{"id":121876,"date":"2026-11-03T22:24:51","date_gmt":"2026-11-03T14:24:51","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/121876.html"},"modified":"2026-11-03T22:24:51","modified_gmt":"2026-11-03T14:24:51","slug":"day90-java%e5%90%8e%e7%ab%af%e5%b7%a5%e7%a8%8b%e5%b8%88%e7%9a%84ai%e6%97%b6%e4%bb%a3%e7%ab%9e%e4%ba%89%e5%8a%9b%e5%9c%b0%e5%9b%be","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/121876.html","title":{"rendered":"Day90-Java\u540e\u7aef\u5de5\u7a0b\u5e08\u7684AI\u65f6\u4ee3\u7ade\u4e89\u529b\u5730\u56fe"},"content":{"rendered":"<p>\u8fd9\u5957\u4e13\u680f\u8d70\u5230\u4eca\u5929&#xff1a;\u6b63\u7bc7 90 \u7bc7\u6253\u5e95&#xff0c;\u7eed\u96c6\u300aAI \u5de5\u7a0b\u5316\u6df1\u6c34\u533a\u300b60 \u7bc7\u63a5\u7740\u5f80\u751f\u4ea7\u7ea7\u8d70&#xff0c;\u52a0\u8d77\u6765 150 \u7bc7\u300122 \u4e2a\u9636\u6bb5\u3002\u4f60\u73b0\u5728\u7684\u4f4d\u7f6e\u548c\u8981\u53bb\u7684\u5730\u65b9&#xff0c;\u90fd\u5728\u8fd9\u5f20\u56fe\u91cc&#xff1a;<img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103142446-6ae9eeae0d3c5.png\" \/><\/p>\n<p>\u4e0a\u534a\u90e8\u5206\u662f\u6b63\u7bc7\u2014\u2014\u524d 8 \u4e2a\u9636\u6bb5&#xff08;Day 1-56&#xff09;\u628a\u540e\u7aef\u57fa\u672c\u529f\u592f\u5b9e&#xff0c;\u4e2d\u95f4 4 \u4e2a\u9636\u6bb5&#xff08;Day 57-86&#xff09;\u4ece\u4e91\u539f\u751f\u5207\u8fdb\u5927\u6a21\u578b\u3001RAG \u548c Agent&#xff0c;\u6700\u540e 4 \u7bc7\u7528\u6536\u5b98\u9879\u76ee\u628a\u80fd\u529b\u4e32\u8d77\u6765&#xff1b;\u4e0b\u534a\u90e8\u5206\u662f\u7eed\u96c6\u2014\u2014\u6b63\u7bc7\u89e3\u51b3&#034;\u80fd\u4e0d\u80fd\u8dd1\u8d77\u6765&#034;&#xff0c;\u7eed\u96c6\u89e3\u51b3&#034;\u6562\u4e0d\u6562\u4e0a\u751f\u4ea7&#034;&#xff1a;Agent \u5de5\u7a0b\u5316\u3001RAG \u6df1\u6c34\u533a\u3001\u6a21\u578b\u63a8\u7406\u3001AI \u5de5\u7a0b\u5e95\u5ea7\u3001\u6570\u636e\u5de5\u7a0b\u3001\u67b6\u6784\u5e08\u8fdb\u9636\u3002\u5e95\u90e8\u56db\u7ea7\u53f0\u9636&#xff0c;\u5c31\u662f\u8bfb\u8005\u7684\u6210\u957f\u8def\u5f84&#xff1a;\u4f1a\u7528\u6846\u67b6 \u2192 \u4f1a\u8c03\u5927\u6a21\u578b \u2192 \u80fd\u843d\u5730 AI \u5e94\u7528 \u2192 \u6562\u4e0a\u751f\u4ea7\u3001\u80fd\u67b6\u6784\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001AI \u65f6\u4ee3\u540e\u7aef\u5de5\u7a0b\u5e08\u7684\u4e09\u5c42\u80fd\u529b\u5730\u56fe<\/h3>\n<p style=\"text-align:center\">\u6211\u628a\u8fd9 90 \u7bc7\u8986\u76d6\u7684\u80fd\u529b\u5206\u6210\u4e09\u5c42\u3002\u4e0d\u662f\u804c\u4f4d\u7b49\u7ea7&#xff0c;\u800c\u662f&#034;\u4f60\u80fd\u72ec\u7acb\u641e\u5b9a\u591a\u5927\u7684 AI \u5de5\u7a0b\u95ee\u9898&#034;\u3002<img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103142447-6ae9eeaf43fce.png\" \/><\/p>\n<p>\u56fe 2 \u600e\u4e48\u770b&#xff1a;\u7b2c\u4e00\u5c42\u662f\u5730\u57fa\u2014\u2014\u80fd\u8c03\u7528\u6a21\u578b API\u3001\u7406\u89e3 Token \u4e0e\u6210\u672c&#xff0c;Day 26 \u63a5\u5165 Spring AI \u65f6\u4f60\u5176\u5b9e\u5df2\u7ecf\u7ad9\u4e0a\u6765\u4e86&#xff1b;\u7b2c\u4e8c\u5c42\u662f\u4e3b\u6218\u573a\u2014\u2014\u628a\u5927\u6a21\u578b\u80fd\u529b\u5c01\u88c5\u6210\u53ef\u4e0a\u7ebf\u7684\u4e1a\u52a1\u63a5\u53e3&#xff0c;RAG\u3001Function Calling\u3001\u6d41\u5f0f\u63a5\u53e3\u90fd\u5728\u8fd9\u4e00\u5c42&#xff1b;\u7b2c\u4e09\u5c42\u662f\u89c6\u89d2\u2014\u2014\u6210\u672c\u3001\u5ef6\u8fdf\u3001\u5e7b\u89c9\u3001\u5408\u89c4\u8fd9\u56db\u4e2a\u8bcd&#xff0c;\u51b3\u5b9a\u4f60\u7684\u6280\u672f\u65b9\u6848\u80fd\u4e0d\u80fd\u6d3b\u8fc7\u4e0a\u7ebf\u7b2c\u4e00\u5468\u3002\u6bcf\u5c42\u53f3\u4fa7\u6807\u4e86\u5bf9\u5e94\u7684\u6587\u7ae0\u533a\u95f4&#xff0c;\u54ea\u5c42\u865a&#xff0c;\u5c31\u56de\u53bb\u7ffb\u54ea\u5c42\u3002<\/p>\n<p>\u5927\u90e8\u5206 2~5 \u5e74 Java \u5f00\u53d1\u8005&#xff0c;\u7b2c\u4e00\u5c42\u5df2\u7ecf\u6709\u4e00\u534a\u4e86\u2014\u2014\u4f60\u4f1a\u5199\u63a5\u53e3\u3001\u4f1a\u63a5 SDK\u3001\u4f1a\u7528 Spring Boot\u3002\u771f\u6b63\u5361\u4eba\u7684\u662f\u7b2c\u4e8c\u5c42&#xff1a;\u600e\u4e48\u628a&#034;\u8c03\u7528\u5927\u6a21\u578b&#034;\u53d8\u6210&#034;\u53ef\u7ef4\u62a4\u7684\u4e1a\u52a1\u80fd\u529b&#034;\u3002<\/p>\n<p>\u7b2c\u4e09\u5c42\u4e0d\u662f\u8ba9\u4f60\u9a6c\u4e0a\u505a\u67b6\u6784\u5e08&#xff0c;\u800c\u662f\u8ba9\u4f60\u6709\u67b6\u6784\u5e08\u7684\u89c6\u89d2\u3002\u56e0\u4e3a AI \u7cfb\u7edf\u91cc&#xff0c;\u6210\u672c\u3001\u5ef6\u8fdf\u3001\u5e7b\u89c9\u3001\u5408\u89c4\u8fd9\u56db\u4e2a\u8bcd&#xff0c;\u4f1a\u53cd\u8fc7\u6765\u51b3\u5b9a\u4f60\u7684\u6280\u672f\u65b9\u6848\u80fd\u4e0d\u80fd\u6d3b\u8fc7\u4e0a\u7ebf\u7b2c\u4e00\u5468\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u81ea\u6d4b&#xff1a;\u4f60\u76ee\u524d\u5728\u7b2c\u51e0\u5c42&#xff1f;<\/h3>\n<p>\u522b\u51ed\u611f\u89c9\u3002\u6211\u5199\u4e86\u4e00\u4e2a\u6700\u5c0f\u5316\u7684\u80fd\u529b\u81ea\u8bc4\u5de5\u5177&#xff0c;\u628a 90 \u5929\u91cc\u7684\u5173\u952e\u80fd\u529b\u70b9\u5217\u51fa\u6765&#xff0c;\u4f60\u81ea\u5df1\u6253\u5206\u3002<\/p>\n<p>\/\/ CompetencyRadar.java \u2014\u2014 JDK 17<br \/>\n\/\/ \u7528\u9014&#xff1a;\u7ed9\u81ea\u5df1\u505a\u4e00\u6b21 AI \u5de5\u7a0b\u80fd\u529b\u4f53\u68c0&#xff0c;\u6ee1\u5206 100<br \/>\n\/\/ \u4f9d\u8d56&#xff1a;\u65e0&#xff0c;\u7eaf Java \u6807\u51c6\u5e93<br \/>\nimport java.util.Arrays;<br \/>\nimport java.util.List;<br \/>\n\u200b<br \/>\npublic class CompetencyRadar {<br \/>\n\u200b<br \/>\n \u00a0 \u00a0enum Dimension {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0\/\/ \u7b2c\u4e00\u5c42&#xff1a;\u57fa\u7840<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0JAVA_CORE(&#034;Java \u6838\u5fc3\/JVM\/\u5e76\u53d1&#034;, 10),<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0SPRING_ECOSYSTEM(&#034;Spring Boot\/Spring Cloud&#034;, 10),<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0DB_REDIS(&#034;MySQL\/Redis\/\u6d88\u606f\u961f\u5217&#034;, 10),<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0LLM_BASICS(&#034;Transformer\/Token\/\u6a21\u578b\u9009\u578b&#034;, 10),<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0\/\/ \u7b2c\u4e8c\u5c42&#xff1a;\u5e94\u7528<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0PROMPT_ENGINEERING(&#034;Prompt \u5de5\u7a0b\u4e0e\u7248\u672c\u7ba1\u7406&#034;, 10),<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0RAG(&#034;RAG&#xff1a;\u6587\u6863\u5904\u7406\u2192\u5411\u91cf\u68c0\u7d22\u2192\u589e\u5f3a\u751f\u6210&#034;, 15),<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0FUNCTION_CALLING(&#034;Function Calling \/ Tool Use&#034;, 10),<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0STREAMING_API(&#034;\u6d41\u5f0f\u63a5\u53e3 SSE\/WebFlux \u8bbe\u8ba1&#034;, 10),<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0\/\/ \u7b2c\u4e09\u5c42&#xff1a;\u67b6\u6784<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0COST_OBSERVABILITY(&#034;Token \u6210\u672c\u4e0e\u53ef\u89c2\u6d4b\u6027&#034;, 10),<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0AI_SECURITY(&#034;AI \u5b89\u5168\/\u5408\u89c4\/\u964d\u7ea7\u9884\u6848&#034;, 5);<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0final String label;<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0final int maxScore;<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0Dimension(String label, int maxScore) {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0this.label &#061; label;<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0this.maxScore &#061; maxScore;<br \/>\n \u00a0 \u00a0 \u00a0  }<br \/>\n \u00a0  }<br \/>\n\u200b<br \/>\n \u00a0 \u00a0\/** \u7ed9\u81ea\u5df1\u6bcf\u4e2a\u7ef4\u5ea6\u6253\u5206&#xff0c;0 ~ maxScore *\/<br \/>\n \u00a0 \u00a0public static void evaluate(int[] scores) {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0if (scores.length !&#061; Dimension.values().length) {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0throw new IllegalArgumentException(&#034;\u5206\u6570\u6570\u7ec4\u957f\u5ea6\u5fc5\u987b\u7b49\u4e8e\u7ef4\u5ea6\u6570\u91cf&#034;);<br \/>\n \u00a0 \u00a0 \u00a0  }<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0int total &#061; 0;<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0int maxTotal &#061; 0;<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0Dimension[] dims &#061; Dimension.values();<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0System.out.println(&#034;&#061;&#061;&#061;&#061;&#061; AI \u5de5\u7a0b\u80fd\u529b\u81ea\u8bc4 &#061;&#061;&#061;&#061;&#061;&#034;);<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0for (int i &#061; 0; i &lt; dims.length; i&#043;&#043;) {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Dimension d &#061; dims[i];<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0int s &#061; Math.min(Math.max(scores[i], 0), d.maxScore);<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0total &#043;&#061; s;<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0maxTotal &#043;&#061; d.maxScore;<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0String bar &#061; &#034;\u2588&#034;.repeat(s \/ 2) &#043; &#034;\u2591&#034;.repeat((d.maxScore &#8211; s) \/ 2);<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0System.out.printf(&#034;%-30s %s %2d\/%d%n&#034;, d.label, bar, s, d.maxScore);<br \/>\n \u00a0 \u00a0 \u00a0  }<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0System.out.printf(&#034;%n\u603b\u5206: %d \/ %d (%.1f%%)%n&#034;, total, maxTotal, 100.0 * total \/ maxTotal);<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0\/\/ \u7b80\u5355\u5206\u5c42\u5224\u65ad<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0if (total &lt; 35) {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0System.out.println(&#034;\u5efa\u8bae&#xff1a;\u5148\u8865\u7b2c\u4e00\u5c42\u57fa\u7840&#xff0c;\u522b\u6025\u7740\u8ffd RAG\u3002&#034;);<br \/>\n \u00a0 \u00a0 \u00a0  } else if (total &lt; 70) {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0System.out.println(&#034;\u5efa\u8bae&#xff1a;\u7b2c\u4e8c\u5c42\u662f\u4f60\u7684\u4e3b\u6218\u573a&#xff0c;\u6311\u4e00\u4e2a RAG \u6216 Function Calling \u9879\u76ee\u505a\u5230\u4e0a\u7ebf\u3002&#034;);<br \/>\n \u00a0 \u00a0 \u00a0  } else {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0System.out.println(&#034;\u5efa\u8bae&#xff1a;\u4f60\u5df2\u7ecf\u80fd\u72ec\u7acb\u505a AI \u5e94\u7528&#xff0c;\u4e0b\u4e00\u6b65\u662f\u591a\u6a21\u578b\u7f51\u5173\u3001\u6210\u672c\u53ef\u89c2\u6d4b\u4e0e\u5408\u89c4\u3002&#034;);<br \/>\n \u00a0 \u00a0 \u00a0  }<br \/>\n \u00a0  }<br \/>\n\u200b<br \/>\n \u00a0 \u00a0public static void main(String[] args) {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0\/\/ \u793a\u4f8b&#xff1a;\u4e00\u4e2a\u5de5\u4f5c 3 \u5e74\u7684 Java \u540e\u7aef&#xff0c;\u521a\u5b66\u5b8c Spring AI \u7684\u5178\u578b\u5206\u6570<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0int[] sampleScores &#061; {8, 8, 7, 5, 5, 6, 4, 5, 3, 2};<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0evaluate(sampleScores);<br \/>\n \u00a0  }<br \/>\n}<\/p>\n<p>\u8dd1\u4e00\u904d\u8fd9\u4e2a\u7a0b\u5e8f&#xff0c;\u628a sampleScores \u6362\u6210\u4f60\u81ea\u5df1\u7684\u771f\u5b9e\u5206\u6570\u3002\u4f4e\u4e8e 60 \u5206\u4e0d\u4e22\u4eba&#xff0c;\u4e22\u4eba\u7684\u662f\u4e0d\u6562\u627f\u8ba4\u81ea\u5df1\u5728\u54ea\u5f31\u3002<\/p>\n<p>\u6211\u7ed9\u81ea\u5df1\u6253\u8fc7\u5206&#xff1a;RAG \u548c Prompt \u5de5\u7a0b\u80fd\u5230 8 \u5206\u4ee5\u4e0a&#xff0c;\u4f46 AI \u5b89\u5168\u548c\u5408\u89c4\u53ea\u6709 5 \u5206\u3002\u8fd9\u5c31\u662f\u63a5\u4e0b\u6765\u534a\u5e74\u6211\u8981\u8865\u7684\u5730\u65b9\u3002<\/p>\n<p>\u7528\u793a\u4f8b\u5206\u6570\u8dd1\u51fa\u6765\u7684\u96f7\u8fbe\u957f\u8fd9\u6837&#xff08;\u4e3b\u89c2\u81ea\u8bc4&#xff0c;\u975e\u5b9e\u6d4b\u503c&#xff09;&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103142448-6ae9eeb0c8ff0.png\" \/><\/p>\n<p>\u56fe 3 \u600e\u4e48\u770b&#xff1a;\u84dd\u8272\u5b9e\u7ebf\u662f\u4e00\u4e2a&#034;3 \u5e74 Java \u540e\u7aef\u3001\u521a\u5b66\u5b8c Spring AI&#034;\u7684\u5178\u578b\u753b\u50cf\u2014\u2014\u4f20\u7edf\u540e\u7aef\u56db\u9879&#xff08;Java \u6838\u5fc3\u3001Spring\u3001\u6570\u636e\u5e93\u3001\u6d88\u606f\u961f\u5217&#xff09;\u90fd\u5728 70%~80%&#xff0c;\u4f46\u4e00\u8fdb AI \u533a\u5c31\u584c\u4e0b\u53bb\u4e86&#xff1a;RAG \u53ea\u62ff\u5230 6\/15\u3001Function Calling 4\/10\u3001AI \u5b89\u5168\u5408\u89c4\u66f4\u662f\u53ea\u6709 2\/5\u3002\u6a59\u8272\u865a\u7ebf\u662f 60% \u53c2\u8003\u7ebf&#xff0c;\u51f9\u9677\u6700\u6df1\u7684\u5730\u65b9&#xff0c;\u5c31\u662f\u4f60\u63a5\u4e0b\u6765\u8be5\u6295\u5165\u7684\u5730\u65b9\u3002<\/p>\n<p>\u6d4b\u5b8c\u5206&#xff0c;\u76f4\u63a5\u5bf9\u7167\u4e0b\u9762\u7684\u5904\u65b9\u5f00\u836f&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103142449-6ae9eeb14a476.png\" \/>\u56fe 4 \u548c CompetencyRadar \u91cc\u7684\u4e09\u6863\u5224\u65ad\u4e00\u4e00\u5bf9\u5e94&#xff1a;35 \u5206\u4ee5\u4e0b\u8865\u5730\u57fa&#xff0c;35~70 \u5206\u6b7b\u78d5\u4e00\u4e2a\u4e0a\u7ebf\u9879\u76ee&#xff0c;70 \u5206\u4ee5\u4e0a\u5f80\u6210\u672c\u53ef\u89c2\u6d4b\u548c\u5408\u89c4\u8d70\u3002\u522b\u8df3\u6863&#xff0c;\u5730\u57fa\u4e0d\u7a33\u8d8a\u5f80\u4e0a\u8d8a\u6643\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u9762\u8bd5\u9ad8\u9891 AI \u9898&#xff1a;\u4e0d\u662f\u8003\u4f60\u80cc\u6982\u5ff5&#xff0c;\u662f\u8003\u4f60\u6709\u6ca1\u6709\u771f\u7684\u505a\u8fc7<\/h3>\n<p>\u6700\u8fd1\u9762\u4e86\u51e0\u4e2a\u5019\u9009\u4eba\u5728\u804a AI \u9879\u76ee&#xff0c;\u53d1\u73b0\u5f88\u591a\u4eba\u80fd\u8bf4\u51fa&#034;RAG \u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#034;&#xff0c;\u4f46\u4e00\u5230\u7ec6\u8282\u5c31\u9732\u9985\u3002\u4e0b\u9762\u4e24\u9053\u9898&#xff0c;\u662f 2025~2026 \u5e74 Java \u540e\u7aef\u8f6c AI \u5de5\u7a0b\u7684\u9ad8\u9891\u9898\u3002<\/p>\n<h4>\u9898 1&#xff1a;\u624b\u5199\u4e00\u4e2a\u6700\u5c0f RAG \u6d41\u7a0b<\/h4>\n<p>\u9762\u8bd5\u5b98\u4e0d\u662f\u8981\u4f60\u80cc Spring AI \u7684\u7c7b\u540d&#xff0c;\u662f\u8981\u770b\u4f60\u77e5\u4e0d\u77e5\u9053 RAG \u7684&#034;\u6570\u636e\u98de\u8f6e&#034;\u957f\u4ec0\u4e48\u6837\u3002<\/p>\n<p>\/\/ RagMiniAnswer.java \u2014\u2014 JDK 17 &#043; Spring AI 1.0<br \/>\n\/\/ \u9762\u8bd5\u8003\u70b9&#xff1a;\u6587\u6863\u5207\u7247\u3001Embedding\u3001\u5411\u91cf\u68c0\u7d22\u3001Prompt \u589e\u5f3a<br \/>\nimport org.springframework.ai.chat.client.ChatClient;<br \/>\nimport org.springframework.ai.document.Document;<br \/>\nimport org.springframework.ai.embedding.EmbeddingModel;<br \/>\nimport org.springframework.ai.vectorstore.VectorStore;<br \/>\nimport org.springframework.stereotype.Service;<br \/>\nimport java.util.List;<br \/>\nimport java.util.stream.Collectors;<br \/>\n\u200b<br \/>\n&#064;Service<br \/>\npublic class RagMiniAnswer {<br \/>\n\u200b<br \/>\n \u00a0 \u00a0private final EmbeddingModel embeddingModel;<br \/>\n \u00a0 \u00a0private final VectorStore vectorStore;<br \/>\n \u00a0 \u00a0private final ChatClient chatClient;<br \/>\n\u200b<br \/>\n \u00a0 \u00a0public RagMiniAnswer(EmbeddingModel embeddingModel,<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 VectorStore vectorStore,<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 ChatClient chatClient) {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0this.embeddingModel &#061; embeddingModel;<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0this.vectorStore &#061; vectorStore;<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0this.chatClient &#061; chatClient;<br \/>\n \u00a0  }<br \/>\n\u200b<br \/>\n \u00a0 \u00a0\/** \u6b65\u9aa4 1&#xff1a;\u6587\u6863\u5165\u5e93 \u2014\u2014 \u5207\u7247 &#043; Embedding &#043; \u5199\u5165\u5411\u91cf\u5e93 *\/<br \/>\n \u00a0 \u00a0public void ingest(String rawText) {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0\/\/ \u751f\u4ea7\u73af\u5883\u7528\u6309\u8bed\u4e49\/\u9012\u5f52\u5207\u7247&#xff0c;\u8fd9\u91cc\u7528\u56fa\u5b9a\u957f\u5ea6\u6f14\u793a\u6838\u5fc3\u6d41\u7a0b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0int chunkSize &#061; 500;<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0List&lt;Document&gt; chunks &#061; java.util.ArrayList.new();<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0for (int i &#061; 0; i &lt; rawText.length(); i &#043;&#061; chunkSize) {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0String chunk &#061; rawText.substring(i, Math.min(i &#043; chunkSize, rawText.length()));<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0chunks.add(new Document(chunk));<br \/>\n \u00a0 \u00a0 \u00a0  }<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0\/\/ Spring AI \u81ea\u52a8\u8c03\u7528 EmbeddingModel&#xff0c;\u5199\u5165 VectorStore<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0vectorStore.add(chunks);<br \/>\n \u00a0  }<br \/>\n\u200b<br \/>\n \u00a0 \u00a0\/** \u6b65\u9aa4 2&#xff1a;\u95ee\u7b54 \u2014\u2014 \u68c0\u7d22\u76f8\u5173\u7247\u6bb5 \u2192 \u62fc Prompt \u2192 \u8c03\u5927\u6a21\u578b *\/<br \/>\n \u00a0 \u00a0public String answer(String question) {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0\/\/ \u53d6 top-3 \u76f8\u5173\u7247\u6bb5<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0List&lt;Document&gt; relevant &#061; vectorStore.similaritySearch(<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0org.springframework.ai.vectorstore.SearchRequest.query(question).withTopK(3));<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0String context &#061; relevant.stream()<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .map(Document::getText)<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .collect(Collectors.joining(&#034;\\\\n&#8212;\\\\n&#034;));<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0\/\/ \u5173\u952e&#xff1a;\u628a\u68c0\u7d22\u7ed3\u679c\u653e\u8fdb system prompt&#xff0c;\u7ea6\u675f\u6a21\u578b\u53ea\u57fa\u4e8e\u4e0a\u4e0b\u6587\u56de\u7b54<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0return chatClient.prompt()<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .system(s -&gt; s.text(&#034;&#034;&#034;<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u4f60\u662f\u4f01\u4e1a\u77e5\u8bc6\u5e93\u52a9\u624b\u3002\u8bf7\u4e25\u683c\u6839\u636e\u4ee5\u4e0b\u53c2\u8003\u6750\u6599\u56de\u7b54\u95ee\u9898\u3002<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5982\u679c\u53c2\u8003\u6750\u6599\u4e2d\u6ca1\u6709\u7b54\u6848&#xff0c;\u8bf7\u76f4\u63a5\u8bf4&#034;\u6211\u4e0d\u77e5\u9053&#034;&#xff0c;\u4e0d\u8981\u7f16\u9020\u3002<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u53c2\u8003\u6750\u6599&#xff1a;<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  {context}<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0&#034;&#034;&#034;).param(&#034;context&#034;, context))<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .user(question)<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .call()<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .content();<br \/>\n \u00a0  }<br \/>\n}<\/p>\n<p>\u9762\u8bd5\u5b98\u771f\u6b63\u5728\u542c\u7684\u70b9&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4f60\u6709\u6ca1\u6709\u663e\u5f0f\u5904\u7406&#034;\u68c0\u7d22\u4e3a\u7a7a&#034;\u548c&#034;\u6a21\u578b\u7f16\u9020&#034;\u7684\u77db\u76fe&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u5207\u7247\u7b56\u7565\u6709\u6ca1\u6709\u8003\u8651\u8fc7\u8bed\u4e49\u5b8c\u6574\u6027&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u76f8\u4f3c\u5ea6\u9608\u503c\u6709\u6ca1\u6709\u8c03\u8fc7&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<h4>\u9898 2&#xff1a;Function Calling \u662f\u600e\u4e48\u8ba9\u6a21\u578b\u8c03\u7528\u4e1a\u52a1\u63a5\u53e3\u7684&#xff1f;<\/h4>\n<p>\u8fd9\u9053\u9898\u8003\u7684\u662f&#034;\u6a21\u578b\u548c\u4e1a\u52a1\u7684\u8fb9\u754c&#034;\u3002<\/p>\n<p>\/\/ FunctionCallDemo.java \u2014\u2014 JDK 17 &#043; Spring AI 1.0<br \/>\n\/\/ \u9762\u8bd5\u8003\u70b9&#xff1a;Tool \u5b9a\u4e49\u3001\u53c2\u6570 schema\u3001\u6a21\u578b\u51b3\u7b56\u3001\u4e1a\u52a1\u6267\u884c<br \/>\nimport org.springframework.ai.chat.client.ChatClient;<br \/>\nimport org.springframework.ai.tool.function.FunctionToolCallback;<br \/>\nimport org.springframework.context.annotation.Bean;<br \/>\nimport org.springframework.context.annotation.Configuration;<br \/>\nimport java.util.function.Function;<br \/>\n\u200b<br \/>\n&#064;Configuration<br \/>\npublic class FunctionCallDemo {<br \/>\n\u200b<br \/>\n \u00a0 \u00a0\/\/ \u4e1a\u52a1\u51fd\u6570&#xff1a;\u67e5\u8be2\u8ba2\u5355\u72b6\u6001<br \/>\n \u00a0 \u00a0public record OrderQuery(String orderId) {}<br \/>\n \u00a0 \u00a0public record OrderResult(String orderId, String status, double amount) {}<br \/>\n\u200b<br \/>\n \u00a0 \u00a0&#064;Bean<br \/>\n \u00a0 \u00a0public Function&lt;OrderQuery, OrderResult&gt; queryOrderStatus() {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0return req -&gt; {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\/\/ \u5b9e\u9645\u8c03\u7528\u8ba2\u5355\u670d\u52a1\u6216\u6570\u636e\u5e93<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0return new OrderResult(req.orderId(), &#034;\u5df2\u53d1\u8d27&#034;, 199.0);<br \/>\n \u00a0 \u00a0 \u00a0  };<br \/>\n \u00a0  }<br \/>\n\u200b<br \/>\n \u00a0 \u00a0&#064;Bean<br \/>\n \u00a0 \u00a0public