{"id":2214,"date":"2025-10-11T16:01:18","date_gmt":"2025-10-11T08:01:18","guid":{"rendered":"https:\/\/zero-zl.cn\/?p=2214"},"modified":"2025-10-11T16:01:19","modified_gmt":"2025-10-11T08:01:19","slug":"%e2%9c%85%e6%b4%be%e8%81%aa%e6%98%8e-rag-%e7%9f%a5%e8%af%86%e5%ba%93%e9%a1%b9%e7%9b%ae%e4%b8%8a%e7%ba%bf%e4%ba%86%ef%bc%81ai-%e6%97%b6%e4%bb%a3%ef%bc%8c%e4%bd%a0%e5%80%bc%e5%be%97%e6%8b%a5%e6%9c%89","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%8e-rag-%e7%9f%a5%e8%af%86%e5%ba%93%e9%a1%b9%e7%9b%ae%e4%b8%8a%e7%ba%bf%e4%ba%86%ef%bc%81ai-%e6%97%b6%e4%bb%a3%ef%bc%8c%e4%bd%a0%e5%80%bc%e5%be%97%e6%8b%a5%e6%9c%89\/","title":{"rendered":"\u2705\u6d3e\u806a\u660e RAG \u77e5\u8bc6\u5e93\u9879\u76ee\u4e0a\u7ebf\u4e86\uff01AI \u65f6\u4ee3\uff0c\u4f60\u503c\u5f97\u62e5\u6709\uff01"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u5927\u5bb6\u597d\uff0c\u6211\u662f\u4e8c\u54e5\u5440\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5386\u7ecf 4 \u4e2a\u6708\uff0c\u6d3e\u806a\u660e RAG \u77e5\u8bc6\u5e93\u9879\u76ee\u7ec8\u4e8e\u5b8c\u5de5\uff08\u5305\u62ec\u6e90\u7801\u548c\u6559\u7a0b\uff0c\u5168\u90e8\u4ea4\u4ed8\u7ed9\u5927\u5bb6\uff09\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u5bb9\u6613\u554a\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6d3e\u806a\u660e\u5982\u4f55\u5199\u5230\u7b80\u5386\u4e0a\uff1a<a href=\"https:\/\/paicoding.com\/column\/10\/2\">https:\/\/paicoding.com\/column\/10\/2<\/a><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u7bc7\u5185\u5bb9\u6211\u5148\u5e26\u5927\u5bb6\u4e86\u89e3\u4e00\u4e0b\u4ec0\u4e48\u662f\u6d3e\u806a\u660e\uff0c\u6211\u4e3a\u4ec0\u4e48\u8981\u505a\u6d3e\u806a\u660e\u8fd9\u4e2a\u4f01\u4e1a\u7ea7\u7684 RAG \u77e5\u8bc6\u5e93\uff1f\u6d3e\u806a\u660e\u8fd9\u4e2a AI 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data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/4e881a6ffb241b18fc0a1c34c14851ca.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u51ed\u501f\u6280\u672f\u6d3e\u62ff\u5230\u5c0f\u7ea2\u4e66\u5b9e\u4e60\" class=\"wp-image-2232\"  sizes=\"auto, (max-width: 1075px) 100vw, 1075px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u672f\u6d3e\u8fd9\u4e2a\u9879\u76ee\u5982\u679c\u4f60\u80fd\u8ba4\u771f\u5b66\u5b8c\uff0c\u4f1a\u6536\u83b7\u975e\u5e38\u975e\u5e38\u591a\uff0c\u57fa\u672c\u4e0a\u4e00\u4e2a\u4f01\u4e1a\u7ea7\u7684 Web \u5f00\u53d1\u9879\u76ee\u7528\u5230\u7684\u6280\u672f\u6808\uff0c\u6280\u672f\u6d3e\u90fd\u8986\u76d6\u5230\u4e86\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\/f661e0f448fd20532840b062f1019662.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2010\" height=\"1952\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/f661e0f448fd20532840b062f1019662.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6280\u672f\u6d3e\u7684\u6d3e\u806a\u660e\u6a21\u5757\" class=\"wp-image-2248\"  sizes=\"auto, (max-width: 2010px) 100vw, 2010px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u4e3a\u4e86\u5ef6\u7eed\u6b63\u5b97\u7684\u7687\u5bb6\u8840\u8109\uff0c\u6211\u628a<strong>\u6d3e\u806a\u660e<\/strong>\u8fd9\u4e09\u4e2a\u5b57\u5ef6\u7eed\u5230\u4e86\u65b0\u7684 RAG \u9879\u76ee\uff0c\u4e5f\u5c31\u662f\u5927\u5bb6\u76ee\u524d\u770b\u5230\u7684\u8fd9\u4e2a\u6d3e\u806a\u660e AI \u77e5\u8bc6\u5e93\u9879\u76ee\uff08\u754c\u9762\u8fd8\u662f\u975e\u5e38\u6e05\u723d\u7684 \ud83d\ude04\uff09\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\/7e4d40bd09296ac248a1ff7d7296e51d-scaled.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1386\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/7e4d40bd09296ac248a1ff7d7296e51d-scaled.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e\u7684\u804a\u5929\u52a9\u624b\" class=\"wp-image-2229\"  sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/div><\/figure>\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\/9e5f8f5b692c9873151fed631bcefa45-scaled.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1116\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/9e5f8f5b692c9873151fed631bcefa45-scaled.