u3002\u201d<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u5206\u89e3\u65b9\u5f0f\u4f7f\u5f97\u5bf9\u6d41\u7a0b\u7684\u63a7\u5236\u66f4\u52a0\u7ec6\u7c92\u5ea6\u3002\u6bcf\u4e00\u6b65\u90fd\u66f4\u7b80\u5355\u3001\u66f4\u4e0d\u542b\u7cca\uff0c\u4ece\u800c\u964d\u4f4e\u6a21\u578b\u7684\u8ba4\u77e5\u8d1f\u62c5\uff0c\u5e26\u6765\u66f4\u51c6\u786e\u3001\u66f4\u53ef\u9760\u7684\u6700\u7ec8\u8f93\u51fa\u3002\u8fd9\u79cd\u6a21\u5757\u5316\u7c7b\u4f3c\u4e8e\u8ba1\u7b97\u7ba1\u7ebf\uff0c\u5176\u4e2d\u6bcf\u4e2a\u51fd\u6570\u5728\u5c06\u7ed3\u679c\u4f20\u9012\u7ed9\u4e0b\u4e00\u4e2a\u51fd\u6570\u4e4b\u524d\u6267\u884c\u7279\u5b9a\u7684\u64cd\u4f5c\u3002\u4e3a\u786e\u4fdd\u6bcf\u4e2a\u5177\u4f53\u4efb\u52a1\u7684\u51c6\u786e\u54cd\u5e94\uff0c\u53ef\u4ee5\u5728\u6bcf\u4e2a\u9636\u6bb5\u4e3a\u6a21\u578b\u5206\u914d\u4e00\u4e2a\u72ec\u7acb\u7684\u89d2\u8272\u3002\u4f8b\u5982\uff0c\u5728\u7ed9\u5b9a\u573a\u666f\u4e2d\uff0c\u521d\u59cb\u63d0\u793a\u53ef\u88ab\u6307\u5b9a\u4e3a\u201cMarket Analyst\u201d\uff0c\u968f\u540e\u63d0\u793a\u4e3a\u201cTrade Analyst\u201d\uff0c\u7b2c\u4e09\u4e2a\u63d0\u793a\u4e3a\u201cExpert Documentation Writer\u201d\uff0c\u4f9d\u6b64\u7c7b\u63a8\u3002<\/p>\n\n\n\n<p><strong>\u7ed3\u6784\u5316\u8f93\u51fa\u7684\u4f5c\u7528\uff1a<\/strong>&nbsp;\u63d0\u793a\u94fe\u7684\u53ef\u9760\u6027\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u6b65\u9aa4\u4e4b\u95f4\u4f20\u9012\u6570\u636e\u7684\u5b8c\u6574\u6027\u3002\u5982\u679c\u67d0\u4e00\u6b65\u7684\u8f93\u51fa\u542b\u7cca\u4e0d\u6e05\u6216\u683c\u5f0f\u4e0d\u4f73\uff0c\u540e\u7eed\u63d0\u793a\u53ef\u80fd\u4f1a\u56e0\u9519\u8bef\u8f93\u5165\u800c\u5931\u8d25\u3002\u4e3a\u51cf\u8f7b\u8fd9\u4e00\u95ee\u9898\uff0c\u6307\u5b9a\u7ed3\u6784\u5316\u8f93\u51fa\u683c\u5f0f\uff08\u4f8b\u5982 JSON \u6216 XML\uff09\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u8d8b\u52bf\u8bc6\u522b\u6b65\u9aa4\u7684\u8f93\u51fa\u53ef\u4ee5\u683c\u5f0f\u5316\u4e3a\u4e00\u4e2a JSON \u5bf9\u8c61\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">json\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>{\n&nbsp;\"trends\": [\n&nbsp; &nbsp;{\n&nbsp; &nbsp; &nbsp;\"trend_name\": \"AI-Powered Personalization\",\n&nbsp; &nbsp; &nbsp;\"supporting_data\": \"73% of consumers prefer to do business with brands that use personal information to make their shopping experiences more relevant.\"\n&nbsp; &nbsp;},\n&nbsp; &nbsp;{\n&nbsp; &nbsp; &nbsp;\"trend_name\": \"Sustainable and Ethical Brands\",\n&nbsp; &nbsp; &nbsp;\"supporting_data\": \"Sales of products with ESG-related claims grew 28% over the last five years, compared to 20% for products without.\"\n&nbsp; &nbsp;}\n&nbsp;]\n}\n<\/code><\/pre>\n\n\n\n<p>\u8fd9\u79cd\u7ed3\u6784\u5316\u683c\u5f0f\u786e\u4fdd\u6570\u636e\u662f\u673a\u5668\u53ef\u8bfb\u7684\uff0c\u5e76\u4e14\u53ef\u4ee5\u88ab\u7cbe\u786e\u89e3\u6790\u5e76\u65e0\u6b67\u4e49\u5730\u63d2\u5165\u5230\u4e0b\u4e00\u4e2a\u63d0\u793a\u4e2d\u3002\u6b64\u505a\u6cd5\u6700\u5927\u9650\u5ea6\u51cf\u5c11\u4e86\u7531\u81ea\u7136\u8bed\u8a00\u89e3\u91ca\u5e26\u6765\u7684\u9519\u8bef\uff0c\u5e76\u4e14\u662f\u6784\u5efa\u7a33\u5065\u7684\u3001\u591a\u6b65\u9aa4\u7684\u57fa\u4e8e LLM \u7684\u7cfb\u7edf\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9645\u5e94\u7528\u4e0e\u4f7f\u7528\u573a\u666f<\/h2>\n\n\n\n<p>\u5728\u6784\u5efa\u5177\u5907\u4ee3\u7406\u80fd\u529b\u7684\u7cfb\u7edf\u65f6\uff0c\u63d0\u793a\u94fe\u662f\u4e00\u79cd\u9002\u7528\u4e8e\u5e7f\u6cdb\u573a\u666f\u7684\u591a\u529f\u80fd\u6a21\u5f0f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u590d\u6742\u95ee\u9898\u62c6\u89e3\u4e3a\u6309\u5e8f\u4e14\u53ef\u7ba1\u7406\u7684\u6b65\u9aa4\u3002\u4ee5\u4e0b\u662f\u82e5\u5e72\u5b9e\u7528\u5e94\u7528\u4e0e\u7528\u4f8b\uff1a<\/p>\n\n\n\n<p><strong>1. \u4fe1\u606f\u5904\u7406\u5de5\u4f5c\u6d41<\/strong>&nbsp;\u8bb8\u591a\u4efb\u52a1\u6d89\u53ca\u901a\u8fc7\u591a\u6b21\u8f6c\u6362\u6765\u5904\u7406\u539f\u59cb\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u603b\u7ed3\u6587\u6863\u3001\u63d0\u53d6\u5173\u952e\u5b9e\u4f53\uff0c\u7136\u540e\u4f7f\u7528\u8fd9\u4e9b\u5b9e\u4f53\u53bb\u67e5\u8be2\u6570\u636e\u5e93\u6216\u751f\u6210\u62a5\u544a\u3002\u4e00\u4e2a\u63d0\u793a\u94fe\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u793a 1\uff1a\u4ece\u7ed9\u5b9a\u7684 URL \u6216\u6587\u6863\u4e2d\u63d0\u53d6\u6587\u672c\u5185\u5bb9\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 2\uff1a\u603b\u7ed3\u6e05\u7406\u540e\u7684\u6587\u672c\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 3\uff1a\u4ece\u6458\u8981\u6216\u539f\u6587\u4e2d\u63d0\u53d6\u7279\u5b9a\u5b9e\u4f53\uff08\u4f8b\u5982\uff0c\u59d3\u540d\u3001\u65e5\u671f\u3001\u5730\u70b9\uff09\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 4\uff1a\u4f7f\u7528\u8fd9\u4e9b\u5b9e\u4f53\u641c\u7d22\u5185\u90e8\u77e5\u8bc6\u5e93\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 