{"id":2263,"date":"2025-10-11T16:04:54","date_gmt":"2025-10-11T08:04:54","guid":{"rendered":"https:\/\/zero-zl.cn\/?p=2263"},"modified":"2025-10-11T16:08:06","modified_gmt":"2025-10-11T08:08:06","slug":"%e2%9c%85%e6%b4%be%e8%81%aa%e6%98%8erag%e9%a1%b9%e7%9b%ae%e5%a6%82%e4%bd%95%e5%86%99%e5%88%b0%e7%ae%80%e5%8e%86%e4%b8%8a%ef%bc%9f%ef%bc%88%e9%99%84-20-%e9%81%93%e7%b2%be%e9%80%89-ai-%e9%9d%a2%e8%af%95","status":"publish","type":"post","link":"https:\/\/zero-zl.cn\/index.php\/2025\/10\/11\/%e2%9c%85%e6%b4%be%e8%81%aa%e6%98%8erag%e9%a1%b9%e7%9b%ae%e5%a6%82%e4%bd%95%e5%86%99%e5%88%b0%e7%ae%80%e5%8e%86%e4%b8%8a%ef%bc%9f%ef%bc%88%e9%99%84-20-%e9%81%93%e7%b2%be%e9%80%89-ai-%e9%9d%a2%e8%af%95\/","title":{"rendered":"\u2705\u6d3e\u806a\u660eRAG\u9879\u76ee\u5982\u4f55\u5199\u5230\u7b80\u5386\u4e0a\uff1f\uff08\u9644 20 \u9053\u7cbe\u9009 AI \u9762\u8bd5\u9898\uff09"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u91cd\u8981\u63d0\u793a\uff0c\u8fd9\u90e8\u5206\u5185\u5bb9\u6709\u4e00\u4e9b\u662f\u6211\u4fee\u6539\u7684\u7403\u53cb\u7b80\u5386\uff0c\u653e\u4e0a\u6765\u662f\u4e3a\u4e86\u65b9\u4fbf\u5927\u5bb6\u53c2\u8003\uff0c\u8bf7\u4e0d\u8981\u76f8\u4e92\u4f20\u64ad\uff0c\u5f15\u8d77\u8bef\u4f1a\uff0c\u5927\u5bb6\u53c2\u8003\u5b66\u4e60\u5c31\u597d\u4e86\uff0c\u540e\u671f\u6709\u9047\u5230\u4e0d\u9519\u7684\u5185\u5bb9\u6211\u4e5f\u4f1a\u66f4\u65b0\u4e0a\u6765\uff0c\u4e92\u5e2e\u4e92\u52a9\uff0c\u624d\u80fd\u66f4\u8fdb\u4e00\u6b65\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Color1<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u679c\u6709\u5f15\u53d1\u8bef\u4f1a\uff0c\u6211\u5c31\u53ea\u80fd\u4fdd\u7559\u524d\u4e09\u4e2a\uff0c\u5176\u4ed6\u90fd\u4f1a\u5220\u6389\uff0c\u671b\u5468\u77e5\u3002<\/li>\n\n\n\n<li><strong>\u9879\u76ee\u7684\u5199\u6cd5\u6709\u5f88\u591a\uff0c\u5f80\u540e\u9762\u7ffb\u4e00\u7ffb\u3002<\/strong><\/li>\n\n\n\n<li>\u6559\u7a0b\u548c\u6e90\u7801\u7684\u83b7\u53d6\u65b9\u5f0f\uff1a<a href=\"https:\/\/t.zsxq.com\/XBc0a\">https:\/\/t.zsxq.com\/XBc0a<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">:::<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u5199\u6cd51-\u6d3e\u806a\u660e-rag-\u77e5\u8bc6\u5e93-java-\u540e\u7aef\u5f00\u53d1-2025-06-\uff5e-2025-09\">\u5199\u6cd51 \u6d3e\u806a\u660e RAG \u77e5\u8bc6\u5e93 Java \u540e\u7aef\u5f00\u53d1 2025-06 \uff5e 2025-09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u63cf\u8ff0\uff1a\u6d3e\u806a\u660e\u662f\u4e00\u4e2a\u57fa\u4e8e\u79c1\u6709\u77e5\u8bc6\u5e93\u7684\u4f01\u4e1a\u7ea7\u667a\u80fd\u5bf9\u8bdd\u5e73\u53f0\uff0c\u5141\u8bb8\u7528\u6237\u4e0a\u4f20\u6587\u6863\u6784\u5efa\u4e13\u5c5e\u77e5\u8bc6\u7a7a\u95f4\uff0c\u5e76\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u65b9\u5f0f\u67e5\u8be2\u548c\u83b7\u53d6\u77e5\u8bc6\u3002\u5b83\u7ed3\u5408\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u548c\u5411\u91cf\u68c0\u7d22\u6280\u672f\uff0c\u80fd\u591f\u8ba9\u7528\u6237\u80fd\u591f\u901a\u8fc7\u5bf9\u8bdd\u7684\u5f62\u5f0f\u4e0e\u81ea\u5df1\u7684\u77e5\u8bc6\u5e93\u8fdb\u884c\u9ad8\u6548\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u672f\u6808\uff1aSpringBoot\u3001MySQL\u3001Redis\u3001Apache Tika\u3001Ollama\u3001Elasticsearch\u3001MinIO\u3001Kafka\u3001Spring Security\u3001WebSocket\u3001Linux\u3001Shell<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u804c\u8d23\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7f16\u5199 shell \u811a\u672c\uff0c\u4e00\u952e\u542f\u52a8 Kafka \u7684 KRaft\u6a21\u5f0f\uff0c\u81ea\u52a8\u5904\u7406 cluster ID \u7684\u51b2\u7a81\u95ee\u9898\uff0c\u5305\u62ec\u6e05\u7406\u65e5\u5fd7\u3001\u751f\u6210\u96c6\u7fa4 ID\u3001\u683c\u5f0f\u5316\u5b58\u50a8\u76ee\u5f55\u3001\u542f\u52a8 Kafka \u670d\u52a1\u5668\u7b49\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e Kafka \u89e3\u8026\u6587\u4ef6\u4e0a\u4f20\u3001\u5904\u7406\u4e0e\u5411\u91cf\u5316\u6d41\u7a0b\uff0c\u5b9e\u73b0\u5206\u7247\u4e0a\u4f20\u4e0e\u65ad\u70b9\u7eed\u4f20\uff1b\u4f7f\u7528 Redis \u7684 Bitmap \u5b58\u50a8\u5206\u7247\u72b6\u6001\uff0c\u5e76\u901a\u8fc7 MinIO \u6309\u7167 MD5 \u8fdb\u884c\u5206\u7247\u5408\u5e76\u3002<\/li>\n\n\n\n<li>\u80fd\u591f\u5728 Linux \u670d\u52a1\u5668\u4e0b\u901a\u8fc7 HTTPS \u7684\u65b9\u5f0f\u542f\u52a8 ElasticSearch\uff0c\u5e76\u8bbe\u7f6e ES \u7684 JDK \u52a0\u8f7d\u7248\u672c\u4e3a 17\uff1b\u53ef\u901a\u8fc7 CA \u8bc1\u4e66+ CURL \u83b7\u53d6\/\u66f4\u65b0 ElasticSearch \u7684\u952e\u503c\u5bf9\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Redis \u7684 BitMap \u6765\u5b58\u50a8\u6587\u4ef6\u5206\u7247\u4e0a\u4f20\u72b6\u6001\uff0c\u80fd\u6700\u5927\u7a0b\u5ea6\u8282\u7701\u5185\u5b58\uff0c\u5373\u4f7f\u4e00\u4e2a\u6587\u4ef6\u6709 1000 \u4e2a\u5206\u7247\uff0c\u4e5f\u53ea\u9700\u8981 125 \u5b57\u8282\u7684\u5b58\u50a8\u7a7a\u95f4\u3002<\/li>\n\n\n\n<li>\u652f\u6301 Docker \u5bb9\u5668\u5316\u90e8\u7f72\uff0c\u53ea\u9700\u4e00\u4e2a\u547d\u4ee4\u00a0<code>docker-compose up -d<\/code>\u00a0\u5c31\u53ef\u4ee5\u5728 1 \u5206\u949f\u5185\u4e00\u952e\u542f\u52a8\u6574\u5957\u7cfb\u7edf\u3002\u6781\u5927\u5730\u7b80\u5316\u4e86\u90e8\u7f72\u8fc7\u7a0b\uff0c\u5e76\u4fdd\u8bc1\u4e86\u5f00\u53d1\u3001\u6d4b\u8bd5\u548c\u751f\u4ea7\u73af\u5883\u7684\u4e00\u81f4\u6027\u3002<\/li>\n\n\n\n<li>\u5229\u7528 Elasticsearch + IK \u5206\u8bcd\u5668\u5bf9\u77e5\u8bc6\u5e93\u6587\u6863\u8fdb\u884c\u7d22\u5f15\u548c\u5411\u91cf\u68c0\u7d22\uff0c\u652f\u6301 Word\u3001PDF \u548c TXT \u7b49\u591a\u79cd\u6587\u672c\u7c7b\u578b\uff1b\u5e76\u96c6\u6210\u8c46\u5305 Embedding \u6a21\u578b\u8fdb\u884c\u6587\u672c\u5230\u5411\u91cf\u7684\u8f6c\u6362\uff0c\u652f\u6301 2048 \u7ef4\uff1b\u518d\u7ed3\u5408 ES \u7684 KNN \u5411\u91cf\u53ec\u56de\u3001\u5173\u952e\u8bcd\u8fc7\u6ee4\u548c BM25 \u91cd\u6392\u5e8f\u5b9e\u73b0\u300c\u5173\u952e\u8bcd+\u8bed\u4e49\u300d \u7684\u53cc\u5f15\u64ce\u641c\u7d22\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e WebSocket \u5b9e\u73b0\u524d\u7aef\u548c\u540e\u7aef\u4e4b\u95f4\u7684\u957f\u8fde\u63a5\u901a\u4fe1\u901a\u9053\uff0c\u5e76\u7ed3\u5408 DeepSeek \u5927\u6a21\u578b\u7684 Stream API 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\u7b97\u6cd5\u5bf9\u5173\u952e\u8bcd\u5728\u6587\u6863\u4e2d\u7684\u51fa\u73b0\u9891\u7387\u3001\u91cd\u8981\u6027\u8fdb\u884c\u6253\u5206\uff0c\u6700\u540e\u6839\u636e\u81ea\u5b9a\u4e49\u516c\u5f0f\u7efc\u5408\u8ba1\u7b97\u51fa\u6700\u540e\u7684\u7f6e\u4fe1\u5206\uff0c\u65b9\u4fbf\u7528\u6237\u5224\u65ad\u68c0\u7d22\u7ed3\u679c\u7684\u53ef\u9760\u6027\u3002<\/li>\n\n\n\n<li>\u5f15\u5165\u6ed1\u52a8\u7a97\u53e3\u673a\u5236\uff0c\u5728\u76f8\u90bb chunk \u4e4b\u95f4\u4fdd\u6301\u4e00\u5b9a\u7684\u91cd\u53e0\u533a\u57df\uff0c\u4ee5\u4fdd\u8bc1\u8de8 chunk \u7684\u4fe1\u606f\u5b8c\u6574\u6027\u3002<\/li>\n\n\n\n<li>\u91c7\u7528\u57fa\u4e8e Redis \u7684\u5bf9\u8bdd\u5386\u53f2\u7ba1\u7406\u673a\u5236\uff0c\u6bcf\u4e2a\u7528\u6237\u90fd\u6709\u4e00\u4e2a\u552f\u4e00\u7684\u4f1a\u8bdd ID\uff0c\u6240\u6709\u7684\u5bf9\u8bdd\u5185\u5bb9\u90fd\u6309\u7167\u65f6\u95f4\u987a\u5e8f\u5b58\u5728 Redis \u4e2d\uff0c\u5e76\u8bbe\u7f6e\u4e86 7 \u5929\u7684\u8fc7\u671f\u65f6\u95f4\uff0c\u4ee5\u4fbf\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u4fdd\u8bc1\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u5b8c\u6574\u6027\u3002<\/li>\n\n\n\n<li>\u5728\u8c03\u7528\u8c46\u5305\u5411\u91cf API \u5931\u8d25\u65f6\uff0c\u6211\u4eec\u4f1a\u81ea\u52a8\u56de\u9000\u5230\u7eaf\u6587\u672c\u641c\u7d22\uff0c\u5b9e\u73b0\u670d\u52a1\u964d\u7ea7\uff1b\u5e76\u5728\u8c03\u7528\u8c46\u5305\u5411\u91cf API \u65f6\uff0c\u91c7\u7528 Reactor \u7684\u91cd\u8bd5\u673a\u5236\uff0c\u652f\u6301\u56fa\u5b9a\u5ef6\u8fdf\u91cd\u8bd5 3 \u6b21\uff0c\u5e76\u8bbe\u7f6e\u4e86 30 \u79d2\u7684\u8d85\u65f6\u4fdd\u62a4\u3002<\/li>\n\n\n\n<li>\u9879\u76ee\u91c7\u7528\u4e86 Mockito \u6ce8\u89e3\u9a71\u52a8\u7684\u6d4b\u8bd5\u6a21\u5f0f\uff0c\u8df5\u884c\u6d4b\u8bd5\u9a71\u52a8\u5f00\u53d1\uff08TDD\uff09\u7684\u7406\u5ff5\uff0c\u6bcf\u4e2a\u4e1a\u52a1\u529f\u80fd\u90fd\u6709\u5bf9\u5e94\u7684\u6d4b\u8bd5\u7528\u4f8b\uff0c\u5305\u62ec\u6b63\u5e38\u6d41\u7a0b\u548c\u5f02\u5e38\u6d41\u7a0b\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u667a\u80fd-rag-\u77e5\u8bc6\u5e93\u7ba1\u7406\u7cfb\u7edf\uff08\u6d4b\u8bd5\u65b9\u5411\uff09-2025.06---\u81f3\u4eca\">\u667a\u80fd RAG \u77e5\u8bc6\u5e93\u7ba1\u7406\u7cfb\u7edf\uff08\u6d4b\u8bd5\u65b9\u5411\uff09 2025.06 &#8211; \u81f3\u4eca<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u672f\u6808\uff1aSpring Boot\u3001Spring Security\u3001MySQL\u3001Redis\u3001Elasticsearch\u3001Kafka\u3001MinIO\u3001Ollama<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u63cf\u8ff0\uff1a\u6784\u5efa\u667a\u80fd\u5316\u7684\u77e5\u8bc6\u5e93\u7ba1\u7406\u7cfb\u7edf\uff0c\u652f\u6301\u6587\u4ef6\u5b58\u50a8\u3001\u68c0\u7d22\u589e\u5f3a\u95ee\u7b54\uff08RAG\uff09\u3001\u6743\u9650\u63a7\u5236\u4e0e\u667a\u80fd\u6587\u6863\u5904\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u8981\u5de5\u4f5c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53c2\u4e0e\u6574\u4f53\u540e\u7aef\u67b6\u6784\u8bbe\u8ba1\uff0c\u57fa\u4e8e Spring Boot + Spring Security \u6784\u5efa\u6a21\u5757\u5316\u5206\u5c42\u67b6\u6784\uff0c\u786e\u4fdd\u7cfb\u7edf \u4f4e\u8026\u5408\u3001\u9ad8\u5185\u805a\u3002<\/li>\n\n\n\n<li>\u8bbe\u8ba1 MySQL + Redis + MinIO + Elasticsearch \u7684\u591a\u7ea7\u5b58\u50a8\u4f53\u7cfb\uff0c\u5b9e\u73b0\u6587\u4ef6\u5143\u6570\u636e\u3001\u5bf9\u8c61\u5b58\u50a8\u4e0e\u5411\u91cf\u6570\u636e\u7684\u5206\u79bb\uff0c\u7ed3\u5408 \u7528\u6237\u6807\u7b7e\u6743\u9650\u6a21\u578b\uff0c\u5b9e\u73b0\u591a\u79df\u6237\u77e5\u8bc6\u5e93\u9694\u79bb\u3002<\/li>\n\n\n\n<li>\u96c6\u6210 RAG \u68c0\u7d22\u589e\u5f3a\u67b6\u6784\uff0c\u5229\u7528 Embedding API \u751f\u6210\u6587\u6863\u5411\u91cf\uff0c\u7ed3\u5408 Elasticsearch \u8bed\u4e49\u68c0\u7d22\uff0c\u8f83\u5173\u952e\u8bcd\u641c\u7d22\u51c6\u786e\u7387\u63d0\u5347 40%+\uff1b\u901a\u8fc7 Kafka \u5f02\u6b65\u7ed3\u6784\u6587\u6863\u7684\u89e3\u6790\u3001\u5411\u91cf\u5316\u548c\u5b58\u50a8\uff0c\u4ece\u800c\u63d0\u5347\u7cfb\u7edf\u7684\u6574\u4f53 QPS\u3002<\/li>\n\n\n\n<li>\u7f16\u5199 JUnit + Mockito \u5355\u5143\u6d4b\u8bd5\uff0c\u8986\u76d6\u7528\u6237\u6ce8\u518c\u3001\u8ba4\u8bc1\u3001\u4f1a\u8bdd\u7ba1\u7406\u7b49\u529f\u80fd\u4e0e\u5f02\u5e38\u573a\u666f\uff1b\u5bf9\u6bd4\u9a8c\u8bc1 Redis \u4f18\u5316\u524d\u540e\u6027\u80fd\u5dee\u5f02\uff0c\u4e3a\u7cfb\u7edf\u8c03\u4f18\u63d0\u4f9b\u6570\u636e\u652f\u6491\u3002<\/li>\n\n\n\n<li>\u9879\u76ee\u91c7\u7528\u4e86 Mockito \u6ce8\u89e3\u9a71\u52a8\u7684\u6d4b\u8bd5\u6a21\u5f0f\uff0c\u8df5\u884c\u6d4b\u8bd5\u9a71\u52a8\u5f00\u53d1\uff08TDD\uff09\u7684\u7406\u5ff5\uff0c\u6bcf\u4e2a\u4e1a\u52a1\u529f\u80fd\u90fd\u6709\u5bf9\u5e94\u7684\u6d4b\u8bd5\u7528\u4f8b\uff0c\u5305\u62ec\u6b63\u5e38\u6d41\u7a0b\u548c\u5f02\u5e38\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li>\u5bf9\u6587\u4ef6\u5206\u7247\u4e0a\u4f20\u3001\u5411\u91cf\u68c0\u7d22\u7b49\u5173\u952e\u73af\u8282\u8fdb\u884c\u538b\u529b\u6d4b\u8bd5\u548c\u6027\u80fd\u4f18\u5316\uff0c\u68c0\u7d22\u54cd\u5e94\u65f6\u95f4\u4ece\u521d\u59cb\u7684 800ms \u964d\u4f4e\u5230 200ms\uff0c\u652f\u6301 TB \u7ea7\u6587\u6863\u5b58\u50a8\u548c\u6beb\u79d2\u7ea7\u68c0\u7d22\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u6770\u6da6\u8f6f\u4ef6\uff08\u82cf\u5dde\uff09-|-java\u5f00\u53d1\u5b9e\u4e60\u751f-|-2025.04-\u2013-2025.07\">\u6770\u6da6\u8f6f\u4ef6\uff08\u82cf\u5dde\uff09 | Java\u5f00\u53d1\u5b9e\u4e60\u751f | 2025.04 \u2013 2025.07<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u672f\u6808\uff1a Spring Boot\u3001Spring Security\u3001Spring Data JPA\u3001MinIO\u3001Elasticsearch\u3001Kafka\u3001JWT\u3001WebSocket<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u63cf\u8ff0\uff1a\u53c2\u4e0e\u6784\u5efa\u57fa\u4e8e RAG \u7684\u4f01\u4e1a\u7ea7\u667a\u80fd\u77e5\u8bc6\u5e93\uff0c\u805a\u7126\u516c\u53f8\u6559\u5b66\u8d44\u6e90\u4e0e\u9879\u76ee\u77e5\u8bc6\u7684\u7edf\u4e00\u5b58\u50a8\u3001\u9ad8\u6548\u68c0\u7d22\u53ca\u667a\u80fd\u95ee\u7b54\uff0c\u89e3\u51b3\u6559\u5b66\u8d44\u6e90\u7ba1\u7406\u75db\u70b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u8981\u804c\u8d23\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53c2\u4e0e\u642d\u5efa\u6a21\u5757\u5316\u5206\u5c42\u67b6\u6784\uff0c\u6574\u5408 MySQL + Redis + MinIO + Elasticsearch \u591a\u7ea7\u5b58\u50a8\u4f53\u7cfb\uff0c\u5206\u79bb\u5143\u6570\u636e\u3001\u5bf9\u8c61\u4e0e\u5411\u91cf\u6570\u636e\uff0c\u5e76\u8bbe\u8ba1\u7ec4\u7ec7\u6807\u7b7e\u6743\u9650\u6a21\u578b\uff0c\u5b9e\u73b0\u7cbe\u7ec6\u5316\u7684\u8bbf\u95ee\u63a7\u5236\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Kafka \u89e3\u8026\u6587\u4ef6\u4e0a\u4f20\u3001\u5904\u7406\u3001\u5411\u91cf\u5316\u4e0e\u68c0\u7d22\u73af\u8282\uff1b\u5b9e\u73b0\u5206\u7247\u4e0a\u4f20\u4e0e\u65ad\u70b9\u7eed\u4f20\uff0c\u7ed3\u5408 Redis \u7f13\u5b58\u6587\u4ef6\u72b6\u6001\u3001MinIO \u5b58\u50a8\u5185\u5bb9\uff0c\u4fdd\u969c\u5927\u6587\u4ef6\u53ef\u9760\u4e0a\u4f20\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7 ElasticSearch \u4f18\u5316\u5411\u91cf\u68c0\u7d22\u903b\u8f91\uff0c\u5c06\u63a5\u53e3\u54cd\u5e94\u65f6\u95f4\u7531 800ms \u964d\u81f3 200ms\uff1b\u57fa\u4e8e Embedding API \u751f\u6210\u6587\u6863\u5411\u91cf\u5e76\u5b58\u50a8\u81f3 Elasticsearch\uff0c\u68c0\u7d22\u51c6\u786e\u7387\u8f83\u4f20\u7edf\u5173\u952e\u8bcd\u641c\u7d22\u63d0\u5347 40%+\u3002<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u57fa\u4e8e\u89d2\u8272\u8fc7\u6ee4\u7684\u591a\u7ea7\u6743\u9650\u6a21\u578b\uff08RBAC\uff09\uff1b\u6574\u5408\u68c0\u7d22\u7ed3\u679c\u5143\u6570\u636e\u6784\u5efa Prompt\uff0c\u7ed3\u5408 WebSocket \u5b9e\u73b0\u6d41\u5f0f\u5bf9\u8bdd\u95ed\u73af\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u81ea\u7136\u8d44\u6e90\u90e8\u7b2c\u4e00\u6d77\u6d0b\u7814\u7a76\u6240\uff08\u6d77\u6d0b\u7269\u7406\u4e0e\u9065\u611f\u5b9e\u9a8c\u5ba4\u2014\u6821\u4f01\u5408\u4f5c\u5b9e\u4e60\u751f\uff09\">\u81ea\u7136\u8d44\u6e90\u90e8\u7b2c\u4e00\u6d77\u6d0b\u7814\u7a76\u6240\uff08\u6d77\u6d0b\u7269\u7406\u4e0e\u9065\u611f\u5b9e\u9a8c\u5ba4\u2014\u6821\u4f01\u5408\u4f5c\u5b9e\u4e60\u751f\uff09<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/007e34418d5d73bffbed5c5fbe1d8135.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1444\" height=\"670\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/007e34418d5d73bffbed5c5fbe1d8135.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u81ea\u7136\u8d44\u6e90\u90e8\u7b2c\u4e00\u6d77\u6d0b\u7814\u7a76\u6240\uff08\u6d77\u6d0b\u7269\u7406\u4e0e\u9065\u611f\u5b9e\u9a8c\u5ba4\u2014\u6821\u4f01\u5408\u4f5c\u5b9e\u4e60\u751f\uff09\" class=\"wp-image-2266\"  sizes=\"auto, (max-width: 1444px) 100vw, 1444px\" \/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u6e38\u77e5\u901a-\u2014-\u57fa\u4e8e-rag-\u7684\u667a\u80fd\u6e38\u620f\u52a9\u624b\u7cfb\u7edf-2025.3-\u2014-2025.7\">\u6e38\u77e5\u901a \u2014 \u57fa\u4e8e RAG \u7684\u667a\u80fd\u6e38\u620f\u52a9\u624b\u7cfb\u7edf 2025.3 \u2014 2025.7<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u672f\u6808<\/strong>\uff1aSpring Boot\u3001MySQL\u3001Redis\u3001Apache Tika\u3001ElasticSearch\u3001Kafka\u3001Spring Security\u3001WebSocket<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9879\u76ee\u63cf\u8ff0<\/strong>\uff1a\u8fd9\u662f\u4e00\u6b3e\u57fa\u4e8e RAG \u7684\u6e38\u620f\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\uff0c\u6574\u5408\u767e\u79d1\u3001\u8bba\u575b\u3001\u653b\u7565\u7b49\u6570\u636e\u6e90\uff0c\u901a\u8fc7\u8bed\u4e49\u68c0\u7d22\u548c\u4e0a\u4e0b\u6587\u5bf9\u8bdd\uff0c\u4e3a\u73a9\u5bb6\u63d0\u4f9b\u5b9e\u65f6\u3001\u7cbe\u51c6\u7684\u6e38\u620f\u89e3\u7b54\u4e0e\u5efa\u8bae\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u804c\u8d23<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e LangChain4j \u5c01\u88c5 Spring Boot Starter\uff0c\u96c6\u6210\u901a\u4e49\u5343\u95ee\u5927\u6a21\u578b\uff0c\u5e76\u5c01\u88c5\u53ea\u80fd\u95ee\u7b54\u63a5\u53e3\uff0c\u4ee5\u52a0\u8f7d\u201c\u6e38\u620f\u52a9\u624b\u201d\u89d2\u8272 Prompt\uff0c\u63a5\u53e3\u54cd\u5e94\u65f6\u95f4\u7a33\u5b9a\u5728 300ms \u4ee5\u5185\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528 MongoDB \u6301\u4e45\u5316\u7528\u6237\u4f1a\u8bdd\u5386\u53f2\uff0c\u5728 AIService \u4e2d\u5b9e\u73b0\u7528\u6237\u591a\u8f6e\u5bf9\u8bdd\u7ba1\u7406\uff1b<\/li>\n\n\n\n<li>\u91c7\u7528 Pinecone \u5411\u91cf\u77e5\u8bc6\u5e93\u63a5\u5165\u6e38\u620f\u653b\u7565\u4e0e\u5b98\u65b9\u6570\u636e\uff0c\u914d\u5408 RAG \u6d41\u7a0b\u5b9e\u73b0\u201c\u5148\u68c0\u7d22\u518d\u751f\u6210\u201d\uff0c\u63d0\u5347\u6a21\u578b\u56de\u7b54\u7684\u4e13\u4e1a\u5ea6\uff1b\u5b9e\u73b0\u672c\u5730 Ollama DeepSeek \u4e0e OpenAI \u7ebf\u4e0a API \u53cc\u6a21\u578b\u8def\u7531\u7b56\u7565\uff1b<\/li>\n\n\n\n<li>\u68c0\u7d22\u5c42\u91c7\u7528 ElasticSearch + IK \u5206\u8bcd\u5668\u878d\u5408\u5173\u952e\u8bcd\u4e0e\u8bed\u4e49\u68c0\u7d22\uff0c\u63d0\u5347\u4e13\u4e1a\u672f\u8bed\u548c\u957f\u5c3e\u95ee\u9898\u7684\u53ec\u56de\u6548\u679c\uff1b<\/li>\n\n\n\n<li>\u5229\u7528 Apache Tika \u89e3\u6790\u5e76\u62bd\u53d6 1500+ \u6587\u6863\u4fe1\u606f\uff0c\u901a\u8fc7 Kafka \u5f02\u6b65\u5206\u53d1\u66f4\u65b0\u4efb\u52a1\uff0c\u5c06\u63a5\u53e3\u54cd\u5e94\u65f6\u95f4\u4f18\u5316\u81f3 20ms \u5185\uff1b<\/li>\n\n\n\n<li>\u63a5\u53e3\u5c42\u5f15\u5165 Spring Security + JWT \u505a\u9274\u6743\uff0c\u786e\u4fdd LLM \u8c03\u7528\u5b89\u5168\uff1b\u524d\u7aef\u901a\u8fc7 WebSocket \u5b9e\u73b0 AI \u56de\u7b54\u5b9e\u65f6\u63a8\u9001\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u540c\u6069\u5de5\u7a0b\u6280\u672f-|-\u9ad8\u7ea7\u5f00\u53d1\u5de5\u7a0b\u5e08\u52a9\u7406-2025.07-\u2013-\u81f3\u4eca\">\u540c\u6069\u5de5\u7a0b\u6280\u672f | \u9ad8\u7ea7\u5f00\u53d1\u5de5\u7a0b\u5e08\u52a9\u7406 2025.07 \u2013 \u81f3\u4eca<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u63cf\u8ff0\uff1a\u4e3b\u8981\u53c2\u4e0e teamerp \u7ba1\u7406\u7cfb\u7edf\u7684\u5f00\u53d1\uff0c\u6df1\u5ea6\u53c2\u4e0e\u57fa\u4e8e RAG \u67b6\u6784\u7684\u667a\u80fd\u77e5\u8bc6\u5e93\u7cfb\u7edf\u5efa\u8bbe\uff0c\u6db5\u76d6\u6587\u6863\u7ba1\u7406\u3001\u8bed\u4e49\u68c0\u7d22\u548c\u667a\u80fd\u95ee\u7b54\u7b49\u6838\u5fc3\u6a21\u5757\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u804c\u8d23\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53c2\u4e0e\u6587\u4ef6\u5904\u7406\u6d41\u6c34\u7ebf\u8bbe\u8ba1\uff0c\u57fa\u4e8e MinIO \u5b9e\u73b0\u5927\u6587\u4ef6\u5206\u7247\u4e0a\u4f20\uff0c\u5e76\u7ed3\u5408 Redis \u7f13\u5b58\u5206\u7247\u72b6\u6001<\/li>\n\n\n\n<li>\u57fa\u4e8e Kafka \u5b9e\u73b0\u6587\u6863\u89e3\u6790\uff08Apache Tika\uff09\u4e0e\u5411\u91cf\u5316\u4efb\u52a1\u7684\u5f02\u6b65\u89e3\u8026\uff0c\u63d0\u5347\u6587\u6863\u5904\u7406\u6548\u7387<\/li>\n\n\n\n<li>\u8d1f\u8d23\u57fa\u4e8e Elasticsearch \u7684\u6df7\u5408\u68c0\u7d22\u529f\u80fd\u5f00\u53d1\uff0c\u5c06\u5173\u952e\u8bcd\u5339\u914d\u4e0e\u5411\u91cf\u76f8\u4f3c\u5ea6\u7ed3\u5408\uff0c\u5e76\u8bbe\u8ba1\u591a\u7ea7\u6743\u9650\u8fc7\u6ee4\u673a\u5236\uff0c\u4fdd\u969c\u68c0\u7d22\u7ed3\u679c\u7684\u51c6\u786e\u6027\u4e0e\u6570\u636e\u5b89\u5168<\/li>\n\n\n\n<li>\u534f\u52a9\u5b9e\u73b0\u68c0\u7d22\u7ed3\u679c\u5230 Prompt \u7684\u7ed3\u6784\u5316\u8f6c\u6362\uff0c\u6574\u5408\u6587\u6863\u5185\u5bb9\u3001\u6765\u6e90\u548c\u76f8\u5173\u6027\u5206\u6570\uff0c\u4e3a\u5927\u6a21\u578b\uff08LLM\uff09\u56de\u7b54\u751f\u6210\u63d0\u4f9b\u9ad8\u8d28\u91cf\u4e0a\u4e0b\u6587\u8f93\u5165\uff1b\u53c2\u4e0e\u6743\u9650\u4f53\u7cfb\u5efa\u8bbe\uff0c\u786e\u4fdd\u7528\u6237\u4ec5\u80fd\u8bbf\u95ee\u6388\u6743\u8303\u56f4\u5185\u7684\u77e5\u8bc6\u6587\u6863<\/li>\n\n\n\n<li>\u8d1f\u8d23\u5b9e\u73b0\u5de5\u4f5c\u6d41\u8fd0\u884c\u65f6\u5f85\u529e\u4eba\u52a8\u6001\u4fee\u6539\u529f\u80fd\uff0c\u901a\u8fc7\u4e8b\u4ef6\u9a71\u52a8\u540c\u6b65\u591a\u6e90\u6570\u636e\uff0c\u5e76\u5f00\u53d1 WebSocket + \u77ed\u4fe1\u53cc\u901a\u9053\u901a\u77e5\u673a\u5236\uff0c\u63d0\u5347\u6d88\u606f\u89e6\u8fbe\u7387<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-intellidoc-\u4f01\u4e1a\u667a\u80fd\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\uff5c\u540e\u7aef\u5f00\u53d1-2025.02-\u2014-2025.07\">IntelliDoc \u4f01\u4e1a\u667a\u80fd\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\uff5c\u540e\u7aef\u5f00\u53d1 2025.02 \u2014 2025.07<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u672f\u6808\uff1aRedis\u3001Apache Tika\u3001Elasticsearch\u3001MinIO\u3001RabbitMQ\u3001Spring Security\u3001WebSocket<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u4ecb\u7ecd\uff1a\u57fa\u4e8e RAG \u67b6\u6784\u7684\u4f01\u4e1a\u7ea7\u667a\u80fd\u77e5\u8bc6\u7ba1\u7406\u5e73\u53f0\uff0c\u652f\u6301\u591a\u683c\u5f0f\u6587\u6863\u4e0a\u4f20\u3001\u89e3\u6790\u4e0e\u5411\u91cf\u5316\uff0c\u6784\u5efa\u79c1\u6709\u77e5\u8bc6\u5e93\u5e76\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u8fdb\u884c\u77e5\u8bc6\u68c0\u7d22\u4e0e\u667a\u80fd\u95ee\u7b54\uff0c\u63d0\u5347\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u804c\u8d23\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e Redis BitMap \u7ba1\u7406\u6587\u4ef6\u5206\u7247\u72b6\u6001\uff081000 \u4e2a\u5206\u7247\u4ec5\u5360 125 \u5b57\u8282\uff09\uff0c\u7ed3\u5408 MinIO \u5b9e\u73b0\u5927\u6587\u4ef6\u5206\u7247\u4e0a\u4f20\u4e0e\u65ad\u70b9\u7eed\u4f20\uff0c\u5c06 1GB \u6587\u4ef6\u4e0a\u4f20\u8017\u65f6\u7531 15s \u4f18\u5316\u81f3 3s\u3002<\/li>\n\n\n\n<li>\u96c6\u6210 Elasticsearch + IK \u5206\u8bcd\u5668\u6784\u5efa\u591a\u683c\u5f0f\u6587\u6863\u7d22\u5f15\uff0c\u878d\u5408\u901a\u4e49\u5343\u95ee Embedding \u6a21\u578b\u5b9e\u73b0 2048 \u7ef4\u5411\u91cf\u8f6c\u6362\uff0c\u7ed3\u5408 KNN \u5411\u91cf\u53ec\u56de\u4e0e BM25 \u91cd\u6392\u5e8f\uff0c\u652f\u6301\u5173\u952e\u8bcd\u4e0e\u8bed\u4e49\u53cc\u5f15\u64ce\u68c0\u7d22\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e WebSocket \u5efa\u7acb\u957f\u8fde\u63a5\uff0c\u96c6\u6210 DeepSeek \u5927\u6a21\u578b Stream API \u5b9e\u73b0\u6d41\u5f0f\u54cd\u5e94\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u201c\u6253\u5b57\u673a\u5f0f\u201d\u9010\u5b57\u751f\u6210\u7684\u5bf9\u8bdd\u4f53\u9a8c\u3002<\/li>\n\n\n\n<li>\u6784\u5efa RabbitMQ \u5f02\u6b65\u6587\u6863\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u89e3\u8026\u4e0a\u4f20\u3001\u89e3\u6790\u4e0e\u5411\u91cf\u5316\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6d41\u7a0b\uff0c\u901a\u8fc7\u7528\u6237\u63d0\u95ee\u4e0e\u68c0\u7d22\u7247\u6bb5\u751f\u6210\u589e\u5f3a Prompt\uff0c\u5e76\u7ed3\u5408\u4e0a\u4e0b\u6587\u8bed\u4e49\u7406\u89e3\u63d0\u5347\u95ee\u7b54\u51c6\u786e\u5ea6\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e Spring Security \u5b9e\u73b0 RBAC \u6743\u9650\u6a21\u578b\uff0c\u4ece\u7528\u6237\u89d2\u8272\u3001\u7ec4\u7ec7\u5f52\u5c5e\u4e0e\u6587\u6863\u5c5e\u6027\u591a\u7ef4\u5ea6\u8fdb\u884c\u6743\u9650\u8fc7\u6ee4\uff0c\u786e\u4fdd\u4f01\u4e1a\u654f\u611f\u6570\u636e\u7684\u7cbe\u7ec6\u5316\u8bbf\u95ee\u63a7\u5236\u3002<\/li>\n\n\n\n<li>\u7ed3\u5408 Elasticsearch KNN \u4f59\u5f26\u76f8\u4f3c\u5ea6\u4e0e BM25 \u7b97\u6cd5\uff0c\u901a\u8fc7\u81ea\u5b9a\u4e49\u7f6e\u4fe1\u5206\u8ba1\u7b97\u63d0\u5347\u68c0\u7d22\u7ed3\u679c\u7684\u7528\u6237\u4fe1\u4efb\u5ea6\u3002<\/li>\n\n\n\n<li>\u91c7\u7528 JWT \u53cc\u4ee4\u724c\u67b6\u6784\uff08Access Token + Refresh Token\uff09\uff0c\u7ed3\u5408 ThreadLocal \u7ba1\u7406\u7528\u6237\u4e0a\u4e0b\u6587\uff0c\u5b9e\u73b0\u65e0\u611f\u5237\u65b0\u767b\u5f55\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e Redis \u5b9e\u73b0\u4f1a\u8bdd\u7ba1\u7406\uff0c\u652f\u6301 7 \u5929\u5bf9\u8bdd\u5386\u53f2\u5b58\u50a8\uff0c\u5e76\u5728\u5411\u91cf API \u8c03\u7528\u5931\u8d25\u65f6\u81ea\u52a8\u964d\u7ea7\u81f3\u6587\u672c\u641c\u7d22\u4fdd\u969c\u53ef\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u5339\u5179\u5821\u5927\u5b66-hari-\u5b9e\u9a8c\u5ba4\">\u5339\u5179\u5821\u5927\u5b66 HARI \u5b9e\u9a8c\u5ba4<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/312bd1a007a36c1dc82c87b668fa4139.