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e\u7684\u77e5\u8bc6\u5e93\u7ba1\u7406\" class=\"wp-image-2219\"  sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/div><\/figure>\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\/dbaa6d1930cff66341c9f0f0e2c42459-scaled.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"900\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/dbaa6d1930cff66341c9f0f0e2c42459-scaled.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e\u7684\u7ec4\u7ec7\u6807\u7b7e\" class=\"wp-image-2220\"  sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u505a AI \u77e5\u8bc6\u5e93\u7684\u8d77\u6e90\uff0c\u5f53\u7136\u8fd8\u662f DeepSeek \u521a\u51fa\u6765\u90a3\u4f1a\uff0c\u6211\u5728\u672c\u5730\u7528 Ollama+DeepSeek+Anythingllm \u642d\u4e86\u4e00\u4e2a\u672c\u5730\u7684\u9762\u6e23\u9006\u88ad\u77e5\u8bc6\u5e93\uff0c\u5f53\u65f6\u89c9\u5f97\u8fd9\u73a9\u610f\u633a\u6709\u610f\u601d\u7684\u3002\u521a\u597d\u661f\u7403\u7403\u53cb Lan 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data-fancybox='post-images' href='https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/README-20250730102655.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1902\" height=\"1440\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/README-20250730102655.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e\u7684\u7cfb\u7edf\u6982\u8ff0\" class=\"wp-image-2235\"  sizes=\"auto, (max-width: 1902px) 100vw, 1902px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">4 \u6708\u4efd\u7684\u65f6\u5019\uff0c\u673a\u7f18\u5de7\u5408\uff0c\u6211\u548c\u670b\u53cb\u3010\u6211\u7cd6\u5462\u3011\u95f2\u804a\uff0c\u5c31\u8bb2\u8d77\u8fd9\u4e2a\u9879\u76ee\uff0c\u4ed6\u5df2\u7ecf\u6084\u54aa\u54aa\u7684\u6210\u4e3a\u4e00\u540d\u524d\u7aef\u5927\u4f6c\uff0c\u4e8e\u662f\u7d22\u6027\u6211\u5c31\u558a\u4ed6\u6765\u505a\u524d\u7aef\uff0c\u5c31\u8fd9\u6837\uff0c\u6211\u4eec\u7684\u6d3e\u806a\u660e\u56e2\u961f\u5c31\u7b97\u662f\u6b63\u5f0f\u6210\u7acb\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u4e2a\u7248\u672c\uff0c\u6211\u6253\u7b97\u628a MCP \u548c Agent \u4e5f\u52a0\u8fdb\u6765\u3002\u6240\u4ee5\uff0c\u8fd9\u4e2a\u9879\u76ee\u5728 AI \u65f6\u4ee3\uff0c\u7edd\u5bf9\u662f\u4e00\u4e2a\u660e\u661f\u7ea7\u3001\u73b0\u8c61\u7ea7\u7684\u5b9e\u6218\u9879\u76ee\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u4e8c\u3001\u6d3e\u806a\u660e\u7684\u6280\u672f\u6808\">\u4e8c\u3001\u6d3e\u806a\u660e\u7684\u6280\u672f\u6808<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u8bf4\u540e\u7aef\u7684\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6846\u67b6\/\u4f9d\u8d56\u7ba1\u7406 : Spring Boot 3.4.2 (Java 17)+Maven<\/li>\n\n\n\n<li>\u6570\u636e\u5e93 : MySQL 8.0 + Spring Data JPA<\/li>\n\n\n\n<li>\u7f13\u5b58 : Redis<\/li>\n\n\n\n<li>\u641c\u7d22\u5f15\u64ce : Elasticsearch 8.10.0<\/li>\n\n\n\n<li>\u6d88\u606f\u961f\u5217 : Apache Kafka<\/li>\n\n\n\n<li>\u6587\u4ef6\u5b58\u50a8\/\u89e3\u6790 : MinIO + Apache Tika<\/li>\n\n\n\n<li>\u5b89\u5168\u8ba4\u8bc1 : Spring Security + JWT<\/li>\n\n\n\n<li>AI \u96c6\u6210 : DeepSeek API\/\u672c\u5730 Ollama+\u8c46\u5305 Embedding<\/li>\n\n\n\n<li>\u5b9e\u65f6\u901a\u4fe1 : WebSocket<\/li>\n\n\n\n<li>\u54cd\u5e94\u5f0f\u7f16\u7a0b : WebFlux<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u540e\u7aef\u7684\u6574\u4f53\u9879\u76ee\u7ed3\u6784\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>src\/main\/java\/com\/yizhaoqi\/smartpai\/\n\u251c\u2500\u2500 SmartPaiApplication.java      # \u4e3b\u5e94\u7528\u7a0b\u5e8f\u5165\u53e3\n\u251c\u2500\u2500 client\/                       # \u5916\u90e8API\u5ba2\u6237\u7aef\n\u251c\u2500\u2500 config\/                       # \u914d\u7f6e\u7c7b\n\u251c\u2500\u2500 consumer\/                     # Kafka\u6d88\u8d39\u8005\n\u251c\u2500\u2500 controller\/                   # REST API\u7aef\u70b9\n\u251c\u2500\u2500 entity\/                       # \u6570\u636e\u5b9e\u4f53\n\u251c\u2500\u2500 exception\/                    # \u81ea\u5b9a\u4e49\u5f02\u5e38\n\u251c\u2500\u2500 handler\/                      # WebSocket\u5904\u7406\u5668\n\u251c\u2500\u2500 model\/                        # \u9886\u57df\u6a21\u578b\n\u251c\u2500\u2500 