5\uff1a\u751f\u6210\u4e00\u4efd\u6700\u7ec8\u62a5\u544a\uff0c\u5c06\u6458\u8981\u3001\u5b9e\u4f53\u548c\u641c\u7d22\u7ed3\u679c\u6574\u5408\u5728\u4e00\u8d77\u3002 \u8be5\u65b9\u6cd5\u8bba\u9002\u7528\u4e8e\u8bf8\u5982\u81ea\u52a8\u5316\u5185\u5bb9\u5206\u6790\u3001AI \u9a71\u52a8\u7684\u7814\u7a76\u52a9\u7406\u5f00\u53d1\u4ee5\u53ca\u590d\u6742\u62a5\u544a\u751f\u6210\u7b49\u9886\u57df\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>2. \u590d\u6742\u67e5\u8be2\u56de\u7b54<\/strong>&nbsp;\u56de\u56de\u7b54\u9700\u8981\u591a\u6b65\u63a8\u7406\u6216\u4fe1\u606f\u68c0\u7d22\u7684\u590d\u6742\u95ee\u9898\u662f\u4e00\u4e2a\u4e3b\u8981\u7528\u4f8b\u3002\u4f8b\u5982\uff0c\u201c1929 \u5e74\u80a1\u5e02\u5d29\u76d8\u7684\u4e3b\u8981\u539f\u56e0\u662f\u4ec0\u4e48\uff0c\u653f\u5e9c\u653f\u7b56\u5982\u4f55\u4f5c\u51fa\u56de\u5e94\uff1f\u201d<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u793a 1\uff1a\u8bc6\u522b\u7528\u6237\u95ee\u9898\u4e2d\u7684\u6838\u5fc3\u5b50\u95ee\u9898\uff08\u5d29\u76d8\u539f\u56e0\u3001\u653f\u5e9c\u56de\u5e94\uff09\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 2\uff1a\u4e13\u95e8\u7814\u7a76\u6216\u68c0\u7d22\u5173\u4e8e 1929 \u5e74\u5d29\u76d8\u539f\u56e0\u7684\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 3\uff1a\u4e13\u95e8\u7814\u7a76\u6216\u68c0\u7d22\u6709\u5173\u653f\u5e9c\u5bf9 1929 \u5e74\u80a1\u5e02\u5d29\u76d8\u7684\u653f\u7b56\u5e94\u5bf9\u7684\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 4\uff1a\u5c06\u7b2c 2 \u6b65\u548c\u7b2c 3 \u6b65\u4e2d\u7684\u4fe1\u606f\u7efc\u5408\u8d77\u6765\uff0c\u5f62\u6210\u5bf9\u539f\u59cb\u95ee\u9898\u7684\u8fde\u8d2f\u56de\u7b54\u3002 \u8fd9\u79cd\u987a\u5e8f\u5904\u7406\u7684\u65b9\u6cd5\u5bf9\u4e8e\u5f00\u53d1\u80fd\u591f\u8fdb\u884c\u591a\u6b65\u63a8\u7406\u548c\u4fe1\u606f\u7efc\u5408\u7684 AI \u7cfb\u7edf\u81f3\u5173\u91cd\u8981\u3002\u5f53\u4e00\u4e2a\u95ee\u9898\u65e0\u6cd5\u901a\u8fc7\u5355\u4e00\u6570\u636e\u70b9\u4f5c\u7b54\uff0c\u800c\u9700\u8981\u4e00\u7cfb\u5217\u903b\u8f91\u6b65\u9aa4\u6216\u6574\u5408\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684\u4fe1\u606f\u65f6\uff0c\u5c31\u9700\u8981\u8fd9\u6837\u7684\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f8b\u5982\uff0c\u4e00\u4e2a\u65e8\u5728\u5c31\u7279\u5b9a\u4e3b\u9898\u751f\u6210\u7efc\u5408\u62a5\u544a\u7684\u81ea\u52a8\u5316\u7814\u7a76\u667a\u80fd\u4f53\u4f1a\u6267\u884c\u6df7\u5408\u578b\u8ba1\u7b97\u5de5\u4f5c\u6d41\u3002\u8d77\u521d\uff0c\u7cfb\u7edf\u4f1a\u68c0\u7d22\u5927\u91cf\u76f8\u5173\u7684\u6587\u7ae0\u3002\u968f\u540e\u4ece\u6bcf\u7bc7\u6587\u7ae0\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u7684\u4efb\u52a1\uff0c\u53ef\u4ee5\u9488\u5bf9\u6bcf\u4e2a\u6765\u6e90\u5e76\u884c\u8fdb\u884c\u3002\u6b64\u9636\u6bb5\u975e\u5e38\u9002\u5408\u5e76\u884c\u5904\u7406\uff0c\u901a\u8fc7\u540c\u65f6\u8fd0\u884c\u76f8\u4e92\u72ec\u7acb\u7684\u5b50\u4efb\u52a1\u6765\u6700\u5927\u5316\u6548\u7387\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u4e00\u65e6\u5404\u4e2a\u72ec\u7acb\u7684\u62bd\u53d6\u5b8c\u6210\uff0c\u6d41\u7a0b\u5c31\u4f1a\u5929\u7136\u5730\u8f6c\u4e3a\u987a\u5e8f\u8fdb\u884c\u3002\u7cfb\u7edf\u5fc5\u987b\u5148\u6c47\u603b\u6240\u62bd\u53d6\u7684\u6570\u636e\uff0c\u7136\u540e\u5c06\u5176\u7efc\u5408\u4e3a\u8fde\u8d2f\u7684\u521d\u7a3f\uff0c\u6700\u540e\u5bf9\u8be5\u521d\u7a3f\u8fdb\u884c\u5ba1\u9605\u4e0e\u6da6\u8272\u4ee5\u4ea7\u51fa\u6700\u7ec8\u62a5\u544a\u3002\u8fd9\u4e9b\u540e\u7eed\u9636\u6bb5\u4e2d\u7684\u6bcf\u4e00\u6b65\u90fd\u5728\u903b\u8f91\u4e0a\u4f9d\u8d56\u4e8e\u524d\u4e00\u6b65\u7684\u6210\u529f\u5b8c\u6210\u3002\u8fd9\u6b63\u662f\u63d0\u793a\u94fe\u5e94\u7528\u4e4b\u5904\uff1a\u6c47\u603b\u540e\u7684\u6570\u636e\u4f5c\u4e3a\u7efc\u5408\u63d0\u793a\u7684\u8f93\u5165\uff0c\u800c\u7efc\u5408\u5f97\u5230\u7684\u6587\u672c\u5219\u6210\u4e3a\u6700\u7ec8\u5ba1\u9605\u63d0\u793a\u7684\u8f93\u5165\u3002\u56e0\u6b64\uff0c\u590d\u6742\u64cd\u4f5c\u5e38\u5e38\u5c06\u7528\u4e8e\u72ec\u7acb\u6570\u636e\u6536\u96c6\u7684\u5e76\u884c\u5904\u7406\uff0c\u4e0e\u7528\u4e8e\u7efc\u5408\u4e0e\u5b8c\u5584\u7b49\u4f9d\u8d56\u6b65\u9aa4\u7684\u63d0\u793a\u94fe\u63a5\u5408\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>&nbsp;<strong>3. \u6570\u636e\u63d0\u53d6\u4e0e\u8f6c\u6362<\/strong>&nbsp;\u5c06\u975e\u7ed3\u6784\u5316\u6587\u672c\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u683c\u5f0f\u901a\u5e38\u901a\u8fc7\u8fed\u4ee3\u8fc7\u7a0b\u5b9e\u73b0\uff0c\u9700\u8981\u6309\u987a\u5e8f\u8fdb\u884c\u591a\u6b21\u4fee\u6539\u4ee5\u63d0\u5347\u8f93\u51fa\u7684\u51c6\u786e\u6027\u4e0e\u5b8c\u6574\u6027\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u793a 1\uff1a\u5c1d\u8bd5\u4ece\u4e00\u4efd\u53d1\u7968\u6587\u6863\u4e2d\u63d0\u53d6\u7279\u5b9a\u5b57\u6bb5\uff08\u4f8b\u5982\uff1a\u59d3\u540d\u3001\u5730\u5740\u3001\u91d1\u989d\uff09\u3002<\/li>\n\n\n\n<li>\u5904\u7406\uff1a\u68c0\u67e5\u662f\u5426\u63d0\u53d6\u4e86\u6240\u6709\u5fc5\u9700\u5b57\u6bb5\uff0c\u5e76\u4e14\u5b83\u4eec\u662f\u5426\u7b26\u5408\u683c\u5f0f\u8981\u6c42\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 