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1450\" height=\"776\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/312bd1a007a36c1dc82c87b668fa4139.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e\u5982\u4f55\u5199\u5230\u7b80\u5386\u4e0a\uff1a\u5339\u5179\u5821\u5927\u5b66 HARI \u5b9e\u9a8c\u5ba4\" class=\"wp-image-2277\"  sizes=\"auto, (max-width: 1450px) 100vw, 1450px\" \/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u667a\u80fd\u5728\u7ebf\u6559\u80b2\u5e73\u53f0-2024.11-2025.4\">\u667a\u80fd\u5728\u7ebf\u6559\u80b2\u5e73\u53f0 2024.11-2025.4<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u672f\u6808\uff1aSpringBoot SpringCloud MySQL Redis XXL-JOB Kafka OpenFeign<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u63cf\u8ff0\uff1a\u57fa\u4e8e\u5fae\u670d\u52a1\u67b6\u6784\u7684\u89c6\u9891\u64ad\u653e\u5e73\u53f0\uff0c\u4e3a\u57f9\u8bad\u673a\u6784\u6216\u4e2a\u4eba\u63d0\u4f9b\u6559\u5b66\u89c6\u9891\u53d1\u5e03\u5e73\u53f0\uff0c\u5b66\u751f\u7b49\u7fa4\u4f53\u53ef\u4ee5\u5bf9\u89c6\u9891\u8bfe\u7a0b\u8fdb\u884c\u5b66\u4e60\u3002\u4e3b\u8981\u529f\u80fd\u6a21\u5757\uff1a\u5185\u5bb9\u7ba1\u7406\uff0c\u5a92\u8d44\u7ba1\u7406\uff0c\u8ba4\u8bc1\u6388\u6743\uff0c\u667a\u80fd RAG \u77e5\u8bc6\u5e93\u6a21\u5757\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u529f\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8ba4\u8bc1\u9274\u6743\u91c7\u7528 JWT \u5b9e\u73b0\u65e0\u72b6\u6001\u8ba4\u8bc1\uff0c\u7ed3\u5408 ThreadLocal \u7ba1\u7406\u7528\u6237\u4e0a\u4e0b\u6587\uff0c\u914d\u5408\u62e6\u622a\u5668\u5b9e\u73b0token \u6821\u9a8c\u4e0e\u81ea\u52a8\u7eed\u7ea6\uff1b<\/li>\n\n\n\n<li>\u5b9e\u73b0\u8bfe\u7a0b\u89c6\u9891\u7684\u65ad\u70b9\u7eed\u4f20\uff0c\u7ed3\u5408 XXL-JOB\uff0c\u7ebf\u7a0b\u6c60\u548c\u4e50\u89c2\u9501\u5b9e\u73b0\u89c6\u9891\u7684\u5e76\u53d1\u8f6c\u7801\u4efb\u52a1\u5e76\u4fdd\u8bc1\u4efb\u52a1\u7684\u4e0d\u91cd\u590d\u6267\u884c\uff1b<\/li>\n\n\n\n<li>\u901a\u8fc7\u672c\u5730\u6d88\u606f\u8868+\u4efb\u52a1\u8c03\u5ea6\u5b9e\u73b0\u5206\u5e03\u5f0f\u4efb\u52a1\uff0c\u8bfe\u7a0b\u53d1\u5e03\u540e\u518d\u5f02\u6b65\u6267\u884c\u5411 Redis\uff0cMinIO\uff0cElasticsearch \u5199\u5165\u4fe1\u606f\uff1b<\/li>\n\n\n\n<li>\u901a\u8fc7\u81ea\u5b9a\u4e49\u6ce8\u89e3+AOP \u5b9e\u73b0\u670d\u52a1\u63a5\u53e3\u9274\u6743\u548c\u5185\u90e8\u8ba4\u8bc1\uff0c\u9632\u6b62\u5728\u4f7f\u7528 OpenFeign \u65f6\u5916\u90e8\u8bf7\u6c42\u8c03\u7528\u63a5\u53e3\uff1b<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u57fa\u4e8e\u7ec4\u7ec7\u6807\u7b7e\u7684\u591a\u7ea7\u6743\u9650\u6a21\u578b\uff0c\u7ed3\u5408\u7528\u6237\u89d2\u8272\u3001\u7ec4\u7ec7\u5f52\u5c5e\u548c\u6587\u4ef6\u5c5e\u6027\u7684\u6743\u9650\u8fc7\u6ee4\uff0c\u5b9e\u73b0\u4e86\u7cbe\u7ec6\u5316\u6587\u6863\u8bbf\u95ee\u63a7\u5236\uff1b<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u5b9e\u73b0\u4e86\u5b8c\u6574\u7684\u6587\u4ef6\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u5305\u62ec\u5206\u7247\u4e0a\u4f20\u3001\u6587\u4ef6\u5408\u5e76\u3001\u5185\u5bb9\u89e3\u6790\u548c\u5411\u91cf\u5316\u73af\u8282\u3002\u4f7f\u7528Redis \u7f13\u5b58\u5206\u7247\u72b6\u6001\uff0cMinIO \u5b58\u50a8\u6587\u4ef6\uff0cApache Tika \u89e3\u6790\u6587\u6863\uff0c\u901a\u8fc7 Kafka \u5b9e\u73b0\u5f02\u6b65\u5904\u7406\uff0c\u89e3\u51b3\u5927\u6587\u4ef6\u4e0a\u4f20\u548c\u5904\u7406\u6548\u7387\u6311\u6218\u3002<\/li>\n\n\n\n<li>\u5229\u7528 Elasticsearch + IK \u5206\u8bcd\u5668\u5bf9\u77e5\u8bc6\u5e93\u6587\u6863\u8fdb\u884c\u7d22\u5f15\u548c\u5411\u91cf\u68c0\u7d22\uff0c\u5b9e\u73b0\u5173\u952e\u8bcd+\u8bed\u4e49\u7684\u53cc\u5f15\u64ce\u641c\u7d22\uff1b<\/li>\n\n\n\n<li>\u57fa\u4e8e WebSocket \u5b9e\u73b0\u4e86\u6d41\u5f0f\u5bf9\u8bdd\u54cd\u5e94\uff0c\u7ed3\u5408\u4f1a\u8bdd\u5386\u53f2\u7ba1\u7406\u548c\u4e0a\u4e0b\u6587\u8ffd\u8e2a\uff0c\u901a\u8fc7 DeepSeek API \u63d0\u4f9b\u667a\u80fd\u56de\u590d;<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u52a9\u5b66\u5b9d-\u2013-\u5728\u7ebf\u6559\u80b2\u667a\u80fd\u52a9\u65592025.02-\u2013-2025.07\">\u52a9\u5b66\u5b9d \u2013 \u5728\u7ebf\u6559\u80b2\u667a\u80fd\u52a9\u65592025.02 \u2013 2025.07<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u63cf\u8ff0\uff1a\u57fa\u4e8e RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u67b6\u6784\u7684\u5728\u7ebf\u6559\u80b2\u667a\u80fd\u52a9\u6559\u7cfb\u7edf\uff0c\u652f\u6301\u6559\u6848\u3001\u8bfe\u4ef6\u3001\u4e60\u9898\u5e93\u3001\u5b66\u672f\u8bba\u6587\u7b49\u591a\u7c7b\u578b\u6587\u6863\u7684\u5206\u7247\u4e0a\u4f20\u3001\u5411\u91cf\u5316\u5904\u7406\u4e0e\u5173\u952e\u8bcd+\u8bed\u4e49\u6df7\u5408\u68c0\u7d22\uff0c\u4e3a\u5e08\u751f\u63d0\u4f9b\u5b9e\u65f6\u3001\u6d41\u5f0f\u7684\u5bf9\u8bdd\u5f0f\u7b54\u7591\u4e0e\u5199\u4f5c\u8f85\u5bfc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u672f\u6808\uff1aLangChain\u3001Ollama\u3001MongoDB\u3001SSE\u3001Function Calling\u3001Java\u3001Spring Boot<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u5de5\u4f5c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e LangChain + Ollama \u90e8\u7f72\u672c\u5730\u5927\u6a21\u578b\uff0c\u5c01\u88c5\u591a\u7528\u6237\u3001\u591a\u8f6e\u4f1a\u8bdd\u7ba1\u7406\u7684 AIService<\/li>\n\n\n\n<li>\u4f7f\u7528 MongoDB \u6301\u4e45\u5316\u7528\u6237\u4e0a\u4e0b\u6587\u4e0e\u5bf9\u8bdd\u5386\u53f2\uff0c\u652f\u6301\u65ad\u70b9\u6062\u590d\u4e0e\u5feb\u901f\u52a0\u8f7d\uff0c\u5e73\u5747\u4f1a\u8bdd\u6062\u590d\u8017\u65f6 &lt; 200ms<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u53ef\u914d\u7f6e\u7684 Prompt \u6a21\u677f\uff0c\u9650\u5b9a\u56de\u7b54\u98ce\u683c\u4e0e\u77e5\u8bc6\u8303\u56f4\uff0c\u51cf\u5c11\u5e7b\u89c9\u8f93\u51fa\u6bd4\u4f8b\u81f3 2% \u4ee5\u4e0b<\/li>\n\n\n\n<li>\u57fa\u4e8e LangChain Function Calling \u89e3\u8026\u5927\u6a21\u578b\u4e0e\u4e1a\u52a1\u63a5\u53e3\uff0c\u4e32\u8054\u201c\u8bfe\u7a0b\u62a5\u540d\u201d\u201c\u4f5c\u4e1a\u63d0\u4ea4\u201d\u201c\u6210\u7ee9\u67e5\u8be2\u201d\u7b49\u6d41\u7a0b\uff0c\u7aef\u5230\u7aef\u8c03\u7528\u8017\u65f6\u7a33\u5b9a\u5728 500ms \u5185<\/li>\n\n\n\n<li>\u4f7f\u7528 SSE\uff08Server-Sent Events\uff09\u5b9e\u73b0\u6d41\u5f0f\u54cd\u5e94\uff0c\u5c06\u9996\u54cd\u5e94\u65f6\u95f4\u4ece 2.3s \u4f18\u5316\u81f3 0.6s<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u56fd\u7f51\u9ed1\u9f99\u6c5f\u7701\u7535\u529b\u6709\u9650\u516c\u53f8\u5927\u5e86\u4f9b\u7535\u516c\u53f8-\u2013-\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u5f00\u53d12025.04-\u2013-2025.06\">\u56fd\u7f51\u9ed1\u9f99\u6c5f\u7701\u7535\u529b\u6709\u9650\u516c\u53f8\u5927\u5e86\u4f9b\u7535\u516c\u53f8 \u2013 \u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u5f00\u53d12025.04 \u2013 2025.06<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u63cf\u8ff0\uff1a\u6784\u5efa\u9762\u5411\u7535\u5382\u8bbe\u5907\u64cd\u4f5c\u6307\u5357\u7684\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\uff0c\u652f\u6301\u591a\u683c\u5f0f\u8bbe\u5907\u624b\u518c\u4e0a\u4f20\u4e0e\u89e3\u6790\uff0c\u7ed3\u5408\u8bed\u4e49\u68c0\u7d22\u4e0e\u5927\u6a21\u578b\u4e3a\u8fd0\u7ef4\u4eba\u5458\u63d0\u4f9b\u6280\u672f\u54a8\u8be2\u3002\u7cfb\u7edf\u5b9e\u73b0\u591a\u7ea7\u6743\u9650\u7ba1\u63a7\uff0c\u4fdd\u969c\u654f\u611f\u8bbe\u5907\u4fe1\u606f\u5b89\u5168\uff0c\u5e76\u901a\u8fc7\u6d41\u5f0f\u5bf9\u8bdd\u4e0e\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u63d0\u5347\u64cd\u4f5c\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u672f\u6808\uff1aSpring Boot\u3001Redis\u3001MinIO\u3001Elasticsearch\u3001WebFlux\u3001WebSocket\u3001MySQL<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u5de5\u4f5c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bbe\u8ba1\u57fa\u4e8e\u7ec4\u7ec7\u6807\u7b7e\u7684\u591a\u7ea7\u6743\u9650\u6a21\u578b\uff08RBAC\uff09\uff0c\u7ed3\u5408\u7528\u6237\u89d2\u8272\u3001\u7ec4\u7ec7\u5f52\u5c5e\u548c\u6587\u4ef6\u5c5e\u6027\u5b9e\u73b0\u591a\u7ef4\u5ea6\u6743\u9650\u8fc7\u6ee4\uff0c\u8986\u76d6 100% \u654f\u611f\u6587\u6863\u8bbf\u95ee\u573a\u666f\uff1b<\/li>\n\n\n\n<li>\u91c7\u7528\u5206\u7247\u4e0a\u4f20\u4e0e\u65ad\u70b9\u7eed\u4f20\u6280\u672f\uff0c\u7ed3\u5408 Redis \u7684 Bitmap \u7f13\u5b58\u6587\u4ef6\u72b6\u6001\u3001MinIO \u5b58\u50a8\u6587\u4ef6\u5185\u5bb9\uff0c\u652f\u6301\u5355\u6587\u4ef6\u6700\u5927 5GB \u4e0a\u4f20\u4e14\u5931\u8d25\u91cd\u4f20\u7387\u4f4e\u4e8e 0.3%\uff1b<\/li>\n\n\n\n<li>\u5efa\u7acb\u8bed\u4e49\u5411\u91cf+\u5173\u952e\u8bcd\u7684\u6df7\u5408\u68c0\u7d22\u5f15\u64ce\uff0c\u57fa\u4e8e Elasticsearch \u5b58\u50a8\u5411\u91cf\u5316\u6570\u636e\uff0c\u96c6\u6210 rescore \u91cd\u6392\u4f18\u5316\u7ed3\u679c\u5e76\u878d\u5408\u6743\u9650\u8fc7\u6ee4\uff0c\u5728 50 \u4e07\u6761\u6587\u6863\u89c4\u6a21\u4e0b\u68c0\u7d22\u5ef6\u8fdf\u7a33\u5b9a\u5728 300ms \u5185\uff1b<\/li>\n\n\n\n<li>\u5b9e\u73b0\u591a\u8f6e\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u8bb0\u5fc6\uff0c\u7ed3\u5408 Redis \u7f13\u5b58\u4e0e\u6301\u4e45\u5316\u673a\u5236\u652f\u6301\u4f1a\u8bdd\u65ad\u70b9\u6062\u590d\uff1b<\/li>\n\n\n\n<li>\u57fa\u4e8e WebSocket + WebFlux \u5b9e\u73b0\u5927\u6a21\u578b\u6d41\u5f0f\u54cd\u5e94\u63a8\u9001\uff0c\u9996 token \u54cd\u5e94\u65f6\u95f4\u7531 2.5s \u964d\u81f3 1.2s\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u9879\u76ee\uff1a\u533b\u7597\u884c\u4e1a-ai-\u667a\u80fd\u52a9\u624b\">\u9879\u76ee\uff1a\u533b\u7597\u884c\u4e1a AI \u667a\u80fd\u52a9\u624b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u672f\u6808\uff1aSpringBoot\u3001MyBatis\u3001MySQL\u3001LangChain\u3001RAG\u3001MongoDB\u3001Pinecone\u3001Ollama<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e LangChain \u6784\u5efa\u533b\u7597\u667a\u80fd\u95ee\u7b54\u52a9\u624b\uff0c\u7ed3\u5408 Ollama \u672c\u5730\u5927\u6a21\u578b\u80fd\u529b\uff0c\u9762\u5411\u6302\u53f7\u5e73\u53f0\u3001\u5728\u7ebf\u95ee\u8bca\u7b49\u573a\u666f\uff0c\u63d0\u4f9b\u8bca\u524d\u54a8\u8be2\u3001\u79d1\u5ba4\u63a8\u8350\u7b49\u529f\u80fd\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 MongoDB \u6301\u4e45\u5316\u7528\u6237\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u901a\u8fc7\u5c01\u88c5 AIService \u7ba1\u7406\u6bcf\u4e2a\u7528\u6237\u7684\u4f1a\u8bdd\u5386\u53f2\uff0c\u5b9e\u73b0\u4e86\u201c\u591a\u7528\u6237\u591a\u8f6e\u5bf9\u8bdd\u201d\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u5229\u7528 Prompt \u6a21\u677f\u89c4\u8303\u5927\u6a21\u578b\u884c\u4e3a\uff0c\u5851\u9020\u201cAI \u533b\u52a9\u201d\u8eab\u4efd\uff0c\u9650\u5b9a\u5176\u77e5\u8bc6\u8fb9\u754c\u53ca\u56de\u7b54\u98ce\u683c\uff0c\u51cf\u5c11\u5e7b\u89c9\u8f93\u51fa\u3002<\/li>\n\n\n\n<li>\u501f\u52a9 LangChain \u7684 Function Calling \u80fd\u529b\uff0c\u5c06\u5927\u6a21\u578b\u4e0e\u4e1a\u52a1\u80fd\u529b\u89e3\u8026\uff0c\u6253\u901a\u201c\u9884\u7ea6\u6302\u53f7\u3001\u67e5\u8be2\u8bb0\u5f55\u3001\u53d6\u6d88\u8ba2\u5355\u201d\u7b49\u4e1a\u52a1\u6d41\u7a0b\uff0c\u5b9e\u73b0\u7ed3\u6784\u5316\u5bf9\u63a5\u8c03\u7528\uff0c\u7528\u6237\u5e73\u5747\u64cd\u4f5c\u8017\u65f6\u63a7\u5236\u5728 500ms \u4ee5\u5185\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Pinecone \u6784\u5efa\u5411\u91cf\u7d22\u5f15\u5e93\uff0c\u7ed3\u5408\u533b\u7597\u6587\u732e\u3001\u79d1\u5ba4\u8bf4\u660e\u7b49\u975e\u7ed3\u6784\u5316\u6587\u672c\uff0c\u96c6\u6210 RAG \u6846\u67b6\u5b9e\u73b0\u77e5\u8bc6\u589e\u5f3a\u95ee\u7b54\uff0c\u5e76\u4f18\u5316\u6a21\u578b\u5bf9\u51b7\u95e8\u95ee\u8bca\u7684\u5e94\u7b54\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u5b9e\u73b0\u57fa\u4e8e SSE \u7684\u6a21\u578b\u6d41\u5f0f\u8f93\u51fa\uff0c\u7528\u6237\u63d0\u95ee\u540e\u901a\u8fc7 Stream \u6301\u7eed\u63a5\u6536\u6a21\u578b\u751f\u6210\u5185\u5bb9\uff0c\u51cf\u5c11\u767d\u5c4f\u7b49\u5f85\u65f6\u95f4\uff0c\u5e73\u5747\u9996\u54cd\u5e94\u65f6\u95f4\u4ece 2.3s \u964d\u81f3 0.6s\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-ai-\u4ea4\u53cb\u52a9\u624b-2025.02-\u2013-2025.06\">AI \u4ea4\u53cb\u52a9\u624b 2025.02 \u2013 2025.06<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">**\u9879\u76ee\u7b80\u4ecb\uff1a**\u7528&nbsp;<strong>Spring