repository\/                   # \u6570\u636e\u8bbf\u95ee\u5c42\n\u251c\u2500\u2500 service\/                      # \u4e1a\u52a1\u903b\u8f91\n\u2514\u2500\u2500 utils\/                        # \u5de5\u5177\u7c7b\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u7aef\u5176\u5b9e\u7528\u5230\u7684\u6280\u672f\u6808\u4e5f\u975e\u5e38\u65b0\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6846\u67b6 : Vue 3 + TypeScript<\/li>\n\n\n\n<li>\u6784\u5efa\u5de5\u5177 : Vite<\/li>\n\n\n\n<li>UI \u7ec4\u4ef6 : Naive UI<\/li>\n\n\n\n<li>\u72b6\u6001\u7ba1\u7406 : Pinia<\/li>\n\n\n\n<li>\u8def\u7531 : Vue Router<\/li>\n\n\n\n<li>\u6837\u5f0f : UnoCSS + SCSS<\/li>\n\n\n\n<li>\u56fe\u6807 : Iconify<\/li>\n\n\n\n<li>\u5305\u7ba1\u7406 : pnpm<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u7aef\u7684\u6574\u4f53\u9879\u76ee\u7ed3\u6784\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>frontend\/\n\u251c\u2500\u2500 packages\/           # \u53ef\u91cd\u7528\u6a21\u5757\n\u251c\u2500\u2500 public\/             # \u9759\u6001\u8d44\u6e90\n\u251c\u2500\u2500 src\/                # \u4e3b\u5e94\u7528\u7a0b\u5e8f\u4ee3\u7801\n\u2502   \u251c\u2500\u2500 assets\/         # SVG\u56fe\u6807\uff0c\u56fe\u7247\n\u2502   \u251c\u2500\u2500 components\/     # Vue\u7ec4\u4ef6\n\u2502   \u251c\u2500\u2500 layouts\/        # \u9875\u9762\u5e03\u5c40\n\u2502   \u251c\u2500\u2500 router\/         # \u8def\u7531\u914d\u7f6e\n\u2502   \u251c\u2500\u2500 service\/        # API\u96c6\u6210\n\u2502   \u251c\u2500\u2500 store\/          # \u72b6\u6001\u7ba1\u7406\n\u2502   \u251c\u2500\u2500 views\/          # \u9875\u9762\u7ec4\u4ef6\n\u2502   \u2514\u2500\u2500 ...            # \u5176\u4ed6\u5de5\u5177\u548c\u914d\u7f6e\n\u2514\u2500\u2500 ...               # \u6784\u5efa\u914d\u7f6e\u6587\u4ef6\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u4e09\u3001\u6d3e\u806a\u660e\u7684\u6280\u672f\u67b6\u6784\">\u4e09\u3001\u6d3e\u806a\u660e\u7684\u6280\u672f\u67b6\u6784<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u770b\u5230\u4e00\u5f20\u56fe\uff0c\u548c\u6d3e\u806a\u660e RAG \u77e5\u8bc6\u5e93\u662f\u6bd4\u8f83\u543b\u5408\u7684\uff0c\u6211\u76f4\u63a5\u8d34\u51fa\u6765\uff0c\u65b9\u4fbf\u5927\u5bb6\u4e00\u7779\u4e3a\u5feb\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\/b693e6e8cdc26e06a3f6665adb77142e.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2029\" height=\"1280\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/b693e6e8cdc26e06a3f6665adb77142e.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e RAG \u77e5\u8bc6\u5e93\" class=\"wp-image-2224\"  sizes=\"auto, (max-width: 2029px) 100vw, 2029px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e95\u5c42\u5927\u6a21\u578b\u6211\u4eec\u7528\u7684\u662f DeepSeek\u3002\u4e0a\u5c42\u7684\u4e1a\u52a1\u662f\uff0c\u5f53\u4f60\u628a\u4f01\u4e1a\u79c1\u6709\u7684 Word\u3001PDF\u3001txt \u4e22\u7ed9\u6d3e\u806a\u660e\uff0c\u4ed6\u5c31\u4f1a\u81ea\u52a8\u8fdb\u884c\u5411\u91cf\u5316\u5904\u7406\uff0c\u652f\u6301\u5927\u6587\u4ef6\u7684\u65ad\u70b9\u7eed\u4f20\u548c\u5206\u7247\u4e0a\u4f20\uff0c\u5206\u7247\u72b6\u6001\u4f7f\u7528 Redis \u7684 BitMap \u8fdb\u884c\u4fdd\u5b58\uff0c\u6587\u4ef6\u672c\u8eab\u901a\u8fc7 MinIO \u8fdb\u884c\u5b58\u50a8\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\/5f2c00a60d7c39797f3bf14057d0469e.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2028\" height=\"1456\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/5f2c00a60d7c39797f3bf14057d0469e.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e\u7684\u6587\u4ef6\u4e0a\u4f20\u6a21\u5757\" class=\"wp-image-2246\"  sizes=\"auto, (max-width: 2028px) 100vw, 2028px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5177\u4f53\u6765\u8bf4\uff0c\u7cfb\u7edf\u4f1a\u4f7f\u7528 Apache Tika \u4ece\u6587\u6863\u4e2d\u63d0\u53d6\u51fa\u7eaf\u6587\u672c\u4fe1\u606f\uff0c\u7136\u540e\u5c06\u957f\u6587\u6863\u667a\u80fd\u5207\u5206\u6210\u591a\u4e2a\u8bed\u4e49\u5b8c\u6574\u7684\u6587\u672c\u5757\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\/0a87cde001de6edb76fae642011a6c01.