ChatClient chatClient(ChatClient.Builder builder,<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Function&lt;OrderQuery, OrderResult&gt; queryOrderStatus) {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0\/\/ \u628a\u4e1a\u52a1\u51fd\u6570\u6ce8\u518c\u6210\u6a21\u578b\u53ef\u8c03\u7528\u7684 Tool<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0return builder.defaultTools(<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0FunctionToolCallback.builder(&#034;queryOrderStatus&#034;, queryOrderStatus)<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .description(&#034;\u6839\u636e\u8ba2\u5355\u53f7\u67e5\u8be2\u8ba2\u5355\u72b6\u6001\u548c\u91d1\u989d&#034;)<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .inputType(OrderQuery.class)<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .build()<br \/>\n \u00a0 \u00a0 \u00a0  ).build();<br \/>\n \u00a0  }<br \/>\n}<\/p>\n<p>\u6838\u5fc3\u539f\u7406\u4e00\u53e5\u8bdd&#xff1a;\u6a21\u578b\u4e0d\u76f4\u63a5\u8c03\u63a5\u53e3&#xff0c;\u6a21\u578b\u53ea\u51b3\u5b9a&#034;\u8be5\u8c03\u54ea\u4e2a\u5de5\u5177\u3001\u53c2\u6570\u662f\u4ec0\u4e48&#034;&#xff1b;\u771f\u6b63\u6267\u884c\u5de5\u5177\u7684\u662f\u4f60\u7684 Java \u4ee3\u7801\u3002\u8fd9\u6837\u5c31\u628a&#034;\u6982\u7387\u6027\u7684\u5927\u8111&#034;\u548c&#034;\u786e\u5b9a\u6027\u7684\u4e1a\u52a1&#034;\u9694\u79bb\u5f00\u4e86\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001\u5b66\u4e60\u8d44\u6e90\u6e05\u5355&#xff1a;\u5c11\u5373\u662f\u591a<\/h3>\n<p>90 \u5929\u4e0d\u53ef\u80fd\u8986\u76d6\u6240\u6709\u7ec6\u8282\u3002\u4e0b\u9762\u8fd9\u4e9b\u662f\u6211\u53cd\u590d\u63a8\u8350\u3001\u81ea\u5df1\u4e5f\u8fd8\u5728\u770b\u7684\u8d44\u6e90\u3002\u4e0d\u8981\u5168\u770b&#xff0c;\u6bcf\u4e2a\u5c42\u7ea7\u9009 1~2 \u4e2a&#xff0c;\u770b\u5b8c\u5c31\u7528\u3002<\/p>\n<table>\n<tr>\u5c42\u7ea7\u7c7b\u578b\u8d44\u6e90\u4e3a\u4ec0\u4e48\u9009\u5b83<\/tr>\n<tbody>\n<tr>\n<td>\u7b2c\u4e00\u5c42<\/td>\n<td>\u8bfe\u7a0b<\/td>\n<td>DeepLearning.AI\u300aAI For Everyone\u300b<\/td>\n<td>\u5feb\u901f\u5efa\u7acb\u975e\u6280\u672f\u51b3\u7b56\u8005\u4e5f\u80fd\u61c2\u7684\u5927\u6a21\u578b\u8ba4\u77e5<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c\u4e00\u5c42<\/td>\n<td>\u6587\u6863<\/td>\n<td>Spring AI \u5b98\u65b9 Reference<\/td>\n<td>\u6700\u6743\u5a01\u7684 Java AI \u5f00\u53d1\u5165\u53e3<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c\u4e8c\u5c42<\/td>\n<td>\u9879\u76ee<\/td>\n<td>\u7528 Spring AI &#043; pgvector \u642d\u4e00\u4e2a\u4f01\u4e1a\u77e5\u8bc6\u5e93<\/td>\n<td>\u505a\u5b8c\u4e00\u904d&#xff0c;RAG \u624d\u7b97\u771f\u4f1a<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c\u4e8c\u5c42<\/td>\n<td>\u4e66\u7c4d<\/td>\n<td>\u300aBuilding LLM Apps\u300b<\/td>\n<td>\u8bb2\u6e05 LLM \u5e94\u7528\u67b6\u6784\u7684\u6743\u8861&#xff0c;\u4e0d\u504f\u6570\u5b66<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c\u4e09\u5c42<\/td>\n<td>\u8bba\u6587\/\u535a\u5ba2<\/td>\n<td>OpenAI\u3001Anthropic \u5b98\u65b9\u5de5\u7a0b\u535a\u5ba2<\/td>\n<td>\u770b\u9876\u5c16\u56e2\u961f\u600e\u4e48\u5904\u7406\u6210\u672c\u3001\u5b89\u5168\u3001\u53ef\u89c2\u6d4b\u6027<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c\u4e09\u5c42<\/td>\n<td>\u5b9e\u8df5<\/td>\n<td>\u7ed9\u81ea\u5df1\u9879\u76ee\u52a0 Token \u8ba1\u8d39\u4eea\u8868\u76d8<\/td>\n<td>\u4e0d\u4e0a\u7ebf\u4e00\u6b21&#xff0c;\u6c38\u8fdc\u4e0d\u77e5\u9053\u6210\u672c\u4f1a\u600e\u4e48\u7206\u70b8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u4e2a\u91cd\u8981\u63d0\u9192&#xff1a;\u4e0d\u8981\u9677\u5165&#034;\u6536\u85cf\u5939\u5403\u7070&#034;\u3002\u6bcf\u5b66\u4e00\u4e2a\u70b9&#xff0c;\u5c31\u95ee\u81ea\u5df1&#xff1a;\u8fd9\u4e2a\u80fd\u653e\u8fdb\u6211\u73b0\u5728\u7684\u9879\u76ee\u91cc\u5417&#xff1f; \u4e0d\u80fd&#xff0c;\u5c31\u5148\u653e\u4e00\u653e\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u5f00\u6e90\u9879\u76ee\u8d21\u732e&#xff1a;\u6700\u5feb\u7684\u6210\u957f\u65b9\u5f0f<\/h3>\n<p>\u770b\u5341\u7bc7\u535a\u5ba2\u4e0d\u5982\u6539\u4e00\u4e2a bug\u3002\u5bf9 Java \u5f00\u53d1\u8005\u6765\u8bf4&#xff0c;\u4e0b\u9762\u662f\u4e09\u7c7b\u9002\u5408\u5165\u95e8\u7684\u5f00\u6e90\u65b9\u5411\u3002<\/p>\n<p>\/\/ GoodFirstIssueFilter.java \u2014\u2014 JDK 17 &#043; HttpClient<br \/>\n\/\/ \u7528\u9014&#xff1a;\u7528 GitHub API \u7b5b\u9009\u9002\u5408\u65b0\u624b\u7684 Java\/AI \u76f8\u5173 issue<br \/>\nimport java.net.URI;<br \/>\nimport java.net.http.HttpClient;<br \/>\nimport java.net.http.HttpRequest;<br \/>\nimport java.net.http.HttpResponse;<br \/>\nimport java.time.Duration;<br \/>\n\u200b<br \/>\npublic class GoodFirstIssueFilter {<br \/>\n\u200b<br \/>\n \u00a0 \u00a0public static void main(String[] args) throws Exception {<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0String repo &#061; &#034;spring-projects\/spring-ai&#034;; \u00a0 \/\/ \u53ef\u6362\u6210 langchain4j \u7b49<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0String url &#061; &#034;https:\/\/api.github.com\/repos\/&#034; &#043; repo<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 &#043; &#034;\/issues?labels&#061;good%20first%20issue&amp;state&#061;open&amp;per_page&#061;5&#034;;<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0HttpClient client &#061; HttpClient.newBuilder()<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .connectTimeout(Duration.ofSeconds(10))<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .build();<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0HttpRequest request &#061; HttpRequest.newBuilder(URI.create(url))<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .header(&#034;Accept&#034;, &#034;application\/vnd.github&#043;json&#034;)<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .header(&#034;User-Agent&#034;, &#034;java-dev&#034;)<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .GET()<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  .build();<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0HttpResponse&lt;String&gt; response &#061; client.send(request,<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0HttpResponse.BodyHandlers.ofString());<br \/>\n\u200b<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0System.out.println(&#034;\u72b6\u6001\u7801: &#034; &#043; response.statusCode());<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0System.out.println(&#034;\u524d 5 \u4e2a good first issue \u6458\u8981&#xff1a;&#034;);<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0\/\/ \u7b80\u5355\u6253\u5370 JSON&#xff0c;\u5b9e\u9645\u53ef\u7528 Jackson \u89e3\u6790 title \u548c html_url<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0System.out.println(response.body().substring(0, 1200));<br \/>\n \u00a0  }<br \/>\n}<\/p>\n<p>\u63a8\u8350\u7684\u5165\u95e8\u9879\u76ee&#xff1a;<\/p>\n<li>\n<p>Spring AI&#xff1a;Java \u751f\u6001\u7684 AI \u5e94\u7528\u6846\u67b6&#xff0c;issue \u8d28\u91cf\u9ad8&#xff0c;\u6587\u6863\u5b8c\u5584\u3002<\/p>\n<\/li>\n<li>\n<p>LangChain4j&#xff1a;\u5982\u679c\u4f60\u60f3\u6df1\u8015 Agent \u548c Tool Use\u3002<\/p>\n<\/li>\n<li>\n<p>pgvector Java \u5ba2\u6237\u7aef&#xff1a;\u5c0f\u9879\u76ee&#xff0c;\u9002\u5408\u7b2c\u4e00\u6b21\u63d0 PR\u3002<\/p>\n<\/li>\n<p>\u8d21\u732e\u987a\u5e8f&#xff1a;\u8bfb\u6587\u6863\u627e typo \u2192 \u8865\u5355\u5143\u6d4b\u8bd5 \u2192 \u4fee\u590d\u7b80\u5355 bug \u2192 \u63d0\u4ea4\u4e00\u4e2a\u5c0f feature\u3002\u4e0d\u8981\u4e00\u4e0a\u6765\u5c31\u91cd\u6784\u6838\u5fc3\u6a21\u5757\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001\u4e09\u6761\u80fd\u8ba9\u4f60\u7ad9\u7a33\u811a\u8ddf\u7684\u5b9e\u6218\u5efa\u8bae<\/h3>\n<h4>1. \u4fdd\u7559\u4f60\u7684 Java \u5e95\u5b50&#xff0c;\u4f46\u522b\u8ba9\u5b83\u6210\u4e3a\u4f60\u7684\u5929\u82b1\u677f<\/h4>\n<p>AI \u65f6\u4ee3&#xff0c;Java \u4e0d\u4f1a\u6b7b&#xff0c;\u4f46\u53ea\u4f1a\u5199 CRUD \u7684 Java \u5de5\u7a0b\u5e08\u4f1a\u5f88\u5371\u9669\u3002\u4f60\u7684 Spring Boot\u3001MySQL\u3001Redis\u3001K8s \u7ecf\u9a8c\u662f\u4f18\u52bf&#xff0c;\u56e0\u4e3a AI \u5e94\u7528\u6700\u7ec8\u4e5f\u8981\u90e8\u7f72\u3001\u4e5f\u8981\u9ad8\u53ef\u7528\u3001\u4e5f\u8981\u53ef\u89c2\u6d4b\u3002\u628a AI \u80fd\u529b\u5ac1\u63a5\u5728\u4f60\u5df2\u6709\u7684\u5de5\u7a0b\u80fd\u529b\u4e0a&#xff0c;\u800c\u4e0d\u662f\u4ece\u96f6\u5f00\u59cb\u5b66 Python\u3002<\/p>\n<h4>2. \u4e09\u4e2a\u6708\u5185&#xff0c;\u5fc5\u987b\u628a\u4e00\u4e2a AI \u529f\u80fd\u63a8\u5230\u751f\u4ea7\u73af\u5883<\/h4>\n<p>\u672c\u5730 