Boot 3 + Spring AI<\/strong>&nbsp;\u642d\u5efa AI \u4ea4\u53cb\u52a9\u624b\uff0c\u96c6\u6210&nbsp;<strong>Tool Calling<\/strong>&nbsp;\u548c MCP\uff0c\u652f\u6301\u591a\u8f6e\u5bf9\u8bdd\u4e0e\u8bb0\u5fc6\u6301\u4e45\u5316\uff0c\u7ed3\u5408&nbsp;<strong>ReAct \u6846\u67b6<\/strong>\u5b9e\u73b0\u610f\u56fe\u89e3\u6790\u3001\u5de5\u5177\u8c03\u7528\u548c\u7ed3\u679c\u6574\u5408\u95ed\u73af\uff0c\u652f\u6301\u81ea\u4e3b\u5b8c\u6210\u641c\u7d22\u3001\u4e0b\u8f7d\u3001\u751f\u6210 PDF \u7b49\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e2a\u4eba\u804c\u8d23<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e\u6587\u4ef6\u7cfb\u7edf\u81ea\u7814\u4e86\u5bf9\u8bdd\u8bb0\u5fc6\u673a\u5236\uff0c\u7ed3\u5408\u00a0<strong>Kryo<\/strong>\uff0c\u89e3\u51b3\u670d\u52a1\u91cd\u542f\u540e\u5386\u53f2\u5bf9\u8bdd\u4e22\u5931\u7684\u95ee\u9898\uff1b<\/li>\n\n\n\n<li>\u501f\u52a9\u00a0<strong>Spring AI<\/strong>\u00a0\u7684\u6269\u5c55\u80fd\u529b\uff0c\u7ed3\u5408\u4e0a\u4e0b\u6587\u7f13\u5b58\u548c\u6d88\u606f\u589e\u5f3a\u7b56\u7565\uff0c\u5b9e\u73b0\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u7684\u8bed\u5883\u4fdd\u6301\uff0c\u8ba9 AI \u5728\u957f\u5bf9\u8bdd\u573a\u666f\u4e0b\u4fdd\u6301\u4e0a\u4e0b\u6587\u4e00\u81f4\uff1b<\/li>\n\n\n\n<li>\u63a5\u5165\u00a0<strong>CallAroundAdvisor<\/strong>\u00a0\u8bb0\u5f55 AI \u8c03\u7528\u8bf7\u6c42\u4e0e\u7ed3\u679c\u4fe1\u606f\uff0c\u65b9\u4fbf\u8ffd\u8e2a\u94fe\u8def\u4e0e\u95ee\u9898\u5b9a\u4f4d\uff1b<\/li>\n\n\n\n<li>\u7528\u00a0<strong>Retrieval Augmentation<\/strong>\u00a0\u65b9\u6848\u6574\u5408\u6587\u6863\u68c0\u7d22\u4e0e\u67e5\u8be2\u8f6c\u6362\u903b\u8f91\uff0c\u7ed3\u5408\u76f8\u4f3c\u5ea6\u9608\u503c\u4e0e\u5143\u4fe1\u606f\u8fc7\u6ee4\u4f18\u5316\u53ec\u56de\u7b56\u7565\uff0c\u63d0\u5347 AI \u56de\u7b54\u7684\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u6280\u672f\u521b\u65b0\u4e2d\u5fc3-\u2014-\u5de5\u4e1a\u8f6f\u4ef6\u53d1\u5c55\u4e2d\u5fc3\">\u6280\u672f\u521b\u65b0\u4e2d\u5fc3 \u2014 \u5de5\u4e1a\u8f6f\u4ef6\u53d1\u5c55\u4e2d\u5fc3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5927\u6a21\u578b\u540e\u7aef\u5f00\u53d1<\/strong>&nbsp;| 2024.10 \u2013 2025.04<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u63cf\u8ff0\uff1a\u53c2\u4e0e\u865a\u7af9\u5927\u6a21\u578b\u9879\u76ee\uff0c\u9488\u5bf9\u5de5\u4e1a\u8f6f\u4ef6\u9886\u57df\u540c\u884c\u95f4\u77e5\u8bc6\u96be\u4ee5\u5171\u4eab\u3001\u590d\u7528\u7387\u4f4e\u7684\u95ee\u9898\uff0c\u548c\u56e2\u961f\u4e00\u8d77\u5f00\u53d1\u4e86\u4e00\u6b3e\u901a\u7528\u7684\u5de5\u4e1a\u77e5\u8bc6\u5927\u6a21\u578b\uff0c\u4e3b\u8981\u5b9e\u73b0\u4e86\u77e5\u8bc6\u5e93\u6784\u5efa\u3001\u77e5\u8bc6\u52a9\u624b\u3001\u667a\u80fd\u95ee\u7b54\u548c\u4eff\u771f\u7b49\u529f\u80fd\u6a21\u5757\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u804c\u8d23\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8d1f\u8d23\u5927\u6a21\u578b\u76f8\u5173\u540e\u7aef\u5f00\u53d1\u5de5\u4f5c\uff0c\u4f7f\u7528 Django \u548c FastAPI \u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86\u591a\u7ec4 RESTful \u63a5\u53e3\uff0c\u652f\u6301\u6a21\u578b\u8bad\u7ec3\u4efb\u52a1\u7684\u8c03\u5ea6\u548c\u591a\u8f6e\u95ee\u7b54\u670d\u52a1\uff1b\u914d\u5408\u524d\u7aef Vue.js \u5b8c\u6210\u77e5\u8bc6\u52a9\u624b\u6a21\u5757\u5f00\u53d1\u3002<\/li>\n\n\n\n<li>\u5728\u77e5\u8bc6\u5e93\u7ba1\u7406\u6a21\u5757\u4e2d\uff0c\u57fa\u4e8e PostgreSQL \u5b9e\u73b0\u77e5\u8bc6\u6570\u636e\u5b58\u50a8\u4e0e\u7d22\u5f15\u4f18\u5316\uff0c\u652f\u6301\u6d77\u91cf\u6587\u6863\u7684\u9ad8\u6548\u68c0\u7d22\u4e0e\u7ba1\u7406\u3002<\/li>\n\n\n\n<li>\u7ed3\u5408 LangChain \u6846\u67b6\u6784\u5efa\u4e86\u9762\u5411\u5de5\u4e1a\u9886\u57df\u7684\u77e5\u8bc6\u95ee\u7b54\u4e0e\u8f85\u52a9\u51b3\u7b56\u80fd\u529b\uff0c\u652f\u6491\u5927\u6a21\u578b\u6839\u636e\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u7ed9\u51fa\u667a\u80fd\u5efa\u8bae\u4e0e\u89e3\u7b54\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Docker \u5b8c\u6210\u6838\u5fc3\u6a21\u5757\u7684\u5bb9\u5668\u5316\u90e8\u7f72\uff0c\u7ed3\u5408\u6570\u636e\u5e93\u8fc1\u79fb\u6280\u672f\uff0c\u5b9e\u73b0\u4e0d\u540c\u73af\u5883\u4e0b\u7684\u4e00\u952e\u90e8\u7f72\u4e0e\u5feb\u901f\u4e0a\u7ebf\u3002<\/li>\n\n\n\n<li>\u53c2\u4e0e\u9879\u76ee\u4ece\u6280\u672f\u9009\u578b\u5230\u6a21\u5757\u5f00\u53d1\u7684\u5b8c\u6574\u8fc7\u7a0b\uff0c\u638c\u63e1\u4e86\u56e2\u961f\u534f\u4f5c\u5f00\u53d1\u6d41\u7a0b\uff0c\u719f\u7ec3\u4f7f\u7528 Git \u548c\u9700\u6c42\u7ba1\u7406\u5de5\u5177\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-ai-agent-\u667a\u80fd\u4f53\u5e73\u53f0---\u4f01\u4e1a\u7ea7-ai-\u670d\u52a1\u67b6\u6784-\u65f6\u95f4\uff1a2025.03---2025.05\">AI Agent \u667a\u80fd\u4f53\u5e73\u53f0 &#8211; \u4f01\u4e1a\u7ea7 AI \u670d\u52a1\u67b6\u6784 \u65f6\u95f4\uff1a2025.03 &#8211; 2025.05<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u672f\u6808\uff1a<\/strong>&nbsp;Java\u3001Spring Boot\u3001OpenAI API\u3001PostgreSQL\u3001Docker\u3001Redis\u3001Nginx\u3001MCP<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u804c\u8d23\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91c7\u7528 DDD \u67b6\u6784\u8bbe\u8ba1\u4f01\u4e1a\u7ea7 AI \u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u6df1\u5ea6\u96c6\u6210 OpenAI GPT \u6a21\u578b\u4e0e PostgreSQL \u5411\u91cf\u6570\u636e\u5e93\uff0c\u5b9e\u73b0\u667a\u80fd\u77e5\u8bc6\u7ba1\u7406\u548c\u81ea\u52a8\u5316\u5185\u5bb9\u5206\u53d1\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Redis \u7684 BitMap \u6765\u5b58\u50a8\u6587\u4ef6\u5206\u7247\u4e0a\u4f20\u72b6\u6001\uff0c\u6700\u5927\u7a0b\u5ea6\u8282\u7701\u5185\u5b58\uff0c\u5373\u4f7f\u4e00\u4e2a\u6587\u4ef6\u6709 1000 \u4e2a\u5206\u7247\uff0c\u4e5f\u53ea\u9700\u8981 125 \u5b57\u8282\u7684\u5b58\u50a8\u7a7a\u95f4\u3002<\/li>\n\n\n\n<li>\u6784\u5efa\u5305\u542b 4+ \u4e2a\u5bb9\u5668\u5316\u670d\u52a1\u7684\u5fae\u670d\u52a1\u67b6\u6784\uff0c\u652f\u6301 SSE \u5b9e\u65f6\u901a\u4fe1\u4e0e\u5de5\u5177\u96c6\u6210\uff0c\u6ee1\u8db3 AI \u5de5\u5177\u94fe\u670d\u52a1\u5316\u9700\u6c42\u3002<\/li>\n\n\n\n<li>\u96c6\u6210 Elasticsearch + FAISS\uff0c\u5b9e\u73b0\u300c\u5173\u952e\u8bcd + \u8bed\u4e49\u300d\u53cc\u5f15\u64ce\u641c\u7d22\uff0c\u76ee\u524d\u5df2\u901a\u8fc7 ES \u7684 bool should \u67e5\u8be2\u5b9e\u73b0\u5173\u952e\u8bcd + \u8bed\u4e49\u7684\u641c\u7d22\u65b9\u5f0f\u3002<\/li>\n\n\n\n<li>\u96c6\u6210\u5fae\u4fe1 API \u4e0e CSDN API\uff0c\u5b9e\u73b0\u6d88\u606f\u4e0e\u5185\u5bb9\u81ea\u52a8\u53d1\u5e03\uff0c\u7ed3\u5408 Playwright \u5b9e\u73b0\u7f51\u9875\u81ea\u52a8\u5316\uff0c\u65e5\u5747\u5904\u7406 100+ \u5de5\u4f5c\u6d41\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e pgvector \u642d\u5efa\u5411\u91cf\u5316\u8bed\u4e49\u68c0\u7d22\u7cfb\u7edf\uff0c\u652f\u6301 AI \u77e5\u8bc6\u5e93\u7684\u4e0a\u4e0b\u6587\u5339\u914d\u4e0e\u9ad8\u6027\u80fd\u95ee\u7b54\uff0c\u652f\u6301 100M \u5927\u6587\u6863\u5411\u91cf\u5904\u7406\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Docker Compose \u5b9e\u73b0\u4e00\u952e\u90e8\u7f72\uff0c\u901a\u8fc7 Nginx \u8d1f\u8f7d\u5747\u8861\u4e0e Redis \u7f13\u5b58\u63d0\u5347\u7cfb\u7edf\u541e\u5410\u91cf\u3002<\/li>\n\n\n\n<li>\u6df1\u5ea6\u5e94\u7528 MCP \u534f\u8bae\uff0c\u6784\u5efa\u6807\u51c6\u5316\u901a\u4fe1\u673a\u5236\uff0c\u652f\u6301 AI \u5de5\u5177\u4e0e\u5916\u90e8\u7cfb\u7edf\u7684\u6570\u636e\u6d41\u4e92\u901a\u4e0e\u63d2\u4ef6\u89e3\u8026\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u667a\u6167\u533b\u7597\u5ba2\u670d\u7cfb\u7edf\uff082025\/02---2025\/03\uff09\u540e\u7aef\u5f00\u53d1\">\u667a\u6167\u533b\u7597\u5ba2\u670d\u7cfb\u7edf\uff082025\/02 &#8211; 2025\/03\uff09\u540e\u7aef\u5f00\u53d1<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u672f\u6808\uff1aSpringBoot + LangChain4j + Pinecone + MongoDB + MySQL<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9879\u76ee\u7b80\u4ecb<\/strong>\uff1a\u8be5\u9879\u76ee\u805a\u7126\u533b\u7597\u5782\u7c7b\u667a\u80fd\u95ee\u7b54\uff0c\u901a\u8fc7\u96c6\u6210 LangChain4j \u548c\u901a\u4e49\u5343\u95ee\u5927\u6a21\u578b\uff0c\u7ed3\u5408 RAG \u6280\u672f\uff0c\u5b9e\u73b0\u7528\u6237\u533b\u7597\u54a8\u8be2\u7684\u81ea\u52a8\u56de\u590d\u4e0e\u8f85\u52a9\u670d\u52a1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u804c\u8d23<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e LangChain4j \u7684 Spring Boot Starter \u5feb\u901f\u96c6\u6210\u901a\u4e49\u5343\u95ee\u5927\u6a21\u578b\uff0c\u5c01\u88c5\u667a\u80fd\u95ee\u7b54\u7edf\u4e00\u63a5\u53e3\uff0c\u52a0\u8f7d\u81ea\u5b9a\u4e49 Prompt\uff0c\u4f7f LLM \u62e5\u6709\u201c\u533b\u7597\u987e\u95ee\u201d\u89d2\u8272\uff1b<\/li>\n\n\n\n<li>\u5b9e\u73b0 WebFlux \u6d41\u5f0f\u54cd\u5e94\u80fd\u529b\uff0c\u652f\u6301 LLM \u5206\u6bb5\u8fd4\u56de\u5185\u5bb9\uff0c<strong>\u63d0\u5347\u95ee\u7b54\u4ea4\u4e92\u4f53\u9a8c\u4e0e\u54cd\u5e94\u5b9e\u65f6\u6027<\/strong>\uff1b<\/li>\n\n\n\n<li>\u6784\u5efa\u7528\u6237\u7ea7\u804a\u5929\u8bb0\u5fc6\u4f53\u7cfb\uff1a\u5229\u7528 MongoDB \u5b58\u50a8\u5386\u53f2\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u652f\u6301\u591a\u4f1a\u8bdd\u9694\u79bb\uff0c\u5b9e\u73b0\u201c\u95ee\u8bca\u4e0a\u4e0b\u6587\u8fde\u7eed\u6027\u201d\uff1b<\/li>\n\n\n\n<li>\u8bbe\u8ba1 Tools \u5de5\u5177\u65b9\u6cd5\uff0c\u901a\u8fc7 LangChain Function Call \u9a71\u52a8 LLM \u81ea\u52a8\u8c03\u7528\u540e\u7aef\u63a5\u53e3\uff0c\u5b8c\u6210\u00a0<strong>\u6302\u53f7\u67e5\u8be2\u4e0e\u9884\u7ea6\u6302\u53f7\u529f\u80fd<\/strong>\uff1b<\/li>\n\n\n\n<li>\u57fa\u4e8e Pinecone \u642d\u5efa\u5411\u91cf\u77e5\u8bc6\u5e93\uff0c\u63a5\u5165\u533b\u7597\u6587\u732e\/\u95ee\u7b54\u8bed\u6599\uff0c\u914d\u5408 Retrieval-Augmented Generation\uff08RAG\uff09\u6d41\u7a0b\uff0c\u5b9e\u73b0\u201c\u5148\u68c0\u7d22\u518d\u751f\u6210\u201d\u7684\u4e13\u4e1a\u95ee\u7b54\u903b\u8f91\uff0c\u6a21\u578b\u56de\u7b54\u51c6\u786e\u7387\u663e\u8457\u63d0\u5347\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-rag-\u589e\u5f3a\u68c0\u7d22\u77e5\u8bc6\u5e93\u7cfb\u7edf-2024.05-\u2013-2025.08\">RAG \u589e\u5f3a\u68c0\u7d22\u77e5\u8bc6\u5e93\u7cfb\u7edf 2024.05 \u2013 2025.08<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u672f\u6808\uff1aSpring Boot\u3001Spring AI\u3001PostgreSQL\u3001Redis\u3001Ollama DeepSeek\u3001OpenAI API\u3001JGit\u3001Apache Tika<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">**\u9879\u76ee\u4ecb\u7ecd\uff1a**\u6784\u5efa\u667a\u80fd\u5316\u7684\u77e5\u8bc6\u5e93\u7cfb\u7edf\uff0c\u652f\u6301\u6587\u6863\u89e3\u6790\u4e0e Git \u4ed3\u5e93\u5206\u6790\uff0c\u7ed3\u5408 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u673a\u5236\u63d0\u5347\u95ee\u7b54\u7cbe\u51c6\u5ea6\u3002\u7cfb\u7edf\u5df2\u5e94\u7528\u4e8e\u5185\u90e8\u6280\u672f\u56e2\u961f\u6587\u6863\u95ee\u7b54\u4e0e\u9879\u76ee\u4ee3\u7801\u8f85\u52a9\u7406\u89e3\u573a\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e3b\u8981\u5de5\u4f5c\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c01\u88c5 Ollama DeepSeek \u4e0e OpenAI \u63a5\u53e3\uff0c\u652f\u6301\u4e3b\u5907\u6a21\u578b\u81ea\u52a8\u5207\u6362\u4e0e\u8bf7\u6c42\u4f18\u5148\u7ea7\u914d\u7f6e\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Apache Tika \u5b9e\u73b0 PDF\u3001Markdown\u3001Java \u7b49\u591a\u683c\u5f0f\u6587\u6863\u89e3\u6790\uff0c\u517c\u5bb9\u6027\u8986\u76d6 90% \u4ee5\u4e0a\u4e1a\u52a1\u8d44\u6599\u3002<\/li>\n\n\n\n<li>\u5f15\u5165 TokenTextSplitter\uff0c\u4f18\u5316\u5927\u6bb5\u6587\u672c\u5207\u5206\u903b\u8f91\uff0c\u907f\u514d\u8d85 Token \u9650\u5236\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e JGit \u5b9e\u73b0 Git \u4ed3\u5e93\u7684\u589e\u91cf\u62c9\u53d6\u4e0e\u89e3\u6790\uff0c\u652f\u6301\u6e90\u7801\u7ed3\u6784\u548c\u6ce8\u91ca\u81ea\u52a8\u63d0\u53d6\uff0c\u5e73\u5747 1 \u4e2a\u4ed3\u5e93\u5904\u7406\u65f6\u95f4\u5c0f\u4e8e 2.5 \u79d2\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 PostgreSQL \u5411\u91cf\u5b58\u50a8\u6587\u672c\u5411\u91cf\uff0c\u914d\u5408\u8bed\u4e49\u68c0\u7d22\u5b9e\u73b0\u77e5\u8bc6\u7247\u6bb5\u7cbe\u51c6\u547d\u4e2d\uff0c\u95ee\u7b54\u51c6\u786e\u7387\u8f83\u539f\u59cb\u68c0\u7d22\u63d0\u5347 