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1996\" height=\"1594\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/0a87cde001de6edb76fae642011a6c01.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"Apache Tika\u89e3\u6790\u6587\u6863\" class=\"wp-image-2239\"  sizes=\"auto, (max-width: 1996px) 100vw, 1996px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u6765\u8c03\u7528\u8c46\u5305\u7684 Embedding \u6a21\u578b\uff0c\u5c06\u6587\u672c\u5757\u8f6c\u6362\u6210 2048 \u7ef4\u7684\u5411\u91cf\u8868\u793a\uff0c\u8fd9\u4e9b\u5411\u91cf\u80fd\u591f\u6355\u6349\u6587\u672c\u7684\u6df1\u5c42\u8bed\u4e49\u4fe1\u606f\u3002\u7136\u540e\uff0c\u4f1a\u5c06\u6240\u6709\u7684\u5411\u91cf\u6570\u636e\u548c\u539f\u59cb\u6587\u672c\u5b58\u5165\u5230 Elasticsearch \u4e2d\uff0c\u5f62\u6210\u4e00\u4e2a\u5f3a\u5927\u7684\u77e5\u8bc6\u5e93\u7d22\u5f15\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ \u6279\u91cf\u7d22\u5f15\u6587\u6863\u5230 knowledge_base \u7d22\u5f15\npublic void bulkIndex(List&lt;EsDocument&gt; documents) {\n    List&lt;BulkOperation&gt; bulkOperations = documents.stream()\n            .map(doc -&gt; BulkOperation.of(op -&gt; op.index(idx -&gt; idx\n                    .index(\"knowledge_base\") \/\/ \u6307\u5b9a\u7d22\u5f15\u540d\u79f0\n                    .id(doc.getId()) \/\/ \u6587\u6863ID\n                    .document(doc) \/\/ \u6587\u6863\u5185\u5bb9\n            )))\n            .toList();\n\n    BulkRequest request = BulkRequest.of(b -&gt; b.operations(bulkOperations));\n    esClient.bulk(request); \/\/ \u6267\u884c\u6279\u91cf\u7d22\u5f15\n}\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7528\u6237\u63d0\u51fa\u95ee\u9898\u540e\uff0c\u6d3e\u806a\u660e\u4f1a\u901a\u8fc7 ElasticSearch \u8fdb\u884c\u6df7\u5408\u68c0\u7d22\uff1a\u5148\u8fdb\u884c\u8bed\u4e49\u7684\u5411\u91cf\u641c\u7d22\uff0c\u518d\u8fdb\u884c\u5173\u952e\u8bcd\u7684\u7cbe\u6392\u3002\u540c\u65f6\uff0c\u4f1a\u6839\u636e\u7528\u6237\u7684\u7ec4\u7ec7\u6743\u9650\uff0c\u81ea\u52a8\u8fc7\u6ee4\u51fa\u7528\u6237\u6709\u6743\u8bbf\u95ee\u7684\u6587\u6863\u5185\u5bb9\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\/7bd580712564d9951c1379607fe8e4c5.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2400\" height=\"1600\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/7bd580712564d9951c1379607fe8e4c5.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"ES\u8fdb\u884c\u6df7\u5408\u68c0\u7d22\" class=\"wp-image-2255\"  sizes=\"auto, (max-width: 2400px) 100vw, 2400px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e4b\u540e\uff0c\u7cfb\u7edf\u4f1a\u5c06\u8fd9\u4e9b\u4fe1\u606f\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u8fde\u540c\u7528\u6237\u7684\u95ee\u9898\u4e00\u8d77\u53d1\u9001\u7ed9 DeepSeek\u3002DeepSeek \u4f1a\u57fa\u4e8e\u6211\u4eec\u5c01\u88c5\u597d\u7684 Prompt\uff0c\u751f\u6210\u51c6\u786e\u3001\u76f8\u5173\u7684\u56de\u7b54\u3002\u6574\u4e2a\u5bf9\u8bdd\u8fc7\u7a0b\u91c7\u7528\u6d41\u5f0f\u8f93\u51fa\uff0c\u7528\u6237\u53ef\u4ee5\u5b9e\u65f6\u770b\u5230 AI \u7684\u56de\u7b54\u8fc7\u7a0b\uff0c\u4f53\u9a8c\u975e\u5e38\u6d41\u7545\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u56db\u3001\u4e3a\u4ec0\u4e48\u8981\u5b66\u4e60\u6d3e\u806a\u660e\uff1f\">\u56db\u3001\u4e3a\u4ec0\u4e48\u8981\u5b66\u4e60\u6d3e\u806a\u660e\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5927\u6a21\u578b\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0c\u638c\u63e1\u4e3b\u6d41 Java \u6280\u672f\u6808\u548c AI \u5de5\u7a0b\u5316\u80fd\u529b\u5df2\u6210\u4e3a\u5b66\u751f\u515a\u548c\u5de5\u4f5c\u515a\u5728\u6c42\u804c\u4e2d\u8131\u9896\u800c\u51fa\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5728\u963f\u91cc\u5b9e\u4e60\u7684\u7403\u53cb\u76f4\u8a00\uff0c\u73b0\u5728\u6ca1\u6709 RAG \u7b80\u5386\u90fd\u8fc7\u4e0d\u53bb<\/strong>\uff0c\u6709\u5173 AI \u5927\u6a21\u578b\u7684\u9879\u76ee\u73b0\u5728\u771f\u7684\u975e\u5e38\u5403\u9999\u3002\u5e76\u4e14\u90e8\u95e8\u7684 HR \u4e5f\u8bf4\u4e86\uff0c\u8981\u62db\u8058\u61c2\u70b9\u5927\u6a21\u578b\u7684\u4eba\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\/0a9e5c9a12a4e433edba0c14c520d2fb.