demo \u548c\u7ebf\u4e0a\u73af\u5883\u9694\u7740\u4e00\u4e2a\u592a\u5e73\u6d0b\u3002\u53ea\u6709\u771f\u6b63\u4e0a\u7ebf&#xff0c;\u4f60\u624d\u4f1a\u9047\u5230&#xff1a;Token \u66b4\u6da8\u3001\u6a21\u578b\u8d85\u65f6\u3001\u7528\u6237\u8f93\u5165 Prompt \u6ce8\u5165\u3001\u7f13\u5b58\u5931\u6548\u3001\u6210\u672c\u5931\u63a7\u3002\u8fd9\u4e9b\u5751&#xff0c;\u5149\u770b\u6587\u7ae0\u8e29\u4e0d\u5230\u3002<\/p>\n<h4>3. \u5efa\u7acb\u4f60\u7684\u4eba\u673a\u534f\u4f5c\u5de5\u4f5c\u6d41<\/h4>\n<p>Cursor\u3001Copilot\u3001ChatGPT \u4e0d\u662f\u654c\u4eba&#xff0c;\u662f\u4f60\u65b0\u7684 IDE \u63d2\u4ef6\u3002\u4f46\u8981\u6709\u8fb9\u754c&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8ba9 AI \u5199 boilerplate\u3001\u5199\u5355\u6d4b\u3001\u8865\u6ce8\u91ca&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4e0d\u8ba9 AI \u76f4\u63a5\u5199\u6838\u5fc3\u7b97\u6cd5\u3001\u4e0d\u5199\u672a review \u7684\u751f\u4ea7\u4ee3\u7801&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6240\u6709 AI \u751f\u6210\u7684\u4ee3\u7801&#xff0c;\u5fc5\u987b\u80fd\u88ab\u4f60\u8bb2\u6e05\u695a\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<p>&#034;AI \u4e0d\u4f1a\u53d6\u4ee3 Java \u540e\u7aef\u5de5\u7a0b\u5e08&#xff0c;\u4f46\u4f1a\u7528 AI \u7684 Java \u540e\u7aef\u5de5\u7a0b\u5e08&#xff0c;\u4e00\u5b9a\u4f1a\u53d6\u4ee3\u4e0d\u4f1a\u7528\u7684\u3002&#034;<\/p>\n<p>90 \u5929&#xff0c;\u6211\u4eec\u4ece JDK \u804a\u5230 JVM&#xff0c;\u4ece Spring \u804a\u5230 Spring AI&#xff0c;\u4ece Redis \u804a\u5230 RAG&#xff0c;\u4ece\u5355\u4f53\u804a\u5230 AI \u7f51\u5173\u3002\u8fd9\u6761\u8def\u5f88\u957f&#xff0c;\u4f46\u6bcf\u4e00\u6b65\u90fd\u7b97\u6570\u3002<\/p>\n<p>\u8fd9\u4e0d\u662f\u7ec8\u70b9\u3002\u628a\u4f60\u7684\u7b2c\u4e00\u4e2a AI \u529f\u80fd\u63a8\u4e0a\u7ebf&#xff0c;\u7136\u540e\u56de\u6765\u544a\u8bc9\u6211\u5b83\u82b1\u4e86\u591a\u5c11 Token\u3001\u5ef6\u8fdf\u591a\u5c11\u6beb\u79d2\u3001\u7528\u6237\u9a82\u4e86\u8fd8\u662f\u5938\u4e86\u2014\u2014\u90a3\u624d\u662f\u4e0b\u4e00\u9636\u6bb5\u7684\u5f00\u59cb\u3002<\/p>\n<p>\u6c5f\u6e56\u8def\u8fdc&#xff0c;\u6211\u4eec\u4e0b\u4e00\u6bb5\u65c5\u7a0b\u89c1\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u5957\u4e13\u680f\u8d70\u5230\u4eca\u5929&#xff1a;\u6b63\u7bc7 90 \u7bc7\u6253\u5e95&#xff0c;\u7eed\u96c6\u300aAI \u5de5\u7a0b\u5316\u6df1\u6c34\u533a\u300b60 \u7bc7\u63a5\u7740\u5f80\u751f\u4ea7\u7ea7\u8d70&#xff0c;\u52a0\u8d77\u6765 150 \u7bc7\u300122 \u4e2a\u9636\u6bb5\u3002\u4f60\u73b0\u5728\u7684\u4f4d\u7f6e\u548c\u8981\u53bb\u7684\u5730\u65b9&#xff0c;\u90fd\u5728\u8fd9\u5f20\u56fe\u91cc&#xff1a;\u4e0a\u534a\u90e8\u5206\u662f\u6b63\u7bc7\u2014\u2014\u524d 8 \u4e2a\u9636\u6bb5&#xff08;Day 1-56&#xff09;\u628a\u540e\u7aef\u57fa\u672c\u529f\u592f\u5b9e&#xff0c;\u4e2d\u95f4 4 \u4e2a\u9636\u6bb5&#xff08;Day 57-86&#xff09;\u4ece\u4e91\u539f\u751f\u5207\u8fdb\u5927\u6a21\u578b\u3001RAG \u548c Agent&#xff0c;\u6700\u540e 4 \u7bc7<\/p>\n","protected":false},"author":2,"featured_media":121872,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[99,50,190],"topic":[],"class_list":["post-121876","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-java","tag-50","tag-190"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Day90-Java\u540e\u7aef\u5de5\u7a0b\u5e08\u7684AI\u65f6\u4ee3\u7ade\u4e89\u529b\u5730\u56fe - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/121876.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Day90-Java\u540e\u7aef\u5de5\u7a0b\u5e08\u7684AI\u65f6\u4ee3\u7ade\u4e89\u529b\u5730\u56fe - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u8fd9\u5957\u4e13\u680f\u8d70\u5230\u4eca\u5929&#xff1a;\u6b63\u7bc7 90 \u7bc7\u6253\u5e95&#xff0c;\u7eed\u96c6\u300aAI \u5de5\u7a0b\u5316\u6df1\u6c34\u533a\u300b60 \u7bc7\u63a5\u7740\u5f80\u751f\u4ea7\u7ea7\u8d70&#xff0c;\u52a0\u8d77\u6765 150 \u7bc7\u300122 \u4e2a\u9636\u6bb5\u3002\u4f60\u73b0\u5728\u7684\u4f4d\u7f6e\u548c\u8981\u53bb\u7684\u5730\u65b9&#xff0c;\u90fd\u5728\u8fd9\u5f20\u56fe\u91cc&#xff1a;\u4e0a\u534a\u90e8\u5206\u662f\u6b63\u7bc7\u2014\u2014\u524d 8 \u4e2a\u9636\u6bb5&#xff08;Day 1-56&#xff09;\u628a\u540e\u7aef\u57fa\u672c\u529f\u592f\u5b9e&#xff0c;\u4e2d\u95f4 4 \u4e2a\u9636\u6bb5&#xff08;Day 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