60%\u3002<\/li>\n\n\n\n<li>\u5229\u7528 Redis \u7ba1\u7406\u77e5\u8bc6\u5e93\u6807\u7b7e\u7d22\u5f15\uff0c\u652f\u6301\u591a\u7528\u6237\u77e5\u8bc6\u9694\u79bb\u4e0e\u6743\u9650\u63a7\u5236\uff1b\u5b9e\u73b0\u6d41\u5f0f\u95ee\u7b54\u63a5\u53e3\uff0c\u54cd\u5e94\u5ef6\u8fdf\u63a7\u5236\u5728 300ms \u5185\uff0c\u6253\u5b57\u673a\u5f0f\u8f93\u51fa\u4f18\u5316\u4ea4\u4e92\u4f53\u9a8c\u3002<\/li>\n\n\n\n<li>\u7cfb\u7edf\u76ee\u524d\u670d\u52a1\u4e8e 4 \u4e2a\u5185\u90e8\u7814\u53d1\u56e2\u961f\uff0c\u7d2f\u8ba1\u4e0a\u4f20\u6587\u6863 2000+\uff0c\u95ee\u7b54\u65e5\u5747\u8c03\u7528\u91cf\u8d85 1500 \u6b21\uff0c\u663e\u8457\u964d\u4f4e\u91cd\u590d\u6c9f\u901a\u4e0e\u77e5\u8bc6\u67e5\u627e\u6210\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-deepseek-rag-\u589e\u5f3a\u68c0\u7d22\u77e5\u8bc6\u5e93\u7cfb\u7edf-2025.04---2025.05\">DeepSeek RAG \u589e\u5f3a\u68c0\u7d22\u77e5\u8bc6\u5e93\u7cfb\u7edf 2025.04 &#8211; 2025.05<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u6280\u672f<\/strong>\uff1aSpringBoot\u3001Spring AI\u3001Redis\u3001Ollama\u3001PostgreSQL\u3001JGit<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9879\u76ee\u7b80\u4ecb<\/strong>\uff1a\u672c\u9879\u76ee\u57fa\u4e8e Spring AI \u6846\u67b6\u96c6\u6210 Ollama DeepSeek \u4e0e OpenAI \u53cc\u6a21\u578b\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u667a\u80fd\u5316\u77e5\u8bc6\u5e93\u7cfb\u7edf\uff0c\u652f\u6301\u6587\u6863\u89e3\u6790\u4e0e Git \u4ed3\u5e93\u5206\u6790\u80fd\u529b\u3002\u7528\u6237\u4e0a\u4f20\u6587\u6863\u6216\u4ee3\u7801\u540e\uff0c\u7cfb\u7edf\u5c06\u5176\u8f6c\u5316\u4e3a\u5411\u91cf\u5b58\u50a8\uff0c\u6784\u5efa\u4e13\u5c5e\u77e5\u8bc6\u5e93\uff0c\u5e76\u652f\u6301\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u8fdb\u884c\u95ee\u7b54\u68c0\u7d22\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u804c\u8d23<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e Spring AI \u6784\u5efa Ollama DeepSeek \u4e0e OpenAI \u53cc\u6a21\u578b\u7b56\u7565\u5bf9\u63a5\u80fd\u529b\uff0c\u5b9e\u73b0\u667a\u80fd\u77e5\u8bc6\u5e93\u7684\u5efa\u7acb\u4e0e\u7ef4\u62a4\uff0c\u652f\u6301\u4e0a\u4e0b\u6587\u611f\u77e5\u4e0e\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528 PostgreSQL \u5b58\u50a8\u6587\u6863\u5411\u91cf\u4fe1\u606f\uff0c\u652f\u6301\u5927\u89c4\u6a21\u6587\u6863\u8f6c\u5411\u5b9a\u91cf\u8868\u793a\u7ed3\u6784\uff0c\u5e76\u914d\u5408\u8bed\u4e49\u5206\u6bb5\u4f18\u5316\u68c0\u7d22\u6027\u80fd\uff0c\u5411\u91cf\u67e5\u8be2\u5ef6\u8fdf\u63a7\u5236\u5728 100ms \u4ee5\u5185\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528 JGit \u5b8c\u6210 Git \u4ed3\u5e93\u63a5\u5165\uff0c\u901a\u8fc7\u62bd\u53d6\u4ee3\u7801\u53d8\u66f4\u3001\u6ce8\u91ca\u4e0e\u63d0\u4ea4\u4fe1\u606f\u6784\u5efa\u4ee3\u7801\u77e5\u8bc6\u56fe\u8c31\uff0c\u652f\u6301\u589e\u91cf\u5f0f\u540c\u6b65\u4e0e\u81ea\u52a8\u66f4\u65b0\u673a\u5236\uff1b<\/li>\n\n\n\n<li>\u57fa\u4e8e Flux \u6784\u5efa\u6d41\u5f0f\u63a5\u53e3\uff0c\u652f\u6301\u5ba2\u6237\u7aef\u6253\u5b57\u673a\u5f0f\u7684\u6d41\u5f0f\u95ee\u7b54\u4f53\u9a8c\uff1b<\/li>\n\n\n\n<li>\u5b9e\u73b0\u6587\u7ae0\u53d1\u5e03\u81ea\u52a8\u5316\u6d41\u7a0b\uff0c\u6784\u5efa\u6587\u7ae0\u751f\u6210\u6a21\u5757\u4e0e MCP \u63a5\u53e3\uff0c\u5c06\u77e5\u8bc6\u95ee\u7b54\u7ed3\u679c\u805a\u5408\u4e3a\u7ed3\u6784\u5316\u6587\u7ae0\uff0c\u5e76\u540c\u6b65\u53d1\u5e03\u81f3 CSDN\u3001\u535a\u5ba2\u56ed\u3001\u6398\u91d1\u793e\u533a\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u6d3e\u806a\u660e\u5927\u6a21\u578b\uff08\u6838\u5fc3\u7814\u53d1\u4eba\u5458\uff0920xx.xx-\u2013-\u81f3\u4eca\">\u6d3e\u806a\u660e\u5927\u6a21\u578b\uff08\u6838\u5fc3\u7814\u53d1\u4eba\u5458\uff0920XX.XX \u2013 \u81f3\u4eca<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u672f\u6808<\/strong>\uff1aSpring Boot\u3001Spring Cloud\u3001WebSocket\u3001SSE\u3001MyBatis\u3001MySQL\u3001Redis\u3001Docker\u3001LangChain<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9879\u76ee\u63cf\u8ff0<\/strong>\uff1a\u8be5\u9879\u76ee\u4e3a\u9762\u5411\u4e13\u4e1a\u77e5\u8bc6\u573a\u666f\u6253\u9020\u7684\u667a\u80fd\u95ee\u7b54\u5e73\u53f0\uff0c\u652f\u6301\u63a5\u5165\u519b\u667a 1.0\u3001\u767e\u5ddd\u7cfb\u5217\u3001\u901a\u4e49\u5343\u95ee\u3001GLM\u3001\u5b50\u7259\u7b49\u591a\u4e2a\u5927\u6a21\u578b\uff0c\u5b9e\u73b0\u4e13\u4e1a\u95ee\u7b54\u3001\u77e5\u8bc6\u641c\u7d22\u3001\u6587\u4e66\u5199\u4f5c\u7b49\u529f\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u804c\u8d23<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53c2\u4e0e\u5927\u6a21\u578b\u95ee\u7b54\u3001\u77e5\u8bc6\u641c\u7d22\u3001\u6587\u4e66\u5199\u4f5c\u7b49\u6a21\u5757\u7684\u9700\u6c42\u8bc4\u5ba1\u3001\u6570\u636e\u5e93\u5efa\u6a21\u3001\u65b9\u6848\u8bbe\u8ba1\u4e0e\u8054\u8c03\u6d4b\u8bd5\uff0c\u63a8\u52a8\u9879\u76ee\u5feb\u901f\u843d\u5730\uff1b<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u6570\u636e\u6e90\u914d\u7f6e\u4e2d\u5fc3\uff0c\u652f\u6301\u7075\u6d3b\u7ed1\u5b9a\u9ed8\u8ba4\u5f15\u64ce\u3001\u5411\u91cf\u641c\u7d22\u5f15\u64ce\u3001\u77e5\u8bc6\u56fe\u8c31\u4e0e LangChain \u77e5\u8bc6\u5e93\uff0c\u6309\u9700\u9009\u62e9\u95ee\u7b54\u901a\u8def\uff0c\u5b9e\u73b0\u5b9a\u5236\u5316\u95ee\u7b54\u4f53\u9a8c\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528\u7b56\u7565\u6a21\u5f0f\u5c01\u88c5\u4e0d\u540c\u5927\u6a21\u578b\u63a5\u5165\u6d41\u7a0b\uff0c\u5df2\u6210\u529f\u96c6\u6210\u519b\u667a 1.0\u3001\u767e\u5ddd 1.0\/2.0\u3001\u901a\u4e49\u5343\u95ee\u3001GLM\u3001\u5b50\u7259\u7b49\u591a\u4e2a\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u57fa\u4e8e WebSocket \u5b9e\u73b0\u7528\u6237\u4e0e\u6a21\u578b\u4e4b\u95f4\u7684\u957f\u8fde\u63a5\u901a\u4fe1\u901a\u9053\uff0c\u7ed3\u5408\u5927\u6a21\u578b Stream API \u5b9e\u73b0\u54cd\u5e94\u6d41\u5f0f\u8fd4\u56de\uff1b\u4e3a\u9002\u914d\u6d4f\u89c8\u5668\u7aef\u5c55\u793a\u6548\u679c\uff0c\u4f7f\u7528 SSE \u5b9e\u73b0\u5355\u5411\u5b9e\u65f6\u63a8\u9001\u6d41\uff0c\u5c06 AI \u56de\u590d\u8fc7\u7a0b\u9010\u5b57\u9010\u53e5\u8f93\u51fa\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528 Redis \u7f13\u5b58\u70ed\u70b9\u6570\u636e\u4e0e\u7528\u6237\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u63d0\u5347\u591a\u8f6e\u95ee\u7b54\u7684\u54cd\u5e94\u6548\u7387\u4e0e\u4e0a\u4e0b\u6587\u4fdd\u6301\u80fd\u529b\uff1b\u4f7f\u7528 Docker \u8fdb\u884c\u670d\u52a1\u90e8\u7f72\u4e0e\u6a21\u578b\u8fd0\u884c\u73af\u5883\u9694\u79bb\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528 Redis \u7f13\u5b58\u6587\u4ef6\u5143\u4fe1\u606f\u4e0e\u4e0a\u4f20\u5206\u7247\uff0c\u7ed3\u5408 MinIO \u5b9e\u73b0\u5927\u6587\u4ef6\u5206\u7247\u4e0a\u4f20\u4e0e\u65ad\u70b9\u7eed\u4f20\uff0c\u4f18\u5316\u540e\u00a0<strong>1GB \u6587\u4ef6\u4e0a\u4f20\u8017\u65f6\u7531 15s \u964d\u81f3 3s<\/strong>\uff1b\u96c6\u6210 kkFileView \u5b9e\u73b0\u538b\u7f29\u5305\u3001PDF\u3001Word \u7b49\u6587\u4ef6\u7684\u5728\u7ebf\u9884\u89c8\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u6d3e\u806a\u660e-lab-\u591a\u6a21\u578b\u5b9e\u9a8c\u5e73\u53f0-2025.01---2025.05\">\u6d3e\u806a\u660e Lab \u591a\u6a21\u578b\u5b9e\u9a8c\u5e73\u53f0 2025.01 &#8211; 2025.05<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u672f\u6808<\/strong>\uff1aSpring Boot\u3001MyBatis-Plus\u3001MySQL\u3001Redis\u3001Sa-Token\u3001LangChain4j\u3001MinIO<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9879\u76ee\u63cf\u8ff0<\/strong>\uff1a\u8be5\u5e73\u53f0\u662f\u4e00\u4e2a\u57fa\u4e8e Java \u6784\u5efa\u7684\u591a\u6a21\u578b\u5b9e\u9a8c\u73af\u5883\uff0c\u96c6\u6210\u591a\u79cd\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 OpenAI\u3001Claude\u3001DeepSeek \u7b49\uff09\uff0c\u652f\u6301\u7528\u6237\u901a\u8fc7 Web \u754c\u9762\u4fbf\u6377\u6784\u5efa\u4e2a\u6027\u5316\u77e5\u8bc6\u5e93\u4e0e AI \u5bf9\u8bdd\u52a9\u624b\uff0c\u53ef\u7528\u4e8e\u95ee\u7b54\u670d\u52a1\u3001\u6587\u6863\u6458\u8981\u3001\u77e5\u8bc6\u641c\u7d22\u7b49\u573a\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e2a\u4eba\u804c\u8d23<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8d1f\u8d23\u5e73\u53f0\u6838\u5fc3\u6a21\u5757\u5f00\u53d1\uff0c\u642d\u5efa\u7edf\u4e00\u6743\u9650\u6821\u9a8c\u4f53\u7cfb\uff0c\u57fa\u4e8e Sa-Token \u5b9e\u73b0\u5bf9\u6a21\u578b\u7ba1\u7406\u3001\u77e5\u8bc6\u5e93\u3001\u804a\u5929\u63a5\u53e3\u7684\u7cbe\u7ec6\u5316\u6743\u9650\u63a7\u5236\uff0c\u9632\u6b62\u63a5\u53e3\u8d8a\u6743\u8c03\u7528\u548c\u654f\u611f\u6570\u636e\u6cc4\u9732\uff1b<\/li>\n\n\n\n<li>\u5b9e\u73b0\u57fa\u4e8e Server-Sent Events\uff08SSE\uff09\u7684\u6d41\u5f0f\u54cd\u5e94\u673a\u5236\uff0c\u914d\u5408\u524d\u7aef\u5b9e\u73b0 AI \u5bf9\u8bdd\u5b9e\u65f6\u8f93\u51fa\u4f53\u9a8c\uff0c\u7528\u6237\u54cd\u5e94\u65f6\u95f4\u7f29\u77ed\u81f3\u5e73\u5747 60ms \u5185\uff1b<\/li>\n\n\n\n<li>\u6784\u5efa\u878d\u5408\u6587\u6863\u5411\u91cf\u68c0\u7d22\u4e0e Web Search \u63d2\u4ef6\u7684 LangChain4j RAG \u7cfb\u7edf\uff0c\u63d0\u5347 AI \u56de\u7b54\u7684\u51c6\u786e\u6027\u4e0e\u65f6\u6548\u6027\uff0c\u9002\u914d\u641c\u7d22\u589e\u5f3a\u95ee\u7b54\u573a\u666f\uff1b<\/li>\n\n\n\n<li>\u5b9e\u73b0\u52a8\u6001\u914d\u7f6e\u4e2d\u5fc3\uff0c\u652f\u6301\u901a\u8fc7\u524d\u7aef\u754c\u9762\u65e0\u611f\u5237\u65b0\u5927\u6a21\u578b API Key\u3001\u7cfb\u7edf\u89d2\u8272\u53c2\u6570\u3001\u5411\u91cf\u6570\u636e\u5e93\u8fde\u63a5\u914d\u7f6e\uff0c\u907f\u514d\u9891\u7e41\u91cd\u542f\u670d\u52a1\uff1b<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u5e76\u5b9e\u73b0 Function Call \u80fd\u529b\uff0c\u901a\u8fc7\u53ef\u6269\u5c55 Tool \u7c7b\u4f53\u7cfb\u5c01\u88c5\u672c\u5730\u65b9\u6cd5\uff0c\u652f\u6301 AI \u81ea\u52a8\u8c03\u7528\u6570\u636e\u5e93\u68c0\u7d22\u3001\u6587\u4ef6\u89e3\u6790\u3001\u7b2c\u4e09\u65b9\u63a5\u53e3\u7b49\u64cd\u4f5c\uff1b<\/li>\n\n\n\n<li>\u5b8c\u5584\u77e5\u8bc6\u5e93\u4e0a\u4f20\u6a21\u5757\uff0c\u96c6\u6210 MinIO \u5b58\u50a8\u4e0a\u4f20\u6587\u6863\uff0c\u81ea\u52a8\u5b8c\u6210\u6587\u6863\u89e3\u6790\u4e0e\u5411\u91cf\u5316\u5165\u5e93\u6d41\u7a0b\uff0c\u652f\u6301\u6279\u91cf\u4e0a\u4f20\u3001\u5185\u5bb9\u8fc7\u6ee4\u4e0e\u591a\u77e5\u8bc6\u5e93\u7ba1\u7406\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9879\u76ee\u6210\u679c<\/strong>\uff1a\u5e73\u53f0\u6210\u529f\u652f\u6301\u591a\u4e2a\u6821\u5185\/\u4e1a\u52a1\u90e8\u95e8\u90e8\u7f72\u79c1\u6709\u5316\u6a21\u578b\u6d4b\u8bd5\u73af\u5883\uff0c\u5b9e\u73b0\u5feb\u901f\u642d\u5efa AI \u52a9\u624b\u573a\u666f\uff0c\u652f\u6301\u5e76\u53d1\u7528\u6237\u6570\u8fbe 500+\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u6d3e\u806a\u660e-lab---\u5b9e\u9a8c\u5e73\u53f0-2025.01-\u2013-2025.05\">\u6d3e\u806a\u660e Lab &#8211; \u5b9e\u9a8c\u5e73\u53f0 2025.01 \u2013 2025.05<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u672f\u6808<\/strong>\uff1aSpring Boot\u3001MyBatis-Plus\u3001MySQL\u3001Redis\u3001Sa-Token\u3001LangChain4j\u3001MinIO<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9879\u76ee\u63cf\u8ff0<\/strong>\uff1a\u5e73\u53f0\u57fa\u4e8e Java \u6280\u672f\u6808\u6784\u5efa\uff0c\u652f\u6301\u591a\u79cd\u4e3b\u6d41\u5927\u6a21\u578b\u63a5\u5165\uff08\u5982 OpenAI\u3001\u901a\u4e49\u5343\u95ee\u3001\u6587\u5fc3\u4e00\u8a00\u7b49\uff09\uff0c\u7528\u6237\u53ef\u901a\u8fc7 Web \u9875\u9762\u6784\u5efa\u77e5\u8bc6\u5e93\u5e76\u5feb\u901f\u751f\u6210\u5177\u5907\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u4e0e\u63d2\u4ef6\u80fd\u529b\u7684 AI \u5bf9\u8bdd\u673a\u5668\u4eba\uff0c\u652f\u6301 SaaS \u5316\u90e8\u7f72\u4e0e\u79c1\u6709\u5316\u843d\u5730\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u804c\u8d23<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a5\u5165 LangChain4j \u6784\u5efa RAG \u7cfb\u7edf\uff0c\u878d\u5408\u6587\u6863\u5411\u91cf\u68c0\u7d22\u4e0e Web Search \u63d2\u4ef6\uff0c\u63d0\u5347 AI \u56de\u7b54\u51c6\u786e\u7387\u4e0e\u8986\u76d6\u9762\uff0c\u53ec\u56de\u6b63\u786e\u7387\u63d0\u5347\u81f3 83%+\uff1b<\/li>\n\n\n\n<li>\u652f\u6301 Function