2\uff08\u6761\u4ef6\uff09\uff1a\u5982\u679c\u5b57\u6bb5\u7f3a\u5931\u6216\u683c\u5f0f\u9519\u8bef\uff0c\u7f16\u5199\u4e00\u4e2a\u65b0\u7684\u63d0\u793a\uff0c\u8981\u6c42\u6a21\u578b\u4e13\u95e8\u67e5\u627e\u7f3a\u5931\/\u683c\u5f0f\u9519\u8bef\u7684\u4fe1\u606f\uff0c\u5e76\u53ef\u63d0\u4f9b\u5931\u8d25\u5c1d\u8bd5\u4e2d\u7684\u4e0a\u4e0b\u6587\u3002<\/li>\n\n\n\n<li>\u5904\u7406\uff1a\u518d\u6b21\u9a8c\u8bc1\u7ed3\u679c\u3002\u5fc5\u8981\u65f6\u91cd\u590d\u3002<\/li>\n\n\n\n<li>\u8f93\u51fa\uff1a\u63d0\u4f9b\u63d0\u53d6\u5e76\u9a8c\u8bc1\u8fc7\u7684\u7ed3\u6784\u5316\u6570\u636e\u3002 \u8fd9\u79cd\u987a\u5e8f\u5904\u7406\u65b9\u6cd5\u7279\u522b\u9002\u7528\u4e8e\u4ece\u8868\u5355\u3001\u53d1\u7968\u6216\u7535\u5b50\u90ae\u4ef6\u7b49\u975e\u7ed3\u6784\u5316\u6765\u6e90\u8fdb\u884c\u6570\u636e\u63d0\u53d6\u548c\u5206\u6790\u3002\u4f8b\u5982\uff0c\u89e3\u51b3\u590d\u6742\u7684\u5149\u5b66\u5b57\u7b26\u8bc6\u522b\uff08OCR\uff09\u95ee\u9898\uff08\u5982\u5904\u7406 PDF \u8868\u5355\uff09\u65f6\uff0c\u901a\u8fc7\u5206\u89e3\u7684\u591a\u6b65\u9aa4\u65b9\u6cd5\u4f1a\u66f4\u4e3a\u6709\u6548\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6700\u521d\uff0c\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6765\u5bf9\u6587\u6863\u56fe\u50cf\u8fdb\u884c\u4e3b\u8981\u7684\u6587\u672c\u63d0\u53d6\u3002\u968f\u540e\uff0c\u6a21\u578b\u5bf9\u539f\u59cb\u8f93\u51fa\u8fdb\u884c\u5904\u7406\u4ee5\u89c4\u8303\u5316\u6570\u636e\uff0c\u5728\u8fd9\u4e2a\u6b65\u9aa4\u4e2d\uff0c\u5b83\u53ef\u80fd\u4f1a\u5c06\u8bf8\u5982\u201cone thousand and fifty\u201d\u4e4b\u7c7b\u7684\u6570\u5b57\u6587\u672c\u8f6c\u6362\u4e3a\u5176\u6570\u503c\u7b49\u4ef7\u5f62\u5f0f 1050\u3002LLMs \u7684\u4e00\u4e2a\u91cd\u5927\u6311\u6218\u662f\u6267\u884c\u7cbe\u786e\u7684\u6570\u5b66\u8ba1\u7b97\u3002\u56e0\u6b64\uff0c\u5728\u540e\u7eed\u6b65\u9aa4\u4e2d\uff0c\u7cfb\u7edf\u53ef\u4ee5\u5c06\u4efb\u4f55\u6240\u9700\u7684\u7b97\u672f\u8fd0\u7b97\u59d4\u6258\u7ed9\u5916\u90e8\u8ba1\u7b97\u5668\u5de5\u5177\u3002LLM \u8bc6\u522b\u5fc5\u8981\u7684\u8ba1\u7b97\uff0c\u5c06\u89c4\u8303\u5316\u540e\u7684\u6570\u5b57\u4f20\u9012\u7ed9\u8be5\u5de5\u5177\uff0c\u7136\u540e\u7eb3\u5165\u7cbe\u786e\u7684\u7ed3\u679c\u3002\u8fd9\u79cd\u7531\u6587\u672c\u63d0\u53d6\u3001\u6570\u636e\u89c4\u8303\u5316\u548c\u5916\u90e8\u5de5\u5177\u4f7f\u7528\u6784\u6210\u7684\u94fe\u5f0f\u5e8f\u5217\uff0c\u80fd\u591f\u5b9e\u73b0\u6700\u7ec8\u4e14\u51c6\u786e\u7684\u7ed3\u679c\uff0c\u800c\u8fd9\u5f80\u5f80\u96be\u4ee5\u901a\u8fc7\u5355\u6b21 LLM \u67e5\u8be2\u53ef\u9760\u83b7\u5f97\u3002<\/p>\n\n\n\n<p><strong>4. \u5185\u5bb9\u751f\u6210\u5de5\u4f5c\u6d41\u7a0b<\/strong>&nbsp;\u590d\u6742\u5185\u5bb9\u7684\u64b0\u5199\u662f\u4e00\u4e2a\u7a0b\u5e8f\u5316\u4efb\u52a1\uff0c\u901a\u5e38\u88ab\u5206\u89e3\u4e3a\u4e0d\u540c\u9636\u6bb5\uff0c\u5305\u62ec\u521d\u6b65\u6784\u601d\u3001\u7ed3\u6784\u5316\u5927\u7eb2\u3001\u8d77\u8349\u4ee5\u53ca\u540e\u7eed\u4fee\u8ba2<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u793a 1\uff1a\u57fa\u4e8e\u7528\u6237\u7684\u4e00\u822c\u5174\u8da3\u751f\u6210 5 \u4e2a\u4e3b\u9898\u60f3\u6cd5\u3002<\/li>\n\n\n\n<li>\u5904\u7406\uff1a\u5141\u8bb8\u7528\u6237\u9009\u62e9\u4e00\u4e2a\u60f3\u6cd5\uff0c\u6216\u81ea\u52a8\u9009\u62e9\u6700\u4f73\u65b9\u6848\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 2\uff1a\u57fa\u4e8e\u6240\u9009\u4e3b\u9898\u751f\u6210\u8be6\u7ec6\u5927\u7eb2\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 3\uff1a\u6839\u636e\u5927\u7eb2\u4e2d\u7684\u7b2c\u4e00\u70b9\u64b0\u5199\u8349\u7a3f\u7ae0\u8282\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 4\uff1a\u6839\u636e\u5927\u7eb2\u4e2d\u7684\u7b2c\u4e8c\u70b9\u64b0\u5199\u8349\u7a3f\u7ae0\u8282\uff0c\u5e76\u63d0\u4f9b\u524d\u4e00\u7ae0\u8282\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u3002\u5bf9\u5927\u7eb2\u4e2d\u7684\u6240\u6709\u8981\u70b9\u7ee7\u7eed\u6267\u884c\u8fd9\u4e00\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 5\uff1a\u5ba1\u9605\u5e76\u4f18\u5316\u5b8c\u6574\u8349\u7a3f\u7684\u8fde\u8d2f\u6027\u3001\u8bed\u6c14\u548c\u8bed\u6cd5\u3002 \u8fd9\u79cd\u65b9\u6cd5\u5e94\u7528\u4e8e\u4e00\u7cfb\u5217\u81ea\u7136\u8bed\u8a00\u751f\u6210\u4efb\u52a1\uff0c\u5305\u62ec\u521b\u610f\u53d9\u4e8b\u7684\u81ea\u52a8\u64b0\u5199\u3001\u6280\u672f\u6587\u6863\u7f16\u5199\u4ee5\u53ca\u5176\u4ed6\u5f62\u5f0f\u7684\u7ed3\u6784\u5316\u6587\u672c\u5185\u5bb9\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>5. \u5177\u6709\u72b6\u6001\u7684\u5bf9\u8bdd\u667a\u80fd\u4f53<\/strong>&nbsp;\u5c3d\u7ba1\u5168\u9762\u7684\u72b6\u6001\u7ba1\u7406\u67b6\u6784\u91c7\u7528\u7684\u65b9\u6cd5\u6bd4\u987a\u5e8f\u94fe\u63a5\u66f4\u4e3a\u590d\u6742\uff0c\u63d0\u793a\u94fe\u4e3a\u4fdd\u6301\u5bf9\u8bdd\u7684\u8fde\u8d2f\u6027\u63d0\u4f9b\u4e86\u57fa\u7840\u673a\u5236\u3002\u8be5\u6280\u672f\u901a\u8fc7\u5c06\u6bcf\u4e00\u8f6e\u5bf9\u8bdd\u6784\u5efa\u4e3a\u4e00\u4e2a\u65b0\u7684\u63d0\u793a\uff0c\u5e76\u7cfb\u7edf\u6027\u5730\u7eb3\u5165\u524d\u5e8f\u4ea4\u4e92\u4e2d\u7684\u4fe1\u606f\u6216\u63d0\u53d6\u7684\u5b9e\u4f53\uff0c\u4ece\u800c\u7ef4\u62a4\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u793a 