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1944\" height=\"1182\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/0a9e5c9a12a4e433edba0c14c520d2fb.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u963f\u91cc\u5b9e\u4e60\u7403\u53cb\uff1a\u6ca1\u6709 RAG \u7b80\u5386\u8fc7\u4e0d\u4e86\" class=\"wp-image-2245\"  sizes=\"auto, (max-width: 1944px) 100vw, 1944px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u661f\u7403\u91cc\u4e5f\u975e\u5e38\u591a\u7403\u53cb\u5728\u8feb\u5207\u5730\u7b49\u5f85\u6d3e\u806a\u660e\u8fd9\u4e2a RAG \u9879\u76ee\uff0c\u76f8\u4fe1\u4e0d\u7528\u6211\u8fc7\u591a\u7684\u523b\u753b\uff0c\u5927\u5bb6\u4e5f\u90fd\u77e5\u9053 AI \u9879\u76ee\u73b0\u5728\u6709\u591a\u5403\u9999\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\/9cef18d25edcaf16ee8d71e75a614e26.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1136\" height=\"1286\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/9cef18d25edcaf16ee8d71e75a614e26.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u7403\u53cb\u4e5f\u4e00\u76f4\u5728\u5b58 RAG\" class=\"wp-image-2227\"  sizes=\"auto, (max-width: 1136px) 100vw, 1136px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u7ecf\u8fc7 4 \u4e2a\u591a\u6708\u7684\u6253\u78e8\u548c\u6c89\u6dc0\uff0c\u6d3e\u806a\u660e\u7684\u4ee3\u7801\u548c\u6587\u6863\u5728 2025 \u5e74 7 \u6708 29 \u65e5\u8fd9\u5929\u7b97\u662f\u544a\u4e00\u6bb5\u843d\u4e86\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\/2000e4f629420f4c2e7f1b984c741ab5-scaled.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1554\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/2000e4f629420f4c2e7f1b984c741ab5-scaled.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u7ec8\u4e8e\u6d3e\u806a\u660e\u544a\u4e00\u6bb5\u843d\u4e86\" class=\"wp-image-2233\"  sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u76f8\u4fe1\uff0c\u6d3e\u806a\u660e\u8fd9\u4e2a\u9879\u76ee\u4e00\u5b9a\u80fd\u89e3\u51b3\u5927\u5bb6\u7684\u71c3\u7709\u4e4b\u6025\uff1b\u6211\u4e5f\u76f8\u4fe1\uff0c\u5927\u5bb6\u4f1a\u5728\u63a5\u4e0b\u6765\u7684\u6c42\u804c\u5f53\u4e2d\u5927\u5c55\u62f3\u811a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u661f\u7403\u5df2\u7ecf\u6709\u4e86\u524d\u540e\u7aef\u5206\u79bb\u9879\u76ee\u6280\u672f\u6d3e\uff08\u91cc\u9762\u4e5f\u6709 AI \u7684\u804a\u5929\u5bf9\u8bdd\u670d\u52a1\uff09\uff0c\u8fd8\u6709\u5fae\u670d\u52a1\u9879\u76ee PmHub\uff0c\u4ee5\u53ca\u8f6e\u5b50\u9879\u76ee mydb\u3001\u6d89\u53ca\u5230 Spring AI \u548c Agent \u7684\u6821\u62db\u6d3e\uff08\u540c\u65f6\u8fdb\u884c\u7684\u53e6\u5916\u4e00\u4e2a\u9879\u76ee\uff09\u7b49\uff0c\u8fd9\u4e9b\u5c31\u8db3\u591f\u8ba9\u5927\u5bb6\u201c\u559d\u4e00\u58f6\u201d\u7684\u4e86\uff0c\u6559\u7a0b\u548c\u6e90\u7801\u7684\u83b7\u53d6\u65b9\u5f0f\u53ef\u4ee5\u67e5\u770b \ud83d\udc49 \u661f\u7403\u7684<a href=\"https:\/\/t.zsxq.com\/91hPx\">\u7b2c\u4e00\u4e2a\u7f6e\u9876\u5e16\u7403\u53cb\u5fc5\u770b<\/a>\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\/047197ef09311d1be141530cbb5ab502.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1354\" height=\"368\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/047197ef09311d1be141530cbb5ab502.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u7f6e\u9876\u5e16\u7403\u53cb\u5fc5\u770b\" class=\"wp-image-2226\"  sizes=\"auto, (max-width: 1354px) 100vw, 1354px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d3e\u806a\u660e\u4e3b\u6253\u7684\u6280\u672f\u6808\u548c\u4ee5\u4e0a\u8fd9\u4e9b\u9879\u76ee\u7684\u6280\u672f\u6808\u4e5f\u662f\u5b8c\u5168\u4e0d\u91cd\u53e0\u7684\uff0c\u5c24\u5176\u662f RAG \u6d89\u53ca\u5230\u7684\u4e00\u7cfb\u5217 AI \u76f8\u5173\u7684\u5185\u5bb9\uff0c\u4f1a\u8ba9\u5927\u5bb6\u5728 AI \u65f6\u4ee3\u5403\u8fdb\u7ea2\u5229\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6765\u770b\u770b\u6bcf\u7bc7\u6559\u7a0b\u7684\u5b57\u6570\u5427\uff0cRAG \u9762\u8bd5\u9898 27 \u9053\uff0c\u4e00\u5171 10271 \u5b57\uff0c\u8fd8\u6709\u6211\u4eb2\u81ea\u8d1f\u8d23\u7684\u624b\u7ed8\u56fe\uff1b\u67b6\u6784\u8bbe\u8ba1\u7bc7 25 \u9053\u9762\u8bd5\u9898\uff0c\u4e00\u5171 11277 \u5b57\uff0c\u5e02\u9762\u4e0a\u80fd\u505a\u5230\u8fd9\u79cd\u7a0b\u5ea6\u7684\u6559\u7a0b\uff0c\u6211\u6562\u62cd\u7740\u80f8\u812f\u8bf4\uff0c\u7edd\u5bf9\u5bf9\u5f97\u8d77 100 \u591a\u5757\u94b1\u7684\u95e8\u7968\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\/bfcd1c06fc97b4495a470946fc03a0da-scaled.