Call\uff0c\u8bbe\u8ba1\u53ef\u6269\u5c55 Tool \u63a5\u53e3\u4f53\u7cfb\uff0c\u4f7f\u6a21\u578b\u5177\u5907\u672c\u5730\u51fd\u6570\u4e0e\u7b2c\u4e09\u65b9 API \u7684\u8c03\u7528\u80fd\u529b\uff0c\u652f\u6301\u52a8\u6001\u6570\u636e\u52a0\u8f7d\u4e0e\u903b\u8f91\u5904\u7406\uff1b<\/li>\n\n\n\n<li>\u57fa\u4e8e SSE \u5b9e\u73b0\u6d41\u5f0f\u8f93\u51fa\uff0c\u7ed3\u5408 Redis Pub\/Sub \u673a\u5236\u4f18\u5316\u591a\u6a21\u578b\u54cd\u5e94\u5904\u7406\u94fe\u8def\uff0c\u6d88\u606f\u5ef6\u8fdf\u7531\u5e73\u5747\u00a0<strong>1.2s \u964d\u81f3 300ms<\/strong>\uff1b<\/li>\n\n\n\n<li>\u5f00\u53d1\u6a21\u578b\u914d\u7f6e\u70ed\u66f4\u65b0\u529f\u80fd\uff0c\u652f\u6301\u5728\u4e0d\u91cd\u542f\u670d\u52a1\u7684\u524d\u63d0\u4e0b\uff0c\u901a\u8fc7 Web UI \u52a8\u6001\u8c03\u6574\u6a21\u578b\u53c2\u6570\u3001Token Key\u3001\u5411\u91cf\u5b58\u50a8\u7b56\u7565\u7b49\u6838\u5fc3\u53c2\u6570\uff1b<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u77e5\u8bc6\u5e93\u6a21\u5757\uff0c\u652f\u6301 PDF\u3001DOCX\u3001TXT \u683c\u5f0f\u5185\u5bb9\u4e0a\u4f20\u4e0e\u5206\u7247\u89e3\u6790\uff0c\u7ed3\u5408 MinIO \u5b58\u50a8\u6587\u4ef6\u5e76\u751f\u6210\u5411\u91cf\u5165\u5e93\uff0c\u5b9e\u73b0\u6570\u636e\u79c1\u6709\u5316\u68c0\u7d22\u95ed\u73af\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u4eba\u5de5\u667a\u80fd\u533b\u7597\u52a9\u624b-2025.04-\u2013-2025.05\">\u4eba\u5de5\u667a\u80fd\u533b\u7597\u52a9\u624b 2025.04 \u2013 2025.05<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u672f\u6808<\/strong>\uff1aSpring Boot\u3001LangChain4j\u3001MongoDB\u3001MySQL\u3001MyBatis-Plus\u3001Pinecone<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9879\u76ee\u63cf\u8ff0<\/strong>\uff1a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u667a\u80fd\u533b\u7597\u52a9\u624b\uff0c\u7ed3\u5408 RAG \u6280\u672f\uff0c\u9762\u5411\u60a3\u8005\u63d0\u4f9b\u667a\u80fd\u5316\u7684\u95ee\u8bca\u3001\u9884\u7ea6\u6302\u53f7\u3001\u53d6\u6d88\u6302\u53f7\u7b49\u670d\u52a1\u3002\u7cfb\u7edf\u901a\u8fc7 LangChain4j \u96c6\u6210 Pinecone \u5411\u91cf\u68c0\u7d22\u4e0e\u591a\u6a21\u6001\u80fd\u529b\uff0c\u63d0\u5347\u6a21\u578b\u5bf9\u4e13\u4e1a\u533b\u5b66\u77e5\u8bc6\u7684\u7406\u89e3\u4e0e\u54cd\u5e94\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u804c\u8d23<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e\u00a0<strong>MongoDB<\/strong>\u00a0\u6784\u5efa\u957f\u671f\u5bf9\u8bdd\u8bb0\u5fc6\u673a\u5236\uff0c\u589e\u5f3a\u591a\u8f6e\u95ee\u7b54\u7684\u4e0a\u4e0b\u6587\u8fde\u8d2f\u6027\u4e0e\u8bed\u4e49\u7406\u89e3\uff1b<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u7cfb\u7edf\u63d0\u793a\u8bcd\u6a21\u677f\u4e0e\u7528\u6237\u610f\u56fe\u8bc6\u522b\u6a21\u5757\uff0c\u4f7f LLM \u95ee\u7b54\u51c6\u786e\u7387\u63d0\u5347\u7ea6 20%\uff1b<\/li>\n\n\n\n<li>\u5f00\u53d1\u9884\u7ea6\u6302\u53f7\u3001\u53d6\u6d88\u6302\u53f7\u3001\u67e5\u8be2\u53f7\u6e90\u7b49\u529f\u80fd\u6a21\u5757\uff0c\u901a\u8fc7\u00a0<strong>Function Calling<\/strong>\u00a0\u8d4b\u4e88\u6a21\u578b\u4e1a\u52a1\u903b\u8f91\u8c03\u7528\u80fd\u529b\uff0c\u5b9e\u73b0 LLM \u6267\u884c\u4e1a\u52a1\u4efb\u52a1\u7684\u843d\u5730\uff1b<\/li>\n\n\n\n<li>\u57fa\u4e8e\u00a0<strong>Pinecone<\/strong>\u00a0\u6784\u5efa\u533b\u7597\u77e5\u8bc6\u5411\u91cf\u5e93\uff0c\u5b9e\u73b0\u6beb\u79d2\u7ea7\u8bed\u4e49\u68c0\u7d22\uff0c\u8986\u76d6\u8d85\u8fc7\u00a0<strong>10 \u4e07\u6761\u4e13\u4e1a\u533b\u5b66\u77e5\u8bc6<\/strong>\uff0c\u663e\u8457\u63d0\u5347\u56de\u7b54\u7684\u4e13\u4e1a\u6027\u4e0e\u7cbe\u51c6\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u6d3e\u806a\u660e\u4f34\u4fa3-2025.05-\u2013-2025.07\">\u6d3e\u806a\u660e\u4f34\u4fa3 2025.05 \u2013 2025.07<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u672f\u6808<\/strong>\uff1aSpring Boot 3\u3001Spring AI\u3001RAG\u3001Tool Calling\u3001MCP\u3001Ollama\u3001PGvector\u3001SSE<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9879\u76ee\u63cf\u8ff0<\/strong>\uff1a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u6253\u9020\u7684\u667a\u80fd\u65c5\u6e38\u89c4\u5212\u5e94\u7528\uff0c\u652f\u6301\u591a\u8f6e\u4e0a\u4e0b\u6587\u5bf9\u8bdd\u3001\u77e5\u8bc6\u68c0\u7d22\uff08RAG\uff09\u3001\u81ea\u4e3b\u4efb\u52a1\u89c4\u5212\u4e0e PDF \u884c\u7a0b\u62a5\u544a\u751f\u6210\uff0c\u5b9e\u73b0\u4ece\u7528\u6237\u63d0\u95ee\u5230\u5b8c\u6574\u65c5\u6e38\u65b9\u6848\u4ea4\u4ed8\u7684\u7aef\u5230\u7aef\u667a\u80fd\u4f53\u9a8c\uff0c\u9002\u914d SaaS \u4e0e\u79c1\u6709\u5316\u90e8\u7f72\u573a\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u804c\u8d23<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6df1\u5ea6\u96c6\u6210\u00a0<strong>Spring AI<\/strong>\uff0c\u63a5\u5165\u901a\u4e49\u5343\u95ee\u3001Ollama \u7b49\u5927\u6a21\u578b\u80fd\u529b\uff0c\u652f\u6301\u591a\u6a21\u578b\u70ed\u5207\u6362\uff1b<\/li>\n\n\n\n<li>\u5b9e\u73b0\u00a0<strong>\u591a\u8f6e\u5bf9\u8bdd\u6301\u4e45\u5316\u673a\u5236<\/strong>\uff08MySQL + \u6587\u4ef6\u7cfb\u7edf + Kryo \u5e8f\u5217\u5316\uff09\uff0c\u652f\u6301\u670d\u52a1\u91cd\u542f\u540e\u7684\u4e0a\u4e0b\u6587\u6062\u590d\uff1b\u5f00\u53d1\u00a0<em>Re-Reading Advisor<\/em>\u00a0\u6a21\u5757\uff0c\u63d0\u5347\u6a21\u578b\u5728\u590d\u6742\u63d0\u95ee\u4e0b\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\uff1b<\/li>\n\n\n\n<li>\u6784\u5efa\u9ad8\u6027\u80fd\u00a0<strong>RAG \u77e5\u8bc6\u5e93<\/strong>\uff0c\u57fa\u4e8e\u00a0<strong>PGvector<\/strong>\u00a0\u5b9e\u73b0\u6587\u6863\u5411\u91cf\u5316\u5b58\u50a8\u4e0e\u8bed\u4e49\u68c0\u7d22\uff0c\u5e73\u5747\u68c0\u7d22\u8017\u65f6 &lt; 200ms\uff1b<\/li>\n\n\n\n<li>\u57fa\u4e8e\u00a0<strong>ReAct \u67b6\u6784<\/strong>\u00a0\u6784\u5efa\u81ea\u4e3b\u89c4\u5212\u578b Agent\uff0c\u652f\u6301\u4efb\u52a1\u5206\u89e3\u4e0e\u5de5\u5177\u94fe\u8c03\u7528\uff08\u7f51\u9875\u641c\u7d22\u3001PDF \u751f\u6210\u7b49\uff09\uff0c\u4e94\u65e5\u884c\u7a0b\u89c4\u5212\u4efb\u52a1\u5e73\u5747\u751f\u6210\u65f6\u95f4 &lt; 30 \u79d2\uff1b<\/li>\n\n\n\n<li>\u63a5\u5165\u00a0<strong>\u9ad8\u5fb7\u5730\u56fe MCP<\/strong>\u00a0\u83b7\u53d6\u4f4d\u7f6e\u4e0a\u4e0b\u6587\uff0c\u7ed3\u5408\u7528\u6237\u5386\u53f2\u884c\u4e3a\u63a8\u8350\u5174\u8da3\u70b9\uff1b\u5b9e\u73b0\u5173\u952e\u8bcd\u56fe\u7247\u68c0\u7d22\u5e76\u901a\u8fc7 SSE \u5b9e\u65f6\u8fd4\u56de\uff1b<\/li>\n\n\n\n<li>\u5229\u7528\u00a0<strong>SseEmitter + CompletableFuture<\/strong>\u00a0\u5b9e\u73b0 AI \u6d41\u5f0f\u7b54\u590d\uff0c\u9996\u54cd\u5e94\u65f6\u95f4\u63a7\u5236\u5728 500ms \u4ee5\u5185\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-rag-\u77e5\u8bc6\u5e93\u68c0\u7d22\u7cfb\u7edf-2025.01-\u2013-2025.03\">RAG \u77e5\u8bc6\u5e93\u68c0\u7d22\u7cfb\u7edf 2025.01 \u2013 2025.03<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u672f\u6808<\/strong>\uff1aSpring Boot\u3001Spring AI\u3001Ollama\uff08DeepSeek\uff09\u3001OpenAI API\u3001Redis\u3001Docker\u3001RAG\u3001PgVector<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9879\u76ee\u63cf\u8ff0<\/strong>\uff1a\u878d\u5408 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u4e0e AI \u4ee3\u7801\u5206\u6790\u80fd\u529b\uff0c\u6784\u5efa\u4f01\u4e1a\u7ea7\u4ee3\u7801\u77e5\u8bc6\u5e93\u4e0e\u81ea\u52a8\u5316\u8bc4\u5ba1\u4f53\u7cfb\u3002\u96c6\u6210 GitHub Actions \u4e0e\u5fae\u4fe1\u516c\u4f17\u53f7\uff0c\u5b9e\u73b0\u4ece\u4ee3\u7801\u63d0\u4ea4\u3001\u8bed\u4e49\u7ea7\u8bc4\u5ba1\u5efa\u8bae\u751f\u6210\uff0c\u5230\u5b9e\u65f6\u901a\u77e5\u5f00\u53d1\u8005\u7684\u95ed\u73af\u5904\u7406\u94fe\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u804c\u8d23<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e\u00a0<strong>Spring AI<\/strong>\u00a0\u642d\u5efa\u591a\u683c\u5f0f\u6587\u6863\u89e3\u6790\u4e0e\u5411\u91cf\u5316\u6a21\u5757\uff0c\u652f\u6301 Markdown\u3001PDF\u3001Word \u7b49\u6587\u6863\u81ea\u52a8\u89e3\u6790\u4e0e\u5d4c\u5165\u5b58\u50a8\uff1b\u91c7\u7528\u00a0<strong>PgVector + Redis<\/strong>\u00a0\u63d0\u5347\u8bed\u4e49\u68c0\u7d22\u6027\u80fd\uff1b<\/li>\n\n\n\n<li>\u6784\u5efa\u00a0<strong>RAG \u68c0\u7d22\u6d41\u7a0b<\/strong>\uff0c\u5c06\u7528\u6237\u63d0\u95ee\u4e0e\u68c0\u7d22\u7247\u6bb5\u62fc\u63a5\u751f\u6210\u589e\u5f3a\u578b Prompt\uff0c\u7ed3\u5408\u4e0a\u4e0b\u6587\u4e0e\u8bed\u4e49\u53ec\u56de\u63d0\u5347\u4f01\u4e1a\u79c1\u6709\u95ee\u7b54\u51c6\u786e\u7387\uff1b<\/li>\n\n\n\n<li>\u96c6\u6210\u00a0<strong>Ollama\uff08DeepSeek\uff09\u4e0e OpenAI API<\/strong>\uff0c\u63d0\u4f9b\u7edf\u4e00 API 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API<\/strong>\uff0c\u5c06\u8bc4\u5ba1\u7ed3\u679c\u5b9e\u65f6\u63a8\u9001\u81f3\u5f00\u53d1\u8005\u7aef\uff0c\u5f62\u6210\u4ece\u63d0\u4ea4\u5230\u53cd\u9988\u7684\u95ed\u73af\uff1b<\/li>\n\n\n\n<li>\u5b8c\u6210\u77e5\u8bc6\u5e93\u4e0e\u95ee\u7b54\u63a5\u53e3\u90e8\u7f72\uff0cRAG \u63a8\u7406\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u63a7\u5236\u5728\u00a0<strong>800ms \u5185<\/strong>\uff1b\u81ea\u52a8\u8bc4\u5ba1\u7ec4\u4ef6\u5df2\u5f00\u6e90\u81f3 GitHub\uff1a\u00a0<a href=\"https:\/\/github.com\/Levionyx\/openai-code-review\/releases\/tag\/V1.0\">\u5f00\u6e90\u5730\u5740 \ud83d\udd17<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-deepseek-rag-\u589e\u5f3a\u68c0\u7d22\u77e5\u8bc6\u5e93\u7cfb\u7edf\uff5c\u540e\u7aef\u5f00\u53d1-2025.04-\u2013-2025.05\">DeepSeek RAG \u589e\u5f3a\u68c0\u7d22\u77e5\u8bc6\u5e93\u7cfb\u7edf\uff5c\u540e\u7aef\u5f00\u53d1 2025.04 \u2013 2025.05<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u672f\u6808<\/strong>\uff1aSpring Boot\u3001Spring AI\u3001Redis\u3001Ollama\u3001PostgreSQL\u3001JGit\u3001Flux\u3001MCP<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9879\u76ee\u63cf\u8ff0<\/strong>\uff1a\u57fa\u4e8e Spring AI \u6846\u67b6\u96c6\u6210 Ollama DeepSeek \u4e0e OpenAI \u6a21\u578b\uff0c\u6784\u5efa\u667a\u80fd\u5316\u77e5\u8bc6\u5e93\u7cfb\u7edf\uff0c\u652f\u6301\u6587\u6863\u89e3\u6790\u4e0e Git \u4ed3\u5e93\u5206\u6790\u3002\u7528\u6237\u4e0a\u4f20\u6587\u6863\u6216\u4ee3\u7801\u540e\uff0c\u7cfb\u7edf\u81ea\u52a8\u5411\u91cf\u5316\u5e76\u5165\u5e93\uff0c\u652f\u6301\u81ea\u7136\u8bed\u8a00\u8bed\u4e49\u68c0\u7d22\u4e0e\u591a\u8f6e\u4e0a\u4e0b\u6587\u5bf9\u8bdd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u804c\u8d23<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c01\u88c5\u00a0<strong>Spring AI + Ollama DeepSeek + OpenAI<\/strong>\u00a0\u7edf\u4e00\u63a5\u53e3\uff0c\u652f\u6301\u5927\u6a21\u578b\u70ed\u5207\u6362\u4e0e\u4e0a\u4e0b\u6587\u5171\u4eab\uff1b<\/li>\n\n\n\n<li>\u57fa\u4e8e\u00a0<strong>PostgreSQL<\/strong>\u00a0\u6784\u5efa\u6587\u6863\u5411\u91cf\u7d22\u5f15\uff0c\u7ed3\u5408\u8bed\u4e49\u5206\u6bb5\u4e0e\u7a00\u758f\u7d22\u5f15\u52a0\u901f\u68c0\u7d22\uff0c\u5e73\u5747\u67e5\u8be2\u8017\u65f6\u00a0<strong>&lt; 100ms<\/strong>\uff1b<\/li>\n\n\n\n<li>\u63a5\u5165\u00a0<strong>JGit<\/strong>\u00a0\u62bd\u53d6\u4ee3\u7801\u4ed3\u5386\u53f2\u53d8\u66f4\u3001\u6ce8\u91ca\u4e0e\u63d0\u4ea4\u8bb0\u5f55\uff0c\u751f\u6210\u4ee3\u7801\u77e5\u8bc6\u56fe\u8c31\uff0c\u652f\u6301\u589e\u91cf\u66f4\u65b0\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528\u00a0<strong>Flux<\/strong>\u00a0\u5b9e\u73b0 AI \u6d41\u5f0f\u5bf9\u8bdd\uff0c\u7ed3\u5408 ChatMemory + Advisor 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\u77e5\u8bc6\u5e93\u7cfb\u7edf<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-\u5199\u6cd5-1\uff1a\">\u5199\u6cd5 1\uff1a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u4ecb\u7ecd\uff1a\u6d3e\u806a\u660e\u662f\u57fa\u4e8e RAG(\u68c0\u7d22\u589e\u5f3a\u751f\u6210)\u67b6\u6784\u5f00\u53d1\u7684\u4f01\u4e1a\u7ea7\u77e5\u8bc6\u5e93\u7cfb\u7edf\uff0c\u652f\u6301\u5927\u6587\u4ef6\u5206\u7247\u4e0a\u4f20\u3001\u6587\u6863\u5411\u91cf\u5316\u5904\u7406\u548c\u8bed\u4e49\u68c0\u7d22\uff0c\u5b9e\u73b0\u4e86\u4ece\u6587\u6863\u7ba1\u7406\u5230\u667a\u80fd\u95ee\u7b54\u7684\u5b8c\u6574\u6d41\u7a0b\uff0c\u89e3\u51b3\u4f01\u4e1a\u77e5\u8bc6\u6c89\u6dc0\u4e0e\u9ad8\u6548\u5229\u7528\u7684\u96be\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e2a\u4eba\u804c\u8d23\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8d1f\u8d23\u7cfb\u7edf\u6574\u4f53\u67b6\u6784\u8bbe\u8ba1<\/strong>\uff1a\u4e3b\u8981\u8fd0\u7528\u4e86 