{"id":72750,"date":"2026-02-06T13:42:11","date_gmt":"2026-02-06T05:42:11","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/72750.html"},"modified":"2026-02-06T13:42:11","modified_gmt":"2026-02-06T05:42:11","slug":"%e4%bc%a0%e7%bb%9f%e8%80%81%e6%97%a7%e7%b3%bb%e7%bb%9f%e7%9a%84ai-%e6%b6%85%e6%a7%83%ef%bc%9a%e4%bb%8e%e9%9b%b6%e6%9e%84%e5%bb%ba%e4%bc%81%e4%b8%9a%e7%ba%a7-agent-%e9%9b%86%e7%be%a4","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/72750.html","title":{"rendered":"\u4f20\u7edf\u8001\u65e7\u7cfb\u7edf\u7684\u201cAI \u6d85\u69c3\u201d\uff1a\u4ece\u96f6\u6784\u5efa\u4f01\u4e1a\u7ea7 Agent \u96c6\u7fa4\u5b9e\u6218\u6307\u5357"},"content":{"rendered":"<h3>\u4e00\u3001 \u7ad9\u5728\u5341\u5b57\u8def\u53e3&#xff1a;\u8001\u65e7\u7cfb\u7edf\u7684\u201cAI \u7126\u8651\u201d<\/h3>\n<p>\u5728\u5f88\u591a\u4f01\u4e1a\u4e2d&#xff0c;\u652f\u6491\u6838\u5fc3\u4e1a\u52a1\u7684\u5f80\u5f80\u662f\u90a3\u4e9b\u8fd0\u884c\u4e86 5 \u5e74\u300110 \u5e74\u751a\u81f3\u66f4\u4e45\u7684\u201c\u8001\u7cfb\u7edf\u201d\u3002\u5b83\u4eec\u53ef\u80fd\u662f\u4e00\u5957\u590d\u6742\u7684 ERP\u3001\u4e00\u5957\u529f\u80fd\u81c3\u80bf\u7684 OA&#xff0c;\u6216\u8005\u662f\u4e00\u5957\u5806\u6ee1\u4e86\u4e1a\u52a1\u903b\u8f91\u7684\u8fdb\u9500\u5b58\u8f6f\u4ef6\u3002<\/p>\n<p>\u4f5c\u4e3a\u8fd9\u4e9b\u7cfb\u7edf\u7684\u5f00\u53d1\u8005\u6216\u7ef4\u62a4\u8005&#xff0c;\u4f60\u662f\u5426\u9762\u4e34\u4ee5\u4e0b\u56f0\u5883&#xff1a;<\/p>\n<ul>\n<li>\u62a5\u8868\u5730\u72f1&#xff1a;\u8001\u677f\u60f3\u8981\u4e00\u4e2a\u65b0\u7684\u7edf\u8ba1\u7ef4\u5ea6&#xff0c;\u4f60\u9700\u8981\u6539 SQL\u3001\u52a0 Controller\u3001\u753b\u524d\u7aef\u56fe\u8868&#xff0c;\u5fd9\u6d3b\u4e09\u5929&#xff0c;\u7ed3\u679c\u8001\u677f\u53ea\u770b\u4e86\u4e00\u773c\u3002<\/li>\n<li>\u6570\u636e\u5b64\u5c9b&#xff1a;\u7cfb\u7edf\u91cc\u5b58\u4e86\u6210\u5343\u4e0a\u4e07\u4efd PDF \u5408\u540c\u548c Word 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\u5927\u6a21\u578b&#xff0c;\u624b\u628a\u624b\u6559\u4f60\u5982\u4f55\u5728\u4e00\u5957\u4f20\u7edf Spring Boot \u67b6\u6784\u4e0a&#xff0c;\u201c\u63d2\u201d\u5165\u4e00\u9897 AI \u6838\u5fc3&#xff0c;\u8ba9\u5b83\u4ece\u4e00\u4e2a\u201c\u6253\u5b57\u673a\u201d\u8fdb\u5316\u4e3a\u80fd\u601d\u8003\u3001\u80fd\u5ba1\u8ba1\u3001\u80fd\u5206\u6790\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001 \u65c1\u8def\u5f0f\u67b6\u6784&#xff1a;\u8001\u7cfb\u7edf\u96c6\u6210 AI \u7684\u6700\u4f18\u89e3<\/h3>\n<p>\u5728\u5bf9\u751f\u4ea7\u7cfb\u7edf\u8fdb\u884c\u6539\u9020\u65f6&#xff0c;\u6700\u5fcc\u8bb3\u7684\u662f\u201c\u63a8\u5012\u91cd\u6765\u201d\u6216\u201c\u5f3a\u4fb5\u5165\u6539\u9020\u201d\u3002\u6211\u4eec\u8981\u50cf\u5b89\u88c5\u5916\u6302\u6a21\u5757\u4e00\u6837&#xff0c;\u91c7\u7528\u65c1\u8def\u5f0f\u6269\u5c55\u67b6\u6784\u3002<\/p>\n<h4>1. \u6280\u672f\u9009\u578b&#xff1a;\u79c1\u6709\u5316\u662f\u552f\u4e00\u5e95\u7ebf<\/h4>\n<p>\u5bf9\u4e8e\u4f01\u4e1a\u7ea7\u7cfb\u7edf&#xff0c;\u6570\u636e\u5b89\u5168\u9ad8\u4e8e\u4e00\u5207\u3002\u6211\u4eec\u62d2\u7edd\u4f7f\u7528\u4efb\u4f55\u516c\u6709\u4e91\u5546\u4e1a