1\uff1a\u5904\u7406\u7528\u6237\u8bdd\u8bed 1\uff0c\u8bc6\u522b\u610f\u56fe\u548c\u5173\u952e\u5b9e\u4f53\u3002<\/li>\n\n\n\n<li>\u5904\u7406\uff1a\u7528\u610f\u56fe\u548c\u5b9e\u4f53\u66f4\u65b0\u5bf9\u8bdd\u72b6\u6001\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 2\uff1a\u6839\u636e\u5f53\u524d\u72b6\u6001\u751f\u6210\u54cd\u5e94\u548c\/\u6216\u8bc6\u522b\u4e0b\u4e00\u4e2a\u6240\u9700\u7684\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u5bf9\u540e\u7eed\u8f6e\u6b21\u91cd\u590d\u6b64\u8fc7\u7a0b\uff0c\u6bcf\u4e2a\u65b0\u7684\u7528\u6237\u8bdd\u8bed\u90fd\u4f1a\u521d\u59cb\u5316\u4e00\u6761\u94fe\uff0c\u5229\u7528\u4e0d\u65ad\u7d2f\u79ef\u7684\u5bf9\u8bdd\u5386\u53f2\uff08\u72b6\u6001\uff09\u3002 \u8fd9\u4e00\u539f\u5219\u662f\u4f1a\u8bdd\u5f0f\u667a\u80fd\u4f53\u5f00\u53d1\u7684\u57fa\u7840\uff0c\u4f7f\u5176\u80fd\u591f\u5728\u5ef6\u5c55\u7684\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u4fdd\u6301\u4e0a\u4e0b\u6587\u4e0e\u8fde\u8d2f\u6027\u3002\u901a\u8fc7\u4fdd\u7559\u5bf9\u8bdd\u5386\u53f2\uff0c\u7cfb\u7edf\u53ef\u4ee5\u7406\u89e3\u5e76\u6070\u5f53\u5730\u56de\u5e94\u4f9d\u8d56\u5148\u524d\u4ea4\u6362\u4fe1\u606f\u7684\u7528\u6237\u8f93\u5165\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>6. \u4ee3\u7801\u751f\u6210\u4e0e\u5b8c\u5584<\/strong>&nbsp;\u751f\u6210\u53ef\u8fd0\u884c\u4ee3\u7801\u901a\u5e38\u662f\u4e00\u4e2a\u591a\u9636\u6bb5\u8fc7\u7a0b\uff0c\u9700\u8981\u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u79bb\u6563\u7684\u903b\u8f91\u64cd\u4f5c\uff0c\u5e76\u9010\u6b65\u6267\u884c<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u793a 1\uff1a\u7406\u89e3\u7528\u6237\u5bf9\u4ee3\u7801\u51fd\u6570\u7684\u8bf7\u6c42\u3002\u751f\u6210\u4f2a\u4ee3\u7801\u6216\u5927\u7eb2\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 2\uff1a\u6839\u636e\u5927\u7eb2\u7f16\u5199\u521d\u59cb\u4ee3\u7801\u8349\u7a3f\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 3\uff1a\u8bc6\u522b\u4ee3\u7801\u4e2d\u7684\u6f5c\u5728\u9519\u8bef\u6216\u53ef\u6539\u8fdb\u4e4b\u5904\uff08\u6216\u8bb8\u53ef\u4ee5\u4f7f\u7528\u9759\u6001\u5206\u6790\u5de5\u5177\u6216\u53e6\u4e00\u6b21 LLM \u8c03\u7528\uff09\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 4\uff1a\u6839\u636e\u8bc6\u522b\u51fa\u7684\u95ee\u9898\u91cd\u5199\u6216\u4f18\u5316\u4ee3\u7801\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 5\uff1a\u6dfb\u52a0\u6587\u6863\u6216\u6d4b\u8bd5\u7528\u4f8b\u3002 \u5728\u8bf8\u5982 AI \u8f85\u52a9\u8f6f\u4ef6\u5f00\u53d1\u7b49\u5e94\u7528\u4e2d\uff0c\u63d0\u793a\u94fe\u7684\u6548\u7528\u6e90\u4e8e\u5176\u80fd\u591f\u5c06\u590d\u6742\u7684\u7f16\u7801\u4efb\u52a1\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u53ef\u7ba1\u7406\u7684\u5b50\u95ee\u9898\u3002\u8fd9\u79cd\u6a21\u5757\u5316\u7ed3\u6784\u964d\u4f4e\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6bcf\u4e00\u6b65\u7684\u64cd\u4f5c\u590d\u6742\u5ea6\u3002\u66f4\u4e3a\u5173\u952e\u7684\u662f\uff0c\u8fd9\u79cd\u65b9\u6cd5\u8fd8\u5141\u8bb8\u5728\u6a21\u578b\u8c03\u7528\u4e4b\u95f4\u63d2\u5165\u786e\u5b9a\u6027\u903b\u8f91\uff0c\u4ece\u800c\u5728\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u5b9e\u73b0\u4e2d\u95f4\u6570\u636e\u5904\u7406\u3001\u8f93\u51fa\u9a8c\u8bc1\u548c\u6761\u4ef6\u5206\u652f\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u539f\u672c\u53ef\u80fd\u5bfc\u81f4\u4e0d\u53ef\u9760\u6216\u4e0d\u5b8c\u6574\u7ed3\u679c\u7684\u5355\u4e00\u591a\u9762\u8bf7\u6c42\uff0c\u88ab\u8f6c\u6362\u4e3a\u7531\u5e95\u5c42\u6267\u884c\u6846\u67b6\u7ba1\u7406\u7684\u7ed3\u6784\u5316\u64cd\u4f5c\u5e8f\u5217\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>7. \u591a\u6a21\u6001\u548c\u591a\u6b65\u9aa4\u63a8\u7406<\/strong>&nbsp;\u5206\u6790\u5177\u6709\u591a\u79cd\u6a21\u6001\u7684\u6570\u636e\u96c6\u9700\u8981\u5c06\u95ee\u9898\u62c6\u5206\u4e3a\u66f4\u5c0f\u7684\u3001\u57fa\u4e8e\u63d0\u793a\u7684\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u89e3\u91ca\u4e00\u5e45\u5305\u542b\u5d4c\u5165\u6587\u672c\u7684\u56fe\u7247\u3001\u6807\u6ce8\u7a81\u51fa\u7279\u5b9a\u6587\u672c\u7247\u6bb5\u3001\u4ee5\u53ca\u89e3\u91ca\u6bcf\u4e2a\u6807\u6ce8\u7684\u8868\u683c\u6570\u636e\u7684\u56fe\u50cf\uff0c\u5c31\u9700\u8981\u91c7\u7528\u8fd9\u79cd\u65b9\u6cd5\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u793a 1\uff1a\u4ece\u7528\u6237\u7684\u56fe\u7247\u8bf7\u6c42\u4e2d\u63d0\u53d6\u5e76\u7406\u89e3\u6587\u672c\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 2\uff1a\u5c06\u63d0\u53d6\u7684\u56fe\u7247\u6587\u672c\u4e0e\u5176\u5bf9\u5e94\u7684\u6807\u7b7e\u8fdb\u884c\u5173\u8054\u3002<\/li>\n\n\n\n<li>\u63d0\u793a 