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1484\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/bfcd1c06fc97b4495a470946fc03a0da-scaled.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"RAG \u9762\u8bd5\u9898\" class=\"wp-image-2251\"  sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/div><\/figure>\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\/7952178ea61b4a87e89a7ea177707d4a-scaled.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1547\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/7952178ea61b4a87e89a7ea177707d4a-scaled.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u7cfb\u7edf\u8bbe\u8ba1\u9762\u8bd5\u9898\" class=\"wp-image-2244\"  sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u7eed\u8d39\u7684\u7403\u53cb\uff0c\u770b\u5230\u8fd9\u91cc\uff0c\u53ef\u4ee5\u7acb\u9a6c\u4fdd\u5b58\u8fd9\u5f20\u534a\u4ef7\u4f18\u60e0\u5238\uff0c\u76f4\u63a5\u5fae\u4fe1\u626b\u7801\u652f\u4ed8\uff0c\u8fd9\u6b21\u6d3e\u806a\u660e RAG \u77e5\u8bc6\u5e93\u7684\u6e90\u7801\u4f1a\u91c7\u7528\u9080\u8bf7\u5ba1\u6838\u5236\uff0c\u9700\u8981\u8fd9\u4e2a\u9879\u76ee\u53bb\u51b2 offer \u7684\u7403\u53cb\u53ef\u4ee5\u7acb\u9a6c\u641e\u8d77\u6765\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\/d617c5fd1a31543255b2f6003fe91bf4.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"853\" height=\"869\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/d617c5fd1a31543255b2f6003fe91bf4.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u661f\u7403\u7eed\u8d39\u534a\u4ef7\" class=\"wp-image-2218\"  sizes=\"auto, (max-width: 853px) 100vw, 853px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fc7\u671f\u4e00\u4e2a\u6708\u7684\u7403\u53cb\u53ea\u80fd\u539f\u4ef7 159 \u7eed\u8d39\uff0c\u4f46\u4e3a\u4e86\u7167\u987e\u5230\u8001\u7403\u53cb\uff0c\u9650\u65f6\u53ef\u4ee5\u6ef4\u6ef4\u6211\u5fae\u4fe1\u3010itwangersb\u3011\u9886\u53d6\u5927\u989d\u8865\u8d34\uff08VIP \u7fa4\u91cc\u4e5f\u53ef\u4ee5\u6ef4\u6211\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u5bb6\u53ef\u4ee5\u53bb\u5176\u4ed6\u673a\u6784\/\u793e\u7fa4\u5bf9\u6bd4\u4e00\u4e0b\uff0c\u8fd9\u79cd\u786c\u6838\u7684\u6559\u7a0b\u548c\u6e90\u7801\u6700\u8d77\u7801\u8981\u4ef7 1999 \u5143\uff0c\u4e8c\u54e5\u661f\u7403\u7eed\u8d39\u53ea\u9700\u8981 74.50 \u5143\uff0c\u8fd9\u662f\u591a\u4e48\u7684\u8bda\u610f\uff0c\u4e3a\u7684\u5c31\u662f\u5c3d\u91cf\u51cf\u8f7b\u5927\u5bb6\u7684\u94b1\u5305\u8d1f\u62c5\uff0c\u6211\u5e0c\u671b\u7528\u81ea\u5df1\u6700\u5927\u7684\u8bda\u610f\uff0c\u53bb\u4fd8\u83b7\u5927\u5bb6\u53d1\u81ea\u5185\u5fc3\u7684\u53e3\u7891\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\/378ea370a2f7a378835c50988ba53014.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1892\" height=\"1242\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/378ea370a2f7a378835c50988ba53014.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u7403\u53cb\u4eec\u5bf9\u661f\u7403\u7684\u771f\u5b9e\u8bc4\u4ef7\" class=\"wp-image-2243\"  sizes=\"auto, (max-width: 1892px) 100vw, 1892px\" \/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u4e94\u3001\u5982\u4f55\u7ed9\u9762\u8bd5\u5b98\u4ecb\u7ecd\u6d3e\u806a\u660e\uff1f\">\u4e94\u3001\u5982\u4f55\u7ed9\u9762\u8bd5\u5b98\u4ecb\u7ecd\u6d3e\u806a\u660e\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b54\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d3e\u806a\u660e\u4f5c\u4e3a\u4e00\u4e2a\u57fa\u4e8e RAG \u67b6\u6784\u7684\u4f01\u4e1a\u7ea7 AI \u77e5\u8bc6\u5e93\u7cfb\u7edf\uff0c\u5176\u6838\u5fc3\u610f\u4e49\u5728\u4e8e\u89e3\u51b3\u73b0\u4ee3\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\u7684\u75db\u70b9\uff0c\u63a8\u52a8\u7ec4\u7ec7\u667a\u80fd\u5316\u8f6c\u578b\u3002\u5728\u4fe1\u606f\u7206\u70b8\u7684\u65f6\u4ee3\uff0c\u4f01\u4e1a\u79ef\u7d2f\u4e86\u5927\u91cf\u6587\u6863\u8d44\u6599\uff0c\u4f46\u4f20\u7edf\u7684\u6587\u4ef6\u7ba1\u7406\u65b9\u5f0f\u5bfc\u81f4\u77e5\u8bc6\u5b64\u5c9b\u73b0\u8c61\u4e25\u91cd\uff0c\u5458\u5de5\u96be\u4ee5\u5feb\u901f\u83b7\u53d6\u6240\u9700\u4fe1\u606f\uff0c\u4e25\u91cd\u5f71\u54cd\u5de5\u4f5c\u6548\u7387\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\/README-20250730101618.