Spring Boot\u3001Spring Security\u3001Spring Data JPA\u3001MySQL\u3001Redis\u3001MinIO\u3001Elasticsearch\u3001Kafka \u548c JWT \u7b49\u6280\u672f\u6808\uff0c\u6784\u5efa\u4e86\u6a21\u5757\u5316\u7684\u5206\u5c42\u67b6\u6784\uff0c\u5b9e\u73b0\u529f\u80fd\u6a21\u5757\u95f4\u7684\u4f4e\u8026\u5408\u9ad8\u5185\u805a\u3002<\/li>\n\n\n\n<li><strong>\u8d1f\u8d23\u5b58\u50a8\u8bbe\u8ba1<\/strong>\uff1a\u901a\u8fc7\u8fd0\u7528 MySQL+Redis+MinIO+Elasticsearch \u7684\u591a\u7ea7\u5b58\u50a8\u7ed3\u6784\uff0c\u5b9e\u73b0\u4e86\u6587\u4ef6\u5143\u6570\u636e\u3001\u5bf9\u8c61\u5b58\u50a8\u3001\u5411\u91cf\u6570\u636e\u5206\u79bb\uff0c\u8bbe\u8ba1\u4e86\u57fa\u4e8e\u7ec4\u7ec7\u6807\u7b7e\u7684\u6743\u9650\u6a21\u578b\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u6570\u636e\u8bbf\u95ee\u63a7\u5236\u4e0e\u68c0\u7d22\u6027\u80fd\u95ee\u9898\u3002<\/li>\n\n\n\n<li><strong>\u8d1f\u8d23\u843d\u5730\u5b9e\u73b0<\/strong>\uff1a\u901a\u8fc7\u5f15\u5165\u6a21\u5757\u5316+\u5f02\u6b65\u5316\u8bbe\u8ba1\u601d\u8def\uff0c\u8ba9\u6587\u4ef6\u4e0a\u4f20\u3001\u5904\u7406\u3001\u5411\u91cf\u5316\u548c\u68c0\u7d22\u5404\u73af\u8282\u89e3\u8026\u6e05\u6670\uff0c\u6a21\u5757\u804c\u8d23\u660e\u786e\u3002\u6709\u6548\u63d0\u5347\u4e86\u7cfb\u7edf\u7684\u53ef\u6269\u5c55\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u3002<\/li>\n\n\n\n<li><strong>\u8fdb\u884c\u6027\u80fd\u8c03\u4f18<\/strong>\uff1a\u5bf9\u6587\u4ef6\u5206\u7247\u4e0a\u4f20\u3001\u5411\u91cf\u68c0\u7d22\u7b49\u5173\u952e\u73af\u8282\u8fdb\u884c\u538b\u529b\u6d4b\u8bd5\u548c\u6027\u80fd\u4f18\u5316\uff0c\u68c0\u7d22\u54cd\u5e94\u65f6\u95f4\u4ece\u521d\u59cb\u7684 800ms \u964d\u4f4e\u5230 200ms\uff0c\u652f\u6301 TB \u7ea7\u6587\u6863\u5b58\u50a8\u548c\u6beb\u79d2\u7ea7\u68c0\u7d22\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u96be\u70b9\/\u4eae\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u7ea7\u6743\u9650\u63a7\u5236<\/strong>\uff1a\u901a\u8fc7\u8bbe\u8ba1\u57fa\u4e8e\u7ec4\u7ec7\u6807\u7b7e\u7684\u591a\u7ea7\u6743\u9650\u6a21\u578b\uff0c\u7ed3\u5408\u7528\u6237\u89d2\u8272\u3001\u7ec4\u7ec7\u5f52\u5c5e\u548c\u6587\u4ef6\u5c5e\u6027\u7684\u6743\u9650\u8fc7\u6ee4\uff0c\u5b9e\u73b0\u4e86\u7cbe\u7ec6\u5316\u7684\u6587\u6863\u8bbf\u95ee\u63a7\u5236\uff0c\u786e\u4fdd\u654f\u611f\u6570\u636e\u5b89\u5168\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u6027\u80fd\u6587\u4ef6\u5904\u7406<\/strong>\uff1a\u91c7\u7528\u5206\u7247\u4e0a\u4f20\u3001\u65ad\u70b9\u7eed\u4f20\u6280\u672f\uff0c\u7ed3\u5408 Redis \u7f13\u5b58\u6587\u4ef6\u72b6\u6001\uff0cMinIO \u5b58\u50a8\u6587\u4ef6\u5185\u5bb9\uff0c\u5b9e\u73b0\u4e86\u5927\u6587\u4ef6\u7684\u53ef\u9760\u4e0a\u4f20\uff0c\u540c\u65f6\u901a\u8fc7 Kafka \u89e3\u8026\u5b9e\u73b0\u6587\u4ef6\u5f02\u6b65\u5904\u7406\u3002<\/li>\n\n\n\n<li><strong>RAG \u6838\u5fc3\u67b6\u6784<\/strong>\uff1a\u5b9e\u73b0\u4e86\u57fa\u4e8e\u68c0\u7d22\u589e\u5f3a\u7684 RAG \u6838\u5fc3\u67b6\u6784\uff0c\u901a\u8fc7 Embedding API \u751f\u6210\u6587\u6863\u5411\u91cf\uff0c\u4f7f\u7528 Elasticsearch \u5b58\u50a8\u548c\u68c0\u7d22\u5411\u91cf\u6570\u636e\uff0c\u4e0e\u4f20\u7edf\u5173\u952e\u8bcd\u641c\u7d22\u76f8\u6bd4\u63d0\u5347\u68c0\u7d22\u51c6\u786e\u7387 40%\u4ee5\u4e0a\u3002<\/li>\n\n\n\n<li><strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/strong>\uff1a\u5b9e\u73b0\u4e86\u57fa\u4e8e\u68c0\u7d22\u7ed3\u679c\u7684 Prompt \u6784\u5efa\u673a\u5236\uff0c\u6574\u5408\u6587\u6863\u5185\u5bb9\u4e0e\u5143\u6570\u636e\uff08\u76f8\u5173\u5ea6\u3001\u6743\u9650\u4fe1\u606f\uff09\uff0c\u63d0\u5347\u5927\u6a21\u578b\u56de\u590d\u7684\u51c6\u786e\u6027\u548c\u53ef\u6eaf\u6e90\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6d41\u5f0f\u5bf9\u8bdd\u4f53\u9a8c<\/strong>\uff1a\u57fa\u4e8e WebSocket \u5b9e\u73b0\u4e86\u6d41\u5f0f\u5bf9\u8bdd\u54cd\u5e94\uff0c\u7ed3\u5408\u4f1a\u8bdd\u5386\u53f2\u7ba1\u7406\u548c\u4e0a\u4e0b\u6587\u8ffd\u8e2a\uff0c\u901a\u8fc7 DeepSeek API \u63d0\u4f9b\u7684\u667a\u80fd\u56de\u590d\uff0c\u5f62\u6210\u5b8c\u6574 RAG \u5bf9\u8bdd\u95ed\u73af\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-\u5199\u6cd5-2\uff1a\">\u5199\u6cd5 2\uff1a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u4ecb\u7ecd\uff1a\u5b9e\u4e60\u6216\u5de5\u4f5c\u671f\u95f4\u53c2\u4e0e\u5f00\u53d1\u7684\u57fa\u4e8e RAG(\u68c0\u7d22\u589e\u5f3a\u751f\u6210)\u67b6\u6784\u7684\u667a\u80fd\u77e5\u8bc6\u5e93\u7cfb\u7edf\uff0c\u652f\u6301\u6587\u6863\u7ba1\u7406\u3001\u8bed\u4e49\u68c0\u7d22\u548c\u667a\u80fd\u95ee\u7b54\uff0c\u89e3\u51b3\u90e8\u95e8\u5185\u90e8\u77e5\u8bc6\u5171\u4eab\u4e0e\u5229\u7528\u7684\u96be\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e2a\u4eba\u804c\u8d23\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53c2\u4e0e\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1<\/strong>\uff1a\u4f7f\u7528 Spring Boot\u3001Spring Security\u3001Spring Data JPA\u3001MySQL\u3001Redis\u3001MinIO\u3001Elasticsearch\u3001Kafka \u7b49\u6280\u672f\u6808\uff0c\u53c2\u4e0e\u6784\u5efa\u6a21\u5757\u5316\u7684\u5206\u5c42\u67b6\u6784\uff0c\u5b9e\u73b0\u7cfb\u7edf\u5404\u529f\u80fd\u6a21\u5757\u95f4\u7684\u4f4e\u8026\u5408\u9ad8\u5185\u805a\u3002<\/li>\n\n\n\n<li><strong>\u72ec\u7acb\u8d1f\u8d23\u6587\u4ef6\u5904\u7406\u6a21\u5757<\/strong>\uff1a\u8bbe\u8ba1\u5b9e\u73b0\u4e86\u5b8c\u6574\u7684\u6587\u4ef6\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u5305\u62ec\u5206\u7247\u4e0a\u4f20\u3001\u6587\u4ef6\u5408\u5e76\u3001\u5185\u5bb9\u89e3\u6790\u548c\u5411\u91cf\u5316\u73af\u8282\u3002\u4f7f\u7528 Redis \u7f13\u5b58\u5206\u7247\u72b6\u6001\uff0cMinIO \u5b58\u50a8\u6587\u4ef6\uff0cApache Tika \u89e3\u6790\u6587\u6863\uff0c\u901a\u8fc7 Kafka \u5b9e\u73b0\u5f02\u6b65\u5904\u7406\uff0c\u89e3\u51b3\u5927\u6587\u4ef6\u4e0a\u4f20\u548c\u5904\u7406\u6548\u7387\u6311\u6218\u3002<\/li>\n\n\n\n<li><strong>\u4e3b\u5bfc RAG \u68c0\u7d22\u5f15\u64ce\u5f00\u53d1<\/strong>\uff1a\u8d1f\u8d23\u57fa\u4e8e Elasticsearch \u5b9e\u73b0\u6df7\u5408\u68c0\u7d22\u5f15\u64ce\uff0c\u7ed3\u5408\u5411\u91cf\u76f8\u4f3c\u5ea6\u641c\u7d22\u548c\u5173\u952e\u8bcd\u5339\u914d\uff0c\u8bbe\u8ba1\u591a\u7ea7\u6743\u9650\u8fc7\u6ee4\u673a\u5236\u786e\u4fdd\u6570\u636e\u5b89\u5168\uff0c\u5c06\u68c0\u7d22\u54cd\u5e94\u65f6\u95f4\u4ece 800ms \u4f18\u5316\u81f3 200ms\uff0c\u4e3a\u667a\u80fd\u95ee\u7b54\u63d0\u4f9b\u6838\u5fc3\u652f\u6301\u3002<\/li>\n\n\n\n<li><strong>\u53c2\u4e0e\u6027\u80fd\u4f18\u5316<\/strong>\uff1a\u5bf9\u6587\u4ef6\u5904\u7406\u548c\u5411\u91cf\u68c0\u7d22\u7b49\u5173\u952e\u73af\u8282\u8fdb\u884c\u6027\u80fd\u8c03\u4f18\uff0c\u534f\u52a9\u5c06\u7cfb\u7edf\u6574\u4f53\u5904\u7406\u6548\u7387\u63d0\u5347 3 \u500d\uff0c\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u4f7f\u7528\u9700\u6c42\uff0c\u652f\u6301 TB \u7ea7\u6587\u6863\u5b58\u50a8\u548c\u6beb\u79d2\u7ea7\u68c0\u7d22\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u96be\u70b9\/\u4eae\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u6027\u80fd\u6587\u4ef6\u5904\u7406\u8bbe\u8ba1<\/strong>\uff1a\u9488\u5bf9\u4f01\u4e1a\u7ea7\u5927\u6587\u4ef6\u9700\u6c42\uff0c\u8bbe\u8ba1\u5b8c\u6574\u7684\u5206\u7247\u4e0a\u4f20\u4e0e\u65ad\u70b9\u7eed\u4f20\u65b9\u6848\uff0c\u901a\u8fc7 Redis BitSet \u5b58\u50a8\u5206\u7247\u72b6\u6001\uff0c\u5b9e\u73b0\u6587\u4ef6\u4e0a\u4f20\u7684\u53ef\u9760\u6027\u548c\u9ad8\u6548\u6027\uff0c\u652f\u6301\u4f01\u4e1a\u7ea7\u6587\u6863\u7ba1\u7406\u9700\u6c42\u3002<\/li>\n\n\n\n<li><strong>\u5f02\u6b65\u5904\u7406\u6d41\u6c34\u7ebf<\/strong>\uff1a\u6784\u5efa\u57fa\u4e8e Kafka \u7684\u6587\u6863\u5904\u7406\u5f02\u6b65\u6d41\u6c34\u7ebf\uff0c\u89e3\u8026\u6587\u4ef6\u4e0a\u4f20\u3001\u89e3\u6790\u548c\u5411\u91cf\u5316\u8fc7\u7a0b\uff0c\u5b9e\u73b0\u7cfb\u7edf\u9ad8\u53ef\u7528\u6027\u548c\u6269\u5c55\u6027\uff0c\u6587\u6863\u5904\u7406\u6548\u7387\u63d0\u5347 3 \u500d\u3002<\/li>\n\n\n\n<li><strong>\u6df7\u5408\u68c0\u7d22\u5b9e\u73b0<\/strong>\uff1a\u5b9e\u73b0\u57fa\u4e8e Elasticsearch \u7684\u6df7\u5408\u68c0\u7d22\u529f\u80fd\uff0c\u7ed3\u5408\u6587\u672c\u5339\u914d\u548c\u5411\u91cf\u76f8\u4f3c\u5ea6\u67e5\u8be2\uff0c\u5e94\u7528\u6743\u9650\u8fc7\u6ee4\u8bbe\u8ba1\uff0c\u63d0\u5347\u641c\u7d22\u7ed3\u679c\u7684\u76f8\u5173\u6027\u548c\u5b89\u5168\u6027\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u68c0\u7d22\u4f53\u9a8c\u3002<\/li>\n\n\n\n<li><strong>Prompt \u6784\u5efa\u8bbe\u8ba1<\/strong>\uff1a\u8bbe\u8ba1\u68c0\u7d22\u7ed3\u679c\u5230 Prompt \u7684\u8f6c\u6362\u903b\u8f91\uff0c\u5c06\u6587\u6863\u5185\u5bb9\u4e0e\u5143\u6570\u636e(\u5982\u6587\u6863\u6765\u6e90\u3001\u76f8\u5173\u5ea6\u5f97\u5206)\u6574\u5408\u4e3a\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\uff0c\u4f7f\u5927\u6a21\u578b\u80fd\u591f\u57fa\u4e8e\u53ef\u9760\u7684\u4f01\u4e1a\u77e5\u8bc6\u751f\u6210\u51c6\u786e\u56de\u7b54\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u5b89\u5168\u4e0e\u6743\u9650\u8bbe\u8ba1<\/strong>\uff1a\u57fa\u4e8e\u7ec4\u7ec7\u6807\u7b7e\u5b9e\u73b0\u591a\u7ea7\u6743\u9650\u63a7\u5236\uff0c\u5728\u68c0\u7d22\u5f15\u64ce\u5c42\u9762\u8fdb\u884c\u6743\u9650\u8fc7\u6ee4\uff0c\u786e\u4fdd\u7528\u6237\u53ea\u80fd\u8bbf\u95ee\u6709\u6743\u9650\u7684\u6587\u6863\uff0c\u4fdd\u969c\u4f01\u4e1a\u654f\u611f\u4fe1\u606f\u5b89\u5168\u3002<\/li>\n\n\n\n<li><strong>\u5b9e\u9645\u4e1a\u52a1\u8d21\u732e<\/strong>\uff1a\u8d1f\u8d23\u7684\u6838\u5fc3\u6a21\u5757\u4e0a\u7ebf\u540e\u663e\u8457\u63d0\u5347\u4e86\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\u6548\u7387\uff0c\u7528\u6237\u6587\u6863\u68c0\u7d22\u65f6\u95f4\u7f29\u77ed 60%\uff0c\u964d\u4f4e\u4e86\u5458\u5de5\u57f9\u8bad\u6210\u672c\uff0c\u83b7\u5f97\u4e86\u4f7f\u7528\u90e8\u95e8\u7684\u79ef\u6781\u53cd\u9988\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-ai-\u5e94\u7528\u5f00\u53d1\u7684\u4e00\u7cfb\u5217\u9762\u8bd5\u9898\">AI \u5e94\u7528\u5f00\u53d1\u7684\u4e00\u7cfb\u5217\u9762\u8bd5\u9898<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7136\u4e86\uff0c\u6d3e\u806a\u660e\u53ea\u662f\u4e00\u4e2a\u8f7d\u4f53\u800c\u5df2\uff0c\u6211\u4eec\u66f4\u5728\u4e4e\u7684\u662f\uff0c\u5927\u5bb6\u80fd\u591f\u5229\u7528 AI \u8fd9\u6ce2\u6d6a\u6f6e\uff0c\u5728\u9762\u8bd5\u4e2d\u5c55\u793a\u51fa\u81ea\u5df1\u5bf9 AI \u7684\u5168\u9762\u638c\u63e1\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u4e0b\u9762\u8fd9\u4e9b\u9762\u8bd5\u9898\uff08\u9762\u8bd5\u7bc7\u91cc\u8fd8\u6709\u5f88\u591a\uff0c\u8fd9\u91cc\u53ea\u662f\u5f00\u80c3\u83dc\uff09\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-\u2460\u3001\u4f60\u600e\u4e48\u770b\u5f85-agent-\u5f00\u53d1\u7684\u672a\u6765\u8d8b\u52bf\u7684\uff1f\">\u2460\u3001\u4f60\u600e\u4e48\u770b\u5f85 agent \u5f00\u53d1\u7684\u672a\u6765\u8d8b\u52bf\u7684\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b54\uff1a\u5173\u4e8e agent \u5f00\u53d1\u7684\u672a\u6765\u8d8b\u52bf\uff0c\u6211\u89c9\u5f97\u8fd9\u786e\u5b9e\u662f\u4e00\u4e2a\u5f88\u70ed\u95e8\u7684\u9886\u57df\u3002\u4ece\u76ee\u524d\u7684\u53d1\u5c55\u6765\u770b\uff0cAI agent \u6b63\u5728\u4ece\u7b80\u5355\u7684\u4efb\u52a1\u81ea\u52a8\u5316\u5411\u66f4\u590d\u6742\u7684\u51b3\u7b56\u548c\u63a8\u7406\u80fd\u529b\u53d1\u5c55\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/15bb3de9c297a5d0954aad714057e200-scaled.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2139\" height=\"2560\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/15bb3de9c297a5d0954aad714057e200-scaled.