3\uff1a\u4f7f\u7528\u8868\u683c\u89e3\u91ca\u6536\u96c6\u5230\u7684\u4fe1\u606f\uff0c\u4ee5\u786e\u5b9a\u6240\u9700\u7684\u8f93\u51fa\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u52a8\u624b\u4ee3\u7801\u793a\u4f8b<\/h2>\n\n\n\n<p>\u5b9e\u73b0\u63d0\u793a\u94fe\u4ece\u811a\u672c\u4e2d\u7684\u76f4\u63a5\u3001\u987a\u5e8f\u51fd\u6570\u8c03\u7528\uff0c\u5230\u4f7f\u7528\u4e13\u95e8\u7684\u6846\u67b6\u6765\u7ba1\u7406\u63a7\u5236\u6d41\u3001\u72b6\u6001\u548c\u7ec4\u4ef6\u96c6\u6210\u4e0d\u7b49\u3002\u8bf8\u5982 LangChain\u3001LangGraph\u3001Crew AI \u548c Google Agent Development Kit\uff08ADK\uff09\u7b49\u6846\u67b6\u63d0\u4f9b\u4e86\u7528\u4e8e\u6784\u5efa\u548c\u6267\u884c\u8fd9\u4e9b\u591a\u6b65\u6d41\u7a0b\u7684\u7ed3\u6784\u5316\u73af\u5883\uff0c\u8fd9\u5bf9\u590d\u6742\u67b6\u6784\u5c24\u5176\u6709\u5229\u3002<\/p>\n\n\n\n<p>\u51fa\u4e8e\u6f14\u793a\u76ee\u7684\uff0cLangChain \u548c LangGraph \u662f\u5408\u9002\u7684\u9009\u62e9\uff0c\u56e0\u4e3a\u5b83\u4eec\u7684\u6838\u5fc3 API \u660e\u786e\u5730\u4e3a\u7ec4\u5408\u64cd\u4f5c\u7684\u94fe\u548c\u56fe\u800c\u8bbe\u8ba1\u3002LangChain \u4e3a\u7ebf\u6027\u5e8f\u5217\u63d0\u4f9b\u57fa\u7840\u62bd\u8c61\uff0c\u800c LangGraph \u5c06\u8fd9\u4e9b\u80fd\u529b\u6269\u5c55\u5230\u652f\u6301\u6709\u72b6\u6001\u548c\u5faa\u73af\u8ba1\u7b97\uff0c\u8fd9\u5bf9\u4e8e\u5b9e\u73b0\u66f4\u590d\u6742\u7684\u667a\u80fd\u4f53\u884c\u4e3a\u662f\u5fc5\u8981\u7684\u3002\u6b64\u793a\u4f8b\u5c06\u805a\u7126\u4e8e\u4e00\u4e2a\u57fa\u672c\u7684\u7ebf\u6027\u5e8f\u5217\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u4ee3\u7801\u5b9e\u73b0\u4e86\u4e00\u4e2a\u4e24\u6b65\u63d0\u793a\u94fe\uff0c\u5145\u5f53\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf\u3002\u521d\u59cb\u9636\u6bb5\u65e8\u5728\u89e3\u6790\u975e\u7ed3\u6784\u5316\u6587\u672c\u5e76\u63d0\u53d6\u7279\u5b9a\u4fe1\u606f\u3002\u968f\u540e\u7684\u9636\u6bb5\u63a5\u6536\u8be5\u63d0\u53d6\u7ed3\u679c\u5e76\u5c06\u5176\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u683c\u5f0f\u3002<\/p>\n\n\n\n<p>\u8981\u590d\u73b0\u6b64\u8fc7\u7a0b\uff0c\u5fc5\u987b\u5148\u5b89\u88c5\u6240\u9700\u7684\u5e93\u3002\u53ef\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u5b8c\u6210\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">sh\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>pip install langchain langchain-community langchain-openai langgraph\n<\/code><\/pre>\n\n\n\n<p>\u8bf7\u6ce8\u610f\uff0clangchain-openai \u53ef\u4ee5\u66ff\u6362\u4e3a\u5176\u4ed6\u6a21\u578b\u63d0\u4f9b\u5546\u7684\u76f8\u5e94\u5305\u3002\u968f\u540e\uff0c\u9700\u8981\u4e3a\u6240\u9009\u7684\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u5546\uff08\u4f8b\u5982 OpenAI\u3001Google Gemini \u6216 Anthropic\uff09\u5728\u8fd0\u884c\u73af\u5883\u4e2d\u914d\u7f6e\u5fc5\u8981\u7684 API \u51ed\u8bc1\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">python\u4f53\u9a8cAI\u4ee3\u7801\u52a9\u624b\u4ee3\u7801\u89e3\u8bfb\u590d\u5236\u4ee3\u7801<code>import os\nfrom langchain_openai import ChatOpenAI\nfrom langchain_core.prompts import ChatPromptTemplate\nfrom langchain_core.output_parsers import StrOutputParser\n\n# For better security, load environment variables from a .env file\n# from dotenv import load_dotenv\n# load_dotenv()\n# Make sure your OPENAI_API_KEY is set in the .env file\n\n# Initialize the Language Model (using ChatOpenAI is recommended)\nllm = ChatOpenAI(temperature=0)\n\n# --- Prompt 1: Extract Information ---\nprompt_extract = ChatPromptTemplate.from_template(\n&nbsp;&nbsp;&nbsp;\"Extract the technical specifications from the following text:\\n\\n{text_input}\"\n)\n\n# --- Prompt 2: Transform to JSON ---\nprompt_transform = ChatPromptTemplate.from_template(\n&nbsp;&nbsp;&nbsp;\"Transform the following specifications into a JSON object with 'cpu', 'memory', and 'storage' as keys:\\n\\n{specifications}\"\n)\n\n# --- Build the Chain using LCEL ---\n# The StrOutputParser() converts the LLM's message output to a simple string.\nextraction_chain = prompt_extract | llm | StrOutputParser()\n\n# The full chain passes the output of the extraction chain into the 'specifications'\n# variable for the transformation prompt.\nfull_chain = (\n&nbsp;&nbsp;&nbsp;{\"specifications\": extraction_chain}\n&nbsp;&nbsp;&nbsp;| prompt_transform\n&nbsp;&nbsp;&nbsp;| llm\n&nbsp;&nbsp;&nbsp;| StrOutputParser()\n)\n\n# --- Run the Chain ---\ninput_text = \"The new laptop model features a 3.5 GHz octa-core processor, 16GB of RAM, and a 1TB NVMe SSD.\"\n\n# Execute the chain with the input text dictionary.