API&#xff0c;\u6240\u6709\u793a\u4f8b\u5747\u57fa\u4e8e&#xff1a;<\/p>\n<ul>\n<li>Ollama&#xff1a;\u4f5c\u4e3a\u672c\u5730\u5927\u6a21\u578b\u8fd0\u884c\u73af\u5883\u3002<\/li>\n<li>DeepSeek-R1 (7B\/14B)&#xff1a;\u4f5c\u4e3a\u6838\u5fc3\u63a8\u7406\u5927\u8111\u3002<\/li>\n<li>Spring AI&#xff1a;\u4f5c\u4e3a Java \u540e\u7aef\u4e0e\u6a21\u578b\u4ea4\u4e92\u7684\u6807\u51c6\u9002\u914d\u5c42\u3002<\/li>\n<\/ul>\n<h4>2. \u6838\u5fc3\u57fa\u7840\u8bbe\u65bd&#xff1a;\u5ba1\u8ba1\u65e5\u5fd7\u8bbe\u8ba1<\/h4>\n<p>AI \u7684\u8f93\u51fa\u5177\u6709\u968f\u673a\u6027&#xff0c;\u56e0\u6b64\u5728\u8001\u7cfb\u7edf\u96c6\u6210 AI \u7684\u7b2c\u4e00\u6b65&#xff0c;\u4e0d\u662f\u5199 Prompt&#xff0c;\u800c\u662f\u5efa\u7acb\u5ba1\u8ba1\u4f53\u7cfb\u3002\u6211\u4eec\u9700\u8981\u8bb0\u5f55\u6bcf\u4e00\u6b21 AI \u8c03\u7528\u7684\u201c\u601d\u8003\u8fc7\u7a0b\u201d&#xff08;Thinking Process&#xff09;\u3001\u8017\u65f6\u4ee5\u53ca Token \u6d88\u8017\u3002<\/p>\n<p>\u4ee3\u7801\u793a\u4f8b&#xff1a;\u901a\u7528 AI \u5ba1\u8ba1\u6a21\u578b&#xff08;\u8131\u654f\u91cd\u6784&#xff09;<\/p>\n<p><span class=\"token comment\">\/**<br \/>\n * \u4e3a\u4ec0\u4e48\u9700\u8981\u5ba1\u8ba1\u65e5\u5fd7&#xff1f;<br \/>\n * 1. \u76d1\u63a7 AI \u662f\u5426\u5728\u778e\u8bf4&#xff08;\u5e7b\u89c9&#xff09;\u3002<br \/>\n * 2. \u63a8\u7406\u6a21\u578b&#xff08;\u5982 DeepSeek-R1&#xff09;\u7684 thinking \u8fc7\u7a0b\u662f\u4f18\u5316 Prompt \u7684\u6838\u5fc3\u4f9d\u636e\u3002<br \/>\n * 3. \u7edf\u8ba1\u672c\u5730\u8d44\u6e90\u7684\u6d88\u8017\u60c5\u51b5\u3002<br \/>\n *\/<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Data<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;TableName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;infra_ai_audit&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AiAuditLog<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;TableId<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">Long<\/span> id<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u4e1a\u52a1\u573a\u666f&#xff1a;\u5982\u201c\u5408\u540c\u95ee\u7b54\u201d\u3001\u201c\u667a\u80fd\u8865\u8d27\u201d<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">String<\/span> scene<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u7528\u6237\u8f93\u5165\u7684\u539f\u59cb\u95ee\u9898<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">String<\/span> userPrompt<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ AI \u7684\u601d\u8003\u8fc7\u7a0b&#xff08;\u9488\u5bf9\u63a8\u7406\u6a21\u578b&#xff09;<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">String<\/span> aiThinking<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ AI \u7684\u6700\u7ec8\u56de\u7b54\u5185\u5bb9<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">String<\/span> aiResponse<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u6d88\u8017\u65f6\u95f4&#xff08;\u6beb\u79d2&#xff09;<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">Long<\/span> durationMs<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u72b6\u6001&#xff1a;0-\u6210\u529f&#xff0c;1-\u5f02\u5e38<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">Integer<\/span> status<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">LocalDateTime<\/span> createTime<span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<hr \/>\n<h3>\u4e09\u3001 \u5b9e\u6218\u9884\u89c8&#xff1a;\u6211\u4eec\u5c06\u5982\u4f55\u6539\u9020\u4f60\u7684\u7cfb\u7edf&#xff1f;<\/h3>\n<p>\u5728\u672c\u5408\u96c6\u7684\u540e\u7eed\u7bc7\u7ae0\u4e2d&#xff0c;\u6211\u4eec\u5c06\u6df1\u5165\u4ee5\u4e0b\u6838\u5fc3\u4e1a\u52a1\u573a\u666f&#xff1a;<\/p>\n<h4>1. \u8d4b\u4e88\u7cfb\u7edf\u201c\u8bed\u4e49\u68c0\u7d22\u201d\u80fd\u529b (RAG)<\/h4>\n<p>\u6211\u4eec\u5c06\u628a\u7cfb\u7edf\u91cc\u6c89\u7761\u7684 PDF \u9644\u4ef6\u63d0\u53d6\u51fa\u6765&#xff0c;\u5207\u7247\u5b58\u5165\u5411\u91cf\u6570\u636e\u5e93&#xff08;MySQL \u6269\u5c55\u6216 pgvector&#xff09;\u3002<br \/>\n\u6548\u679c&#xff1a;\u7528\u6237\u95ee&#xff1a;\u201c\u516c\u53f8\u53bb\u5e74\u8ddf\u5eb7\u6cf0\u533b\u7597\u7b7e\u7684\u8865\u5145\u534f\u8bae\u91cc&#xff0c;\u8fdd\u7ea6\u91d1\u662f\u600e\u4e48\u5b9a\u7684&#xff1f;\u201d AI \u76f4\u63a5\u7ffb\u51fa\u5408\u540c\u5e76\u56de\u7b54\u3002<\/p>\n<h4>2. \u8ba9\u8d22\u52a1\u548c\u9500\u552e\u201c\u95ee\u201d\u51fa\u62a5\u8868 (Text-to-SQL)<\/h4>\n<p>\u901a\u8fc7 Schema Linking \u6280\u672f&#xff0c;\u8ba9 AI \u7406\u89e3\u4f60\u7684\u6570\u636e\u5e93\u7ed3\u6784\u3002<br \/>\n\u793a\u4f8b\u4ee3\u7801&#xff1a;\u9632\u6b62 AI \u5220\u5e93\u7684 SQL \u6821\u9a8c\u5668\u601d\u8def<\/p>\n<p><span class=\"token comment\">\/**<br \/>\n * \u751f\u4ea7\u7ea7\u5b89\u5168&#xff1a;\u9632\u6b62 AI \u6267\u884c DDL \u6216 DML \u8bed\u53e5<br \/>\n *\/<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SqlSafetyChecker<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">checkSelectOnly<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> generatedSql<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u4f7f\u7528 JSQLParser \u89e3\u6790 SQL<\/span><br \/>\n        <span class=\"token class-name\">Statement<\/span> statement <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">CCJSqlParserUtil<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">parse<\/span><span class=\"token punctuation\">(<\/span>generatedSql<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span><span class=\"token punctuation\">(<\/span>statement <span class=\"token keyword\">instanceof<\/span> <span class=\"token class-name\">Select<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">throw<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">SecurityException<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5371\u9669\u64cd\u4f5c&#xff01;AI \u8bd5\u56fe\u6267\u884c\u975e\u67e5\u8be2\u6307\u4ee4\u3002&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br 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