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-2267\"  sizes=\"auto, (max-width: 2139px) 100vw, 2139px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u89c9\u5f97\u6709\u51e0\u4e2a\u8d8b\u52bf\u6bd4\u8f83\u660e\u663e\u3002\u9996\u5148\u662f\u591a\u6a21\u6001\u80fd\u529b\u7684\u589e\u5f3a\uff0cagent \u4e0d\u4ec5\u80fd\u5904\u7406\u6587\u672c\uff0c\u8fd8\u80fd\u7406\u89e3\u56fe\u50cf\u3001\u8bed\u97f3\u7b49\u591a\u79cd\u8f93\u5165\u3002\u7136\u540e\u662f\u66f4\u597d\u7684\u5de5\u5177\u8c03\u7528\u80fd\u529b\uff0c\u5c31\u50cf\u6211\u4eec\u73b0\u5728\u770b\u5230\u7684\u4e00\u4e9b agent \u80fd\u591f\u8c03\u7528\u5404\u79cd API\u3001\u64cd\u4f5c\u4e0d\u540c\u7684\u8f6f\u4ef6\u5de5\u5177\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd8\u6709\u5c31\u662f\u8bb0\u5fc6\u548c\u5b66\u4e60\u80fd\u529b\u7684\u63d0\u5347\uff0c\u8ba9 agent \u80fd\u591f\u4ece\u5386\u53f2\u4ea4\u4e92\u4e2d\u5b66\u4e60\uff0c\u53d8\u5f97\u66f4\u52a0\u4e2a\u6027\u5316\u548c\u667a\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u5f00\u53d1\u89d2\u5ea6\u6765\u8bf4\uff0c\u6211\u89c9\u5f97\u672a\u6765\u4f1a\u6709\u66f4\u591a\u6807\u51c6\u5316\u7684\u6846\u67b6\u548c\u5de5\u5177\u51fa\u73b0\uff0c\u6bd4\u5982\u8bf4 MCP\uff0c\u8ba9\u5f00\u53d1\u8005\u66f4\u5bb9\u6613\u6784\u5efa\u548c\u90e8\u7f72 agent\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-\u2461\u3001\u5bf9\u5927\u6a21\u578b\u6709\u4ec0\u4e48\u770b\u6cd5\uff1f\">\u2461\u3001\u5bf9\u5927\u6a21\u578b\u6709\u4ec0\u4e48\u770b\u6cd5\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u4e00\u4e2a Java \u540e\u7aef\u5f00\u53d1\u7684\u89d2\u5ea6\u6765\u8bf4\uff0c\u6211\u89c9\u5f97\u5927\u6a21\u578b\u786e\u5b9e\u662f\u4e2a\u5f88\u6709\u610f\u601d\u7684\u6280\u672f\u65b9\u5411\u3002\u6700\u8fd1\u6211\u4eec\u56e2\u961f\u4e5f\u5728\u8ba8\u8bba\u600e\u4e48\u628a AI \u80fd\u529b\u96c6\u6210\u5230\u73b0\u6709\u7684\u4e1a\u52a1\u7cfb\u7edf\u4e2d\uff0c\u6bd4\u5982\u7528\u5927\u6a21\u578b\u6765\u505a\u667a\u80fd\u5ba2\u670d\u3001\u4ee3\u7801\u5ba1\u67e5\u8f85\u52a9\u3001\u6216\u8005\u4e1a\u52a1\u6570\u636e\u7684\u667a\u80fd\u5206\u6790\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/a25a443e296051b704f4de03d01ef149.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"808\" height=\"522\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/a25a443e296051b704f4de03d01ef149.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-2265\"  sizes=\"auto, (max-width: 808px) 100vw, 808px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u672f\u4e0a\u6765\u8bf4\uff0c\u5927\u6a21\u578b\u7684 API \u8c03\u7528\u5176\u5b9e\u8ddf\u6211\u4eec\u5e73\u65f6\u8c03\u7528\u5176\u4ed6\u7b2c\u4e09\u65b9\u670d\u52a1\u5dee\u4e0d\u591a\uff0c\u4e3b\u8981\u662f HTTP \u63a5\u53e3\u7684\u5bf9\u63a5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.yuque.com\/itwanger\/az7yww\/tyb1f9pqraqoadq2\">\u2705 \u6280\u672f\u6d3e\u96c6\u6210 DeepSeek \u5230\u6d3e\u806a\u660e AI \u52a9\u624b<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8fc7\u5728\u5b9e\u9645\u96c6\u6210\u7684\u65f6\u5019\u9700\u8981\u8003\u8651\u4e00\u4e9b\u95ee\u9898\uff0c\u6bd4\u5982\u54cd\u5e94\u65f6\u95f4\u6bd4\u8f83\u957f\u3001\u6210\u672c\u63a7\u5236\u3001\u6570\u636e\u5b89\u5168\u6027\u7b49\u7b49\u3002\u6211\u4eec\u6700\u8fd1\u5728\u8c03\u7814\u4e00\u4e9b\u5f00\u6e90\u7684\u5927\u6a21\u578b\uff0c\u6bd4\u5982\u8bf4 DeepSeek \u7684\u8f7b\u91cf\u7ea7\u7248\u672c\uff0c\u770b\u770b\u80fd\u4e0d\u80fd\u90e8\u7f72\u5728\u81ea\u5df1\u7684\u670d\u52a1\u5668\u4e0a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/7faf1581b334d7a0c0d24bfa3bf4949e.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2538\" height=\"1385\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/7faf1581b334d7a0c0d24bfa3bf4949e.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-2272\"  sizes=\"auto, (max-width: 2538px) 100vw, 2538px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u4e1a\u52a1\u89d2\u5ea6\u6765\u770b\uff0c\u6211\u89c9\u5f97\u5927\u6a21\u578b\u53ef\u80fd\u4f1a\u6539\u53d8\u5f88\u591a\u4f20\u7edf\u7684\u5f00\u53d1\u6a21\u5f0f\uff0c\u6bd4\u5982\u4ee5\u524d\u9700\u8981\u5927\u91cf\u89c4\u5219\u5f15\u64ce\u548c\u590d\u6742\u903b\u8f91\u7684\u5730\u65b9\uff0c\u73b0\u5728\u53ef\u80fd\u7528\u5927\u6a21\u578b\u5c31\u80fd\u89e3\u51b3\u3002\u4e0d\u8fc7\u5177\u4f53\u600e\u4e48\u843d\u5730\u8fd8\u9700\u8981\u66f4\u591a\u7684\u5b9e\u8df5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-\u2462\u3001rag-\u4e86\u89e3\u5417\uff1f\">\u2462\u3001RAG \u4e86\u89e3\u5417\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG \u5c31\u662f Retrieval-Augmented Generation\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3002\u7b80\u5355\u6765\u8bf4\u5c31\u662f\u5728\u5927\u6a21\u578b\u751f\u6210\u56de\u7b54\u4e4b\u524d\uff0c\u5148\u4ece\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u7136\u540e\u628a\u8fd9\u4e9b\u4fe1\u606f\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7ed9\u5927\u6a21\u578b\uff0c\u8ba9\u5b83\u57fa\u4e8e\u8fd9\u4e9b\u771f\u5b9e\u7684\u6570\u636e\u6765\u751f\u6210\u66f4\u51c6\u786e\u7684\u56de\u7b54\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/d4777292a6183f9cfa1d9b6ea6be444b.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1314\" height=\"596\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/d4777292a6183f9cfa1d9b6ea6be444b.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-2268\"  sizes=\"auto, (max-width: 1314px) 100vw, 1314px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u8fd9\u4e2a\u6d3e\u806a\u660e\u9879\u76ee\u4e3b\u8981\u662f\u4e3a\u4e86\u89e3\u51b3\u4f01\u4e1a\u5185\u90e8\u7684\u77e5\u8bc6\u7ba1\u7406\u95ee\u9898\u3002\u4ee5\u524d\u5927\u5bb6\u9047\u5230\u6280\u672f\u95ee\u9898\u6216\u8005\u4e1a\u52a1\u95ee\u9898\uff0c\u90fd\u8981\u53bb\u7ffb\u6587\u6863\u6216\u8005\u95ee\u540c\u4e8b\uff0c\u6548\u7387\u6bd4\u8f83\u4f4e\u3002\u6240\u4ee5\u6211\u4eec\u5c31\u60f3\u505a\u4e00\u4e2a\u667a\u80fd\u77e5\u8bc6\u5e93\uff0c\u80fd\u591f\u5feb\u901f\u56de\u7b54\u5404\u79cd\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u672f\u5b9e\u73b0\u4e0a\uff0c\u6211\u4eec\u7528\u7684\u662f\u6bd4\u8f83\u7ecf\u5178\u7684 RAG \u67b6\u6784\u3002\u9996\u5148\u628a\u516c\u53f8\u7684\u5404\u79cd\u6587\u6863\u3001wiki\u3001\u4ee3\u7801\u6ce8\u91ca\u8fd9\u4e9b\u90fd\u6536\u96c6\u8d77\u6765\uff0c\u7136\u540e\u7528 Apache Tika 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class=\"wp-block-paragraph\">\u540e\u7aef\u6211\u4eec\u7528\u7684\u662f Spring Boot 3.4.2\uff0c\u4e3b\u8981\u8d1f\u8d23\u63a5\u53e3\u7684\u5904\u7406\u3001\u5411\u91cf\u641c\u7d22\u3001\u5927\u6a21\u578b\u8c03\u7528\u8fd9\u4e9b\u903b\u8f91\u3002\u524d\u7aef\u7528\u7684 Vue\uff0c\u6574\u4f53\u7528\u6237\u4f53\u9a8c\u8fd8\u662f\u975e\u5e38\u4e0d\u9519\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8fc7\u5728\u5b9e\u9645\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u4e5f\u9047\u5230\u4e86\u4e0d\u5c11\u6311\u6218\uff0c\u6bd4\u5982\u6587\u672c\u5206\u5272\u7684\u7c92\u5ea6\u600e\u4e48\u63a7\u5236\u3001\u68c0\u7d22\u7684\u51c6\u786e\u7387\u600e\u4e48\u63d0\u5347\u3001\u6210\u672c\u600e\u4e48\u63a7\u5236\u7b49\u7b49\u3002\u73b0\u5728\u8fd9\u4e2a\u7cfb\u7edf\u5df2\u7ecf\u5728\u516c\u53f8\u5185\u90e8\u4f7f\u7528\u4e86\uff0c\u6548\u679c\u8fd8\u53ef\u4ee5\uff08\u793e\u62db\u515a\u53ef\u4ee5\u8fd9\u6837\u8bb2\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-\u2463\u3001\u600e\u4e48\u7406\u89e3-ai-\u548c\u4f20\u7edf\u4e1a\u52a1\u7ed3\u5408\uff1f\">\u2463\u3001\u600e\u4e48\u7406\u89e3 AI \u548c\u4f20\u7edf\u4e1a\u52a1\u7ed3\u5408\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u89c9\u5f97 AI \u548c\u4f20\u7edf\u4e1a\u52a1\u7ed3\u5408\uff0c\u5173\u952e\u662f\u8981\u627e\u5230\u771f\u6b63\u7684\u75db\u70b9\uff0c\u800c\u4e0d\u662f\u4e3a\u4e86 AI \u800c AI\u3002\u6211\u4eec\u56e2\u961f\u5728\u63a2\u7d22\u7684\u65f6\u5019\uff0c\u9996\u5148\u4f1a\u68b3\u7406\u73b0\u6709\u7684\u4e1a\u52a1\u6d41\u7a0b\uff0c\u770b\u770b\u54ea\u4e9b\u73af\u8282\u6548\u7387\u4f4e\u3001\u4eba\u529b\u6210\u672c\u9ad8\uff0c\u6216\u8005\u5bb9\u6613\u51fa\u9519\uff0c\u8fd9\u4e9b\u5730\u65b9\u5f80\u5f80\u662f AI \u80fd\u53d1\u6325\u4ef7\u503c\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u5982\u5ba2\u670d\u7cfb\u7edf\uff0c\u4ee5\u524d\u7528\u6237\u54a8\u8be2\u90fd\u8981\u4eba\u5de5\u56de\u590d\uff0c\u5ba2\u670d\u5c0f\u59d0\u59d0\u538b\u529b\u5f88\u5927\uff0c\u54cd\u5e94\u4e5f\u4e0d\u591f\u53ca\u65f6\u3002\u5c31\u53ef\u4ee5\u63a5\u5165\u5927\u6a21\u578b\uff0c\u5148\u8ba9 AI \u56de\u7b54\u4e00\u4e9b\u5e38\u89c1\u95ee\u9898\uff0c\u89e3\u51b3\u4e0d\u4e86\u7684\u518d\u8f6c\u4eba\u5de5\u3002\u8fd9\u6837\u65e2\u63d0\u9ad8\u4e86\u6548\u7387\uff0c\u53c8\u964d\u4f4e\u4e86\u6210\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd8\u6709\u5c31\u662f\u4ee3\u7801\u5ba1\u67e5\u6d41\u7a0b\u3002\u4ee5\u524d\u90fd\u662f\u9760\u4eba\u5de5 review\uff0c\u6709\u65f6\u5019\u4f1a\u6f0f\u6389\u4e00\u4e9b\u6f5c\u5728\u95ee\u9898\u3002\u73b0\u5728\u5c31\u53ef\u4ee5\u7528 AI \u6765\u505a\u521d\u6b65\u7684\u4ee3\u7801\u626b\u63cf\uff0c\u68c0\u67e5\u4e00\u4e9b\u5e38\u89c1\u7684\u4ee3\u7801\u89c4\u8303\u95ee\u9898\u3001\u6f5c\u5728\u7684 bug 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src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-2269\"  sizes=\"auto, (max-width: 1716px) 100vw, 1716px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5305\u62ec\u6211\u4eec\u505a\u6d3e\u806a\u660e AI \u77e5\u8bc6\u5e93\u7684 RAG \u68c0\u7d22\uff0c\u5176\u5b9e\u4e5f\u662f\u4e3a\u4e86\u89e3\u51b3\u4f20\u7edf\u5173\u952e\u8bcd\u5339\u914d\u6548\u7387\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u89c9\u5f97\u6210\u529f\u7684 AI \u4e1a\u52a1\u7ed3\u5408\uff0c\u4e00\u5b9a\u8981\u8ba9\u7528\u6237\u611f\u89c9\u4e0d\u5230 AI \u7684\u5b58\u5728\uff0c\u4f46\u662f\u660e\u663e\u611f\u89c9\u5230\u6548\u7387\u5728\u63d0\u5347\u3002AI 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data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/69ef923050df27a7e9f1724cc378581c.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-2275\"  sizes=\"auto, (max-width: 1642px) 100vw, 1642px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u6280\u672f\u67b6\u6784\u4e0a\u6765\u8bf4\uff0cAgent \u901a\u5e38\u5305\u542b\u51e0\u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff1a\u9996\u5148\u662f\u89c4\u5212\u6a21\u5757\uff0c\u8d1f\u8d23\u7406\u89e3\u4efb\u52a1\u5e76\u5236\u5b9a\u6267\u884c\u8ba1\u5212\uff1b\u7136\u540e\u662f\u5de5\u5177\u8c03\u7528\u6a21\u5757\uff0c\u80fd\u591f\u8c03\u7528\u5404\u79cd 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src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-2273\"  sizes=\"auto, (max-width: 2118px) 100vw, 2118px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u6211\u4eec\u540e\u7aef\u5f00\u53d1\u7684\u5de5\u4f5c\u6765\u8bf4\uff0c\u6211\u89c9\u5f97 AI \u4e0d\u4f1a\u5b8c\u5168\u66ff\u4ee3\u6211\u4eec\uff0c\u4f46\u662f\u4f1a\u6539\u53d8\u6211\u4eec\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u53ef\u80fd\u4ee5\u540e\u6211\u4eec\u66f4\u591a\u7684\u662f\u5728\u8bbe\u8ba1\u7cfb\u7edf\u67b6\u6784\u3001\u5b9a\u4e49\u4e1a\u52a1\u89c4\u5219\u3001\u4f18\u5316\u6027\u80fd\u8fd9\u4e9b\u9ad8\u5c42\u6b21\u7684\u5de5\u4f5c\u4e0a\uff0c\u800c\u4e00\u4e9b\u91cd\u590d\u6027\u7684\u7f16\u7801\u5de5\u4f5c\u4f1a\u88ab AI \u5904\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8fc7\u8bf4\u5b9e\u8bdd\uff0c\u6280\u672f\u53d8\u5316\u8fd9\u4e48\u5feb\uff0c\u5177\u4f53\u4f1a\u53d1\u5c55\u6210\u4ec0\u4e48\u6837\u5f88\u96be\u9884\u6d4b\u3002\u4f46\u6709\u4e00\u70b9\u6211\u6bd4\u8f83\u786e\u5b9a\uff0c\u5c31\u662f\u4f1a\u8d8a\u6765\u8d8a\u667a\u80fd\uff0c\u8d8a\u6765\u8d8a\u597d\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-\u2466\u3001mcp-\u4e86\u89e3\u5417\uff1f\">\u2466\u3001MCP \u4e86\u89e3\u5417\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u6211\u7684\u7406\u89e3\u6765\u770b\uff0cMCP \u89e3\u51b3\u4e86\u4e00\u4e2a\u5f88\u5b9e\u9645\u7684\u95ee\u9898\u3002\u73b0\u5728\u6211\u4eec\u5728\u505a AI 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height=\"540\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/28f13a6f8b206dddd0612570a59593de.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-2271\"  sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">MCP \u5c31\u50cf\u662f\u7ed9 AI \u5e94\u7528\u5b9a\u4e49\u4e86\u4e00\u5957&#8221;\u6570\u636e\u63a5\u53e3\u6807\u51c6&#8221;\uff0c\u6709\u70b9\u50cf\u6211\u4eec\u540e\u7aef\u5f00\u53d1\u4e2d\u7684 REST API 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