\nfinal_result = full_chain.invoke({\"text_input\": input_text})\n\nprint(\"\\n--- Final JSON Output ---\")\nprint(final_result)\n<\/code><\/pre>\n\n\n\n<p>\u8fd9\u6bb5 Python \u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528 LangChain \u5e93\u5904\u7406\u6587\u672c\u3002\u5b83\u5229\u7528\u4e86\u4e24\u4e2a\u72ec\u7acb\u7684\u63d0\u793a\uff1a\u4e00\u4e2a\u7528\u4e8e\u4ece\u8f93\u5165\u5b57\u7b26\u4e32\u4e2d\u63d0\u53d6\u6280\u672f\u89c4\u683c\uff0c\u53e6\u4e00\u4e2a\u7528\u4e8e\u5c06\u8fd9\u4e9b\u89c4\u683c\u683c\u5f0f\u5316\u4e3a JSON \u5bf9\u8c61\u3002ChatOpenAI \u6a21\u578b\u7528\u4e8e\u8bed\u8a00\u6a21\u578b\u4ea4\u4e92\uff0cStrOutputParser \u786e\u4fdd\u8f93\u51fa\u4e3a\u53ef\u7528\u7684\u5b57\u7b26\u4e32\u683c\u5f0f\u3002LangChain \u8868\u8fbe\u5f0f\u8bed\u8a00\uff08LCEL\uff09\u88ab\u7528\u4e8e\u4f18\u96c5\u5730\u4e32\u8054\u8fd9\u4e9b\u63d0\u793a\u548c\u8bed\u8a00\u6a21\u578b\u3002\u7b2c\u4e00\u4e2a\u94fe extraction_chain \u7528\u4e8e\u63d0\u53d6\u89c4\u683c\u3002full_chain \u5219\u5c06\u63d0\u53d6\u7684\u8f93\u51fa\u4f5c\u4e3a\u8f6c\u6362\u63d0\u793a\u7684\u8f93\u5165\u3002\u63d0\u4f9b\u4e86\u4e00\u4e2a\u63cf\u8ff0\u7b14\u8bb0\u672c\u7535\u8111\u7684\u793a\u4f8b\u8f93\u5165\u6587\u672c\u3002\u4f7f\u7528\u8be5\u6587\u672c\u8c03\u7528 full_chain\uff0c\u901a\u8fc7\u4e24\u4e2a\u6b65\u9aa4\u8fdb\u884c\u5904\u7406\u3002\u6700\u7ec8\u7ed3\u679c\u662f\u4e00\u4e2a\u5305\u542b\u63d0\u53d6\u548c\u683c\u5f0f\u5316\u89c4\u683c\u7684 JSON \u5b57\u7b26\u4e32\uff0c\u7136\u540e\u88ab\u6253\u5370\u51fa\u6765\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e0a\u4e0b\u6587\u5de5\u7a0b\u4e0e\u63d0\u793a\u5de5\u7a0b<\/h2>\n\n\n\n<p>\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff08\u89c1\u56fe 1\uff09\u662f\u4e00\u95e8\u5728\u751f\u6210 token \u4e4b\u524d\uff0c\u4e3a AI \u6a21\u578b\u8bbe\u8ba1\u3001\u6784\u5efa\u5e76\u4ea4\u4ed8\u5b8c\u6574\u4fe1\u606f\u73af\u5883\u7684\u7cfb\u7edf\u5316\u5b66\u79d1\u3002\u8be5\u65b9\u6cd5\u8bba\u4e3b\u5f20\uff0c\u6a21\u578b\u8f93\u51fa\u7684\u8d28\u91cf\u4e0e\u5176\u67b6\u6784\u672c\u8eab\u7684\u5173\u7cfb\u8f83\u5c0f\uff0c\u66f4\u53d6\u51b3\u4e8e\u6240\u63d0\u4f9b\u4e0a\u4e0b\u6587\u7684\u4e30\u5bcc\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<p>\u56fe 1\uff1a\u4e0a\u4e0b\u6587\u5de5\u7a0b\u662f\u4e00\u95e8\u4e3a AI \u6784\u5efa\u4e30\u5bcc\u800c\u5168\u9762\u7684\u4fe1\u606f\u73af\u5883\u7684\u5b66\u79d1\uff0c\u56e0\u4e3a\u8be5\u4e0a\u4e0b\u6587\u7684\u8d28\u91cf\u662f\u5b9e\u73b0\u9ad8\u7ea7 Agentic \u6027\u80fd\u7684\u4e3b\u8981\u56e0\u7d20\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p9-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/c6df5e7b18554a269d4b40a8e4de4362~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgVGlueV9SZWFjdA==:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761275613&amp;x-signature=HF%2B3goYjRO8FCYCNIo1z0XRbJ8E%3D\" alt=\"\u56fe 1\uff1a\u4e0a\u4e0b\u6587\u5de5\u7a0b\u662f\u6784\u5efa AI \u4e30\u5bcc\u3001\u5168\u9762\u4fe1\u606f\u73af\u5883\u7684\u5b66\u79d1\uff0c\u56e0\u4e3a\u8fd9\u79cd\u4e0a\u4e0b\u6587\u7684\u8d28\u91cf\u662f\u4f7f\u9ad8\u7ea7\u4ee3\u7406\u6027\u80fd\u5f97\u4ee5\u5b9e\u73b0\u7684\u4e3b\u8981\u56e0\u7d20\u3002.png\"\/><\/figure>\n\n\n\n<p>\u5b83\u4ee3\u8868\u7740\u4ece\u4f20\u7edf\u63d0\u793a\u5de5\u7a0b\u7684\u4e00\u6b21\u91cd\u8981\u6f14\u8fdb\u3002\u4f20\u7edf\u63d0\u793a\u5de5\u7a0b\u4e3b\u8981\u805a\u7126\u4e8e\u4f18\u5316\u7528\u6237\u5373\u65f6\u67e5\u8be2\u7684\u63aa\u8f9e\uff0c\u800c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u5c06\u8303\u56f4\u6269\u5c55\u4e3a\u5305\u542b\u591a\u5c42\u4fe1\u606f\u3002\u4f8b\u5982\u7cfb\u7edf\u63d0\u793a\uff0c\u5b83\u662f\u4e00\u7ec4\u5960\u5b9a AI \u8fd0\u884c\u53c2\u6570\u7684\u57fa\u7840\u6307\u4ee4\u2014\u2014\u6bd4\u5982\uff0c\u201cYou are a technical writer; your tone must be formal and precise.\u201d \u4e0a\u4e0b\u6587\u8fd8\u901a\u8fc7\u5916\u90e8\u6570\u636e\u5f97\u5230\u8fdb\u4e00\u6b65\u4e30\u5bcc\u3002\u8fd9\u5305\u62ec\u68c0\u7d22\u5230\u7684\u6587\u6863\uff0c\u5373 AI \u4e3b\u52a8\u4ece\u77e5\u8bc6\u5e93\u4e2d\u83b7\u53d6\u4fe1\u606f\u4ee5\u652f\u6491\u5176\u56de\u7b54\uff0c\u4f8b\u5982\u63d0\u53d6\u9879\u76ee\u7684\u6280\u672f\u89c4\u683c\u3002\u5b83\u8fd8\u7eb3\u5165\u5de5\u5177\u8f93\u51fa\uff0c\u5373 AI \u8c03\u7528\u5916\u90e8 API \u4ee5\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\u7684\u7ed3\u679c\uff0c\u6bd4\u5982\u67e5\u8be2\u65e5\u5386\u4ee5\u786e\u5b9a\u7528\u6237\u7684\u53ef\u7528\u65f6\u95f4\u3002\u8fd9\u4e9b\u663e\u6027\u6570\u636e\u4f1a\u4e0e\u5173\u952e\u7684\u9690\u6027\u6570\u636e\u7ed3\u5408\uff0c\u5982\u7528\u6237\u8eab\u4efd\u3001\u4ea4\u4e92\u5386\u53f2\u548c\u73af\u5883\u72b6\u6001\u3002\u6838\u5fc3\u539f\u5219\u662f\uff0c\u5373\u4fbf\u662f\u5148\u8fdb\u7684\u6a21\u578b\uff0c\u5728\u83b7\u5f97\u7684\u8fd0\u884c\u73af\u5883\u89c6\u89d2\u6709\u9650\u6216\u6784\u9020\u4e0d\u5f53\u65f6\u4e5f\u4f1a\u8868\u73b0\u4e0d\u4f73\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u8fd9\u79cd\u5b9e\u8df5\u5c06\u4efb\u52a1\u4ece\u5355\u7eaf\u56de\u7b54\u95ee\u9898\uff0c\u91cd\u5851\u4e3a\u4e3a\u667a\u80fd\u4f53\u6784\u5efa\u4e00\u5e45\u5168\u9762\u7684\u8fd0\u4f5c\u56fe\u666f\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0c\u4e00\u4e2a\u7ecf\u8fc7\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u667a\u80fd\u4f53\u4e0d\u4f1a\u4ec5\u4ec5\u5bf9\u67e5\u8be2\u4f5c\u51fa\u56de\u5e94\uff0c\u800c\u662f\u4f1a\u5148\u6574\u5408\u7528\u6237\u7684\u65e5\u7a0b\u53ef\u7528\u65f6\u95f4\uff08\u5de5\u5177\u8f93\u51fa\uff09\u3001\u4e0e\u90ae\u4ef6\u6536\u4ef6\u4eba\u7684\u804c\u4e1a\u5173\u7cfb\uff08\u9690\u6027\u6570\u636e\uff09\u4ee5\u53ca\u4e4b\u524d\u4f1a\u8bae\u7684\u7b14\u8bb0\uff08\u68c0\u7d22\u5230\u7684\u6587\u6863\uff09\u3002\u8fd9\u4f7f\u6a21\u578b\u80fd\u591f\u751f\u6210\u9ad8\u5ea6\u76f8\u5173\u3001\u4e2a\u6027\u5316\u4e14\u5207\u5b9e\u6709\u7528\u7684\u8f93\u51fa\u3002\u201c\u5de5\u7a0b\u201d\u90e8\u5206\u6d89\u53ca\u5728\u8fd0\u884c\u65f6\u521b\u5efa\u7a33\u5065\u7684\u7ba1\u9053\u6765\u83b7\u53d6\u5e76\u8f6c\u6362\u8fd9\u4e9b\u6570\u636e\uff0c\u5e76\u5efa\u7acb\u53cd\u9988\u56de\u8def\u4ee5\u6301\u7eed\u6539\u8fdb\u4e0a\u4e0b\u6587\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>\u8981\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u53ef\u4ee5\u4f7f\u7528\u4e13\u95e8\u7684\u8c03\u4f18\u7cfb\u7edf\u5728\u5927\u89c4\u6a21\u4e0a\u81ea\u52a8\u5316\u6539\u8fdb\u8fc7\u7a0b\u3002\u4f8b\u5982\uff0cGoogle \u7684 Vertex AI \u63d0\u793a\u4f18\u5316\u5668\u7b49\u5de5\u5177\u53ef\u4ee5\u901a\u8fc7\u9488\u5bf9\u4e00\u7ec4\u793a\u4f8b\u8f93\u5165\u548c\u9884\u5b9a\u4e49\u8bc4\u4f30\u6307\u6807\u7cfb\u7edf\u6027\u5730\u8bc4\u4f30\u54cd\u5e94\uff0c\u4ece\u800c\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u5728\u4e0d\u540c\u6a21\u578b\u4e4b\u95f4\u8c03\u6574\u63d0\u793a\u8bcd\u548c\u7cfb\u7edf\u6307\u4ee4\uff0c\u800c\u65e0\u9700\u5927\u91cf\u7684\u624b\u52a8\u91cd\u5199\u3002\u901a\u8fc7\u5411\u6b64\u7c7b\u4f18\u5316\u5668\u63d0\u4f9b\u793a\u4f8b\u63d0\u793a\u8bcd\u3001\u7cfb\u7edf\u6307\u4ee4\u548c\u6a21\u677f\uff0c\u5b83\u53ef\u4ee5\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u4f18\u5316\u4e0a\u4e0b\u6587\u8f93\u5165\uff0c\u4e3a\u5b9e\u73b0\u590d\u6742\u4e0a\u4e0b\u6587\u5de5\u7a0b\u6240\u9700\u7684\u53cd\u9988\u56de\u8def\u63d0\u4f9b\u4e00\u79cd\u7ed3\u6784\u5316\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u7ed3\u6784\u5316\u7684\u65b9\u6cd5\u662f\u533a\u5206\u521d\u7ea7 AI \u5de5\u5177\u4e0e\u66f4\u590d\u6742\u3001\u5177\u5907\u4e0a\u4e0b\u6587\u610f\u8bc6\u7cfb\u7edf\u7684\u5173\u952e\u3002\u5b83\u5c06\u4e0a\u4e0b\u6587\u672c\u8eab\u89c6\u4e3a\u6838\u5fc3\u7ec4\u6210\u90e8\u5206\uff0c\u6781\u5176\u91cd\u89c6\u667a\u80fd\u4f53\u77e5\u9053\u4ec0\u4e48\u3001\u4f55\u65f6\u77e5\u9053\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u4fe1\u606f\u3002\u8fd9\u6837\u7684\u5b9e\u8df5\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u5168\u9762\u7406\u89e3\u7528\u6237\u7684\u610f\u56fe\u3001\u5386\u53f2\u548c\u5f53\u524d\u73af\u5883\u3002\u5f52\u6839\u7ed3\u5e95\uff0cContext Engineering \u662f\u5c06\u65e0\u72b6\u6001\u804a\u5929\u673a\u5668\u4eba\u63a8\u8fdb\u4e3a\u9ad8\u80fd\u529b\u3001\u5177\u5907\u60c5\u5883\u611f\u77e5\u7cfb\u7edf\u7684\u91cd\u8981\u65b9\u6cd5\u8bba\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56de\u987e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u662f\u4ec0\u4e48\uff08What\uff09<\/h3>\n\n\n\n<p>\u5728\u5355\u4e00\u63d0\u793a\u5185\u5904\u7406\u590d\u6742\u4efb\u52a1\u5e38\u5e38\u4f1a\u4f7f LLMs \u4e0d\u582a\u91cd\u8d1f\uff0c\u5bfc\u81f4\u663e\u8457\u7684\u6027\u80fd\u95ee\u9898\u3002\u6a21\u578b\u7684\u8ba4\u77e5\u8d1f\u8377\u589e\u52a0\uff0c\u4f1a\u66f4\u5bb9\u6613\u51fa\u73b0\u5ffd\u89c6\u6307\u4ee4\u3001\u4e22\u5931\u4e0a\u4e0b\u6587\u3001\u751f\u6210\u9519\u8bef\u4fe1\u606f\u7b49\u95ee\u9898\u3002\u5355\u5757\u5f0f\u63d0\u793a\u96be\u4ee5\u6709\u6548\u7ba1\u7406\u591a\u4e2a\u7ea6\u675f\u6761\u4ef6\u548c\u987a\u5e8f\u63a8\u7406\u6b65\u9aa4\u3002\u7ed3\u679c\u5c31\u662f\u8f93\u51fa\u4e0d\u53ef\u9760\u4e14\u4e0d\u51c6\u786e\uff0c\u56e0\u4e3a LLM \u672a\u80fd\u8986\u76d6\u8be5\u591a\u5c42\u9762\u8bf7\u6c42\u7684\u6240\u6709\u65b9\u9762\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\uff08Why\uff09<\/h3>\n\n\n\n<p>\u63d0\u793a\u94fe\u901a\u8fc7\u5c06\u590d\u6742\u95ee\u9898\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u8f83\u5c0f\u3001\u76f8\u4e92\u5173\u8054\u7684\u5b50\u4efb\u52a1\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u6807\u51c6\u5316\u7684\u89e3\u51b3\u65b9\u6848\u3002\u94fe\u4e2d\u7684\u6bcf\u4e00\u6b65\u90fd\u4f7f\u7528\u805a\u7126\u7684\u63d0\u793a\u6765\u6267\u884c\u7279\u5b9a\u64cd\u4f5c\uff0c\u663e\u8457\u63d0\u5347\u4e86\u53ef\u9760\u6027\u548c\u53ef\u63a7\u6027\u3002\u4e00\u4e2a\u63d0\u793a\u7684\u8f93\u51fa\u4f5c\u4e3a\u4e0b\u4e00\u4e2a\u63d0\u793a\u7684\u8f93\u5165\uff0c\u5f62\u6210\u4e00\u4e2a\u903b\u8f91\u5de5\u4f5c\u6d41\uff0c\u9010\u6b65\u6784\u5efa\u6700\u7ec8\u89e3\u7b54\u3002\u8fd9\u79cd\u6a21\u5757\u5316\u7684\u5206\u800c\u6cbb\u4e4b\u7b56\u7565\u4f7f\u8fc7\u7a0b\u66f4\u6613\u7ba1\u7406\u3001\u66f4\u6613\u8c03\u8bd5\uff0c\u5e76\u5141\u8bb8\u5728\u6b65\u9aa4\u4e4b\u95f4\u96c6\u6210\u5916\u90e8\u5de5\u5177\u6216\u7ed3\u6784\u5316\u6570\u636e\u683c\u5f0f\u3002\u8be5\u6a21\u5f0f\u662f\u5f00\u53d1\u80fd\u591f\u89c4\u5212\u3001\u63a8\u7406\u5e76\u6267\u884c\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u9ad8\u7ea7\u3001\u591a\u6b65\u9aa4 Agentic \u7cfb\u7edf\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7ecf\u9a8c\u6cd5\u5219\uff08Rule of Thumb\uff09<\/h3>\n\n\n\n<p>\u5f53\u4efb\u52a1\u5bf9\u5355\u4e00\u63d0\u793a\u800c\u8a00\u8fc7\u4e8e\u590d\u6742\u3001\u6d89\u53ca\u591a\u4e2a\u4e0d\u540c\u7684\u5904\u7406\u9636\u6bb5\u3001\u9700\u8981\u5728\u6b65\u9aa4\u4e4b\u95f4\u4e0e\u5916\u90e8\u5de5\u5177\u4ea4\u4e92\uff0c\u6216\u5728\u6784\u5efa\u9700\u8981\u6267\u884c\u591a\u6b65\u63a8\u7406\u5e76\u7ef4\u62a4\u72b6\u6001\u7684 Agentic \u7cfb\u7edf\u65f6\uff0c\u4f7f\u7528\u8be5\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p><strong>\u63d0\u793a\u94fe\u6a21\u5f0f\uff1aAgents \u4ece\u7528\u6237\u63a5\u6536\u4e00\u7cfb\u5217\u63d0\u793a\uff0c\u6bcf\u4e2a Agent \u7684\u8f93\u51fa\u4f5c\u4e3a\u94fe\u4e2d\u4e0b\u4e00\u4e2a Agent \u7684\u8f93\u5165\u3002<\/strong>&nbsp;<img decoding=\"async\" src=\"https:\/\/p9-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/383964664855408287a7f5bd72dbafc3~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgVGlueV9SZWFjdA==:q75.awebp?rk3s=f64ab15b&amp;x-expires=1761275613&amp;x-signature=t%2BJ2BSUcKMQTk%2BUbHUYPHfI3D18%3D\" alt=\"image.png\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5173\u952e\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u793a\u94fe\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u66f4\u5c0f\u3001\u66f4\u805a\u7126\u7684\u6b65\u9aa4\u3002\u8fd9\u6709\u65f6\u4e5f\u88ab\u79f0\u4e3a Pipeline \u6a21\u5f0f\u3002<\/li>\n\n\n\n<li>\u94fe\u4e2d\u7684\u6bcf\u4e00\u6b65\u90fd\u6d89\u53ca\u4e00\u6b21 LLM \u8c03\u7528\u6216\u5904\u7406\u903b\u8f91\uff0c\u5e76\u4f7f\u7528\u4e0a\u4e00\u6b65\u7684\u8f93\u51fa\u4f5c\u4e3a\u8f93\u5165\u3002<\/li>\n\n\n\n<li>\u8fd9\u79cd\u6a21\u5f0f\u63d0\u5347\u4e86\u4e0e\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u590d\u6742\u4ea4\u4e92\u65f6\u7684\u53ef\u9760\u6027\u548c\u53ef\u7ba1\u7406\u6027\u3002<\/li>\n\n\n\n<li>\u50cf LangChain\/LangGraph \u548c Google ADK \u8fd9\u6837\u7684\u6846\u67b6\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\u6765\u5b9a\u4e49\u3001\u7ba1\u7406\u548c\u6267\u884c\u8fd9\u4e9b\u591a\u6b65\u9aa4\u5e8f\u5217\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u603b\u7ed3<\/h3>\n\n\n\n<p>\u901a\u8fc7\u5c06\u590d\u6742\u95ee\u9898\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u66f4\u7b80\u5355\u3001\u66f4\u6613\u7ba1\u7406\u7684\u5b50\u4efb\u52a1\uff0c\u63d0\u793a\u94fe\u4e3a\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u6846\u67b6\u3002\u8fd9\u79cd\u201c\u5206\u800c\u6cbb\u4e4b\u201d\u7684\u7b56\u7565\u901a\u8fc7\u8ba9\u6a21\u578b\u4e00\u6b21\u4e13\u6ce8\u4e8e\u4e00\u4e2a\u5177\u4f53\u64cd\u4f5c\uff0c\u663e\u8457\u63d0\u5347\u4e86\u8f93\u51fa\u7684\u53ef\u9760\u6027\u4e0e\u53ef\u63a7\u6027\u3002\u4f5c\u4e3a\u4e00\u79cd\u57fa\u7840\u6a21\u5f0f\uff0c\u5b83\u4f7f\u5f97\u80fd\u591f\u5f00\u53d1\u51fa\u5177\u5907\u591a\u6b65\u63a8\u7406\u3001\u5de5\u5177\u96c6\u6210\u548c\u72b6\u6001\u7ba1\u7406\u80fd\u529b\u7684\u590d\u6742 AI \u4ee3\u7406\u3002\u6700\u7ec8\uff0c\u638c\u63e1\u63d0\u793a\u94fe\u5bf9\u4e8e\u6784\u5efa\u5065\u58ee\u3001\u5177\u5907\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u3001\u5e76\u80fd\u6267\u884c\u8fdc\u8d85\u5355\u4e00\u63d0\u793a\u80fd\u529b\u7684\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u7cfb\u7edf\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p><br>\u6587\u7ae0\u6765\u6e90\uff1ahttps:\/\/juejin.cn\/post\/7561746999006658598<br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6982\u89c8 \u63d0\u793a\u94fe\uff08\u6709\u65f6\u4e5f\u79f0\u4e3a Pipeline \u6a21\u5f0f\uff09\u662f\u5728\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21&#46;&#46;&#46;<\/p>\n","protected":false},"author":2,"featured_media":352,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18],"tags":[41,44],"class_list":["post-311","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tools","tag-llms","tag-44"],"_links":{"self":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/311","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/comments?post=311"}],"version-history":[{"count":1,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/311\/revisions"}],"predecessor-version":[{"id":312,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/311\/revisions\/312"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media\/352"}],"wp:attachment":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media?parent=311"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/categories?post=311"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/tags?post=311"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}