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1002\" height=\"1442\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/README-20250730101618.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e\u7684\u67b6\u6784\u6982\u89c8\" class=\"wp-image-2216\"  sizes=\"auto, (max-width: 1002px) 100vw, 1002px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d3e\u806a\u660e\u901a\u8fc7\u96c6\u6210 Apache Tika \u6587\u6863\u89e3\u6790\u3001\u8c46\u5305 Embedding \u5411\u91cf\u6a21\u578b\u3001Elasticsearch \u6df7\u5408\u68c0\u7d22\u6280\u672f\u548c DeepSeek API\uff0c\u6784\u5efa\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u667a\u80fd\u77e5\u8bc6\u5904\u7406\u6d41\u6c34\u7ebf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u89e3\u6790 Word\u3001PDF\u3001TXT \u7b49\u6587\u6863\uff0c\u5c06\u975e\u7ed3\u6784\u5316\u4fe1\u606f\u8f6c\u5316\u4e3a\u53ef\u68c0\u7d22\u7684\u77e5\u8bc6\u8d44\u4ea7\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u57fa\u4e8e\u8bed\u4e49\u7406\u89e3\u7684\u5411\u91cf\u68c0\u7d22\u6280\u672f\u7a81\u7834\u4e86\u4f20\u7edf\u5173\u952e\u8bcd\u5339\u914d\u7684\u5c40\u9650\uff0c\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5c31\u80fd\u591f\u83b7\u5f97\u8981\u68c0\u7d22\u7684\u76f8\u5173\u5185\u5bb9\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\/27295a1412addf313a9be871381a385b.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1196\" height=\"1364\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/27295a1412addf313a9be871381a385b.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"ANN\u627e\u51fa\u8bed\u4e49\u63a5\u8fd1\u7684\u5411\u91cf\" class=\"wp-image-2223\"  sizes=\"auto, (max-width: 1196px) 100vw, 1196px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0e\u4f9d\u8d56\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u4e0d\u540c\uff0cRAG 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src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1312\" height=\"946\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/aeb6326dd7be502629f9909fb4b0b049.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"RAG \u51cf\u5c11\u5e7b\u89c9\" class=\"wp-image-2221\"  sizes=\"auto, (max-width: 1312px) 100vw, 1312px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6211\u53c2\u4e0e\u7684\u6d3e\u806a\u660e\u9879\u76ee\u4e2d\uff0c\u6211\u4eec\u6df1\u5ea6\u5b9e\u8df5\u4e86 RAG \u7684\u6280\u672f\u67b6\u6784\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u7684\u7cfb\u7edf\u5206\u4e3a\u4e09\u4e2a\u6838\u5fc3\u73af\u8282\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\u662f\u77e5\u8bc6\u5165\u5e93\u9636\u6bb5\uff0c\u6211\u4eec\u4f7f\u7528 Apache Tika \u89e3\u6790\u5404\u79cd\u683c\u5f0f\u7684\u4f01\u4e1a\u6587\u6863\uff0c\u7136\u540e\u8c03\u7528\u8c46\u5305\u7684 Embedding \u6a21\u578b\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u5411\u91cf\u8868\u793a\uff0c\u5e76\u5b58\u50a8\u5230 Elasticsearch\u3002<\/li>\n\n\n\n<li>\u5176\u6b21\u662f\u68c0\u7d22\u9636\u6bb5\uff0c\u5f53\u7528\u6237\u63d0\u95ee\u65f6\uff0c\u6211\u4eec\u540c\u6837\u5c06\u95ee\u9898\u5411\u91cf\u5316\uff0c\u7136\u540e\u5728 Elasticsearch \u4e2d\u8fdb\u884c\u6df7\u5408\u68c0\u7d22\uff0c\u65e2\u5305\u62ec\u4f20\u7edf\u7684\u5173\u952e\u8bcd\u5339\u914d\uff0c\u4e5f\u5305\u62ec\u57fa\u4e8e\u5411\u91cf\u76f8\u4f3c\u5ea6\u7684\u8bed\u4e49\u641c\u7d22\uff0c\u786e\u4fdd\u80fd\u627e\u5230\u6700\u76f8\u5173\u7684\u77e5\u8bc6\u7247\u6bb5\u3002<\/li>\n\n\n\n<li>\u6700\u540e\u662f\u751f\u6210\u9636\u6bb5\uff0c\u6211\u4eec\u5c06\u68c0\u7d22\u5230\u7684\u76f8\u5173\u6587\u6863\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u8fde\u540c\u7528\u6237\u95ee\u9898\u4e00\u8d77\u53d1\u9001\u7ed9 DeepSeek\uff0c\u8ba9 AI \u57fa\u4e8e\u771f\u5b9e\u7684\u4f01\u4e1a\u77e5\u8bc6\u6765\u751f\u6210\u51c6\u786e\u7684\u56de\u7b54\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u6d3e\u806a\u660e\u9879\u76ee\u7684\u5b9e\u8df5\uff0c\u6211\u6df1\u523b\u4f53\u4f1a\u5230 RAG \u6280\u672f\u7684\u4ef7\u503c\u6240\u5728\u3002\u5b83\u4e0d\u4ec5\u89e3\u51b3\u4e86\u5927\u6a21\u578b\u77e5\u8bc6\u66f4\u65b0\u6ede\u540e\u7684\u95ee\u9898\uff0c\u66f4\u91cd\u8981\u7684\u662f\u4e3a\u4f01\u4e1a\u7ea7 AI \u5e94\u7528\u63d0\u4f9b\u4e86\u53ef\u9760\u7684\u6280\u672f\u8def\u5f84\u3002\u8fd9\u79cd\u201c\u6709\u636e\u53ef\u67e5\u201d\u7684 AI \u95ee\u7b54\u65b9\u5f0f\uff0c\u8ba9\u4f01\u4e1a\u7528\u6237\u80fd\u591f\u653e\u5fc3\u5730\u5c06 RAG \u7cfb\u7edf\u5e94\u7528\u5230\u5b9e\u9645\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u771f\u6b63\u5b9e\u73b0 AI \u6280\u672f\u7684\u843d\u5730\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u516d\u3001\u6d3e\u806a\u660e\u63d0\u4f9b\u4e86\u54ea\u4e9b\u5927\u6a21\u578b\u5f00\u53d1\u7ecf\u9a8c\uff1f\">\u516d\u3001\u6d3e\u806a\u660e\u63d0\u4f9b\u4e86\u54ea\u4e9b\u5927\u6a21\u578b\u5f00\u53d1\u7ecf\u9a8c\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-01\u3001rag\">01\u3001RAG<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d3e\u806a\u660e\u6700\u6838\u5fc3\u7684\u80fd\u529b\u5c31\u662f RAG\uff0c\u540e\u9762\u8fd8\u6253\u7b97\u589e\u52a0 MCP \u548c Agent \u80fd\u529b\uff0c\u53ef\u4ee5\u8bf4\u8986\u76d6\u4e86\u6574\u4e2a\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u7684\u843d\u5730\u7ecf\u9a8c\uff0c\u5e76\u4e14\u6211\u4eec\u4f1a\u56f4\u7ed5 RAG \u628a AI \u76f8\u5173\u7684\u4e00\u4e9b\u9ad8\u9891\u9762\u8bd5\u9898\u5168\u90e8\u8bb2\u900f\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\/57a300255f7cb9bd1ff093a3fb85eb1b.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"638\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/57a300255f7cb9bd1ff093a3fb85eb1b.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"RAG\u7684\u67e5\u8be2\" class=\"wp-image-2217\"  sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-02\u3001\u6587\u6863\u4e0a\u4f20\u548c\u89e3\u6790\">02\u3001\u6587\u6863\u4e0a\u4f20\u548c\u89e3\u6790<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u4f55\u4e0a\u4f20\u6587\u6863\uff1f\u5305\u62ec\u65ad\u70b9\u7eed\u4f20\u548c\u5206\u7247\u4e0a\u4f20\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u4f55\u5c06\u7528\u6237\u4e0a\u4f20\u7684\u6587\u6863\u8f6c\u5316\u4e3a\u53ef\u68c0\u7d22\u7684\u8bed\u4e49\u5411\u91cf\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u4f55\u901a\u8fc7 ElasticSearch \u5b9e\u73b0\u6df7\u5408\u68c0\u7d22\uff0c\u5305\u62ec\u5173\u952e\u8bcd\u641c\u7d22\u4e0e\u8bed\u4e49\u641c\u7d22\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90fd\u662f RAG \u975e\u5e38\u6838\u5fc3\u7684\u5185\u5bb9\u6a21\u5757\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ \u6587\u6863\u5904\u7406\u6d41\u7a0b\uff1a\u89e3\u6790 -&gt; \u5206\u5757 -&gt; \u5411\u91cf\u5316 -&gt; \u5b58\u50a8\npublic void vectorizeFile(MultipartFile file, String userId, String orgTag, boolean isPublic) {\n    \/\/ 1. \u6587\u6863\u89e3\u6790\u548c\u5206\u5757\n    List&lt;String&gt; chunks = fileParsingService.parseAndChunk(file);\n\n    \/\/ 2. \u6279\u91cf\u5411\u91cf\u5316\n    List&lt;float&#91;]&gt; vectors = embeddingClient.batchEmbedding(chunks);\n\n    \/\/ 3. \u6784\u5efa\u6587\u6863\u5bf9\u8c61\n    List&lt;EsDocument&gt; documents = buildDocuments(chunks, vectors, metadata);\n\n    \/\/ 4. \u6279\u91cf\u5b58\u50a8\n    elasticsearchService.bulkIndex(documents);\n}\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u7684\u6570\u636e\u5e93\u5185\u5bb9\u67e5\u8be2\u4e3b\u8981\u4f9d\u8d56\u201c\u5173\u952e\u5b57\u5339\u914d\u201d\uff0c\u6bd4\u5982\u8bf4 MySQL \u7ecf\u5e38\u7528\u5230\u7684&nbsp;<code>like xxx%<\/code>\uff0c\u8fd9\u79cd\u5bf9\u67e5\u8be2\u7684\u7cbe\u786e\u5ea6\u8981\u6c42\u5f88\u9ad8\uff0c\u5047\u5982\u6211\u4eec\u67e5\u8be2\u7684\u662f\u201c\u5982\u4f55\u63d0\u4f9b\u7f16\u7a0b\u6280\u672f\u201d\uff0c\u90a3\u4e48\u6570\u636e\u5e93\u53ea\u6709\u201cJava\u3001Python \u7b49\u7f16\u7a0b\u8bed\u8a00\u7684\u6559\u7a0b\u201d\uff0c\u90a3\u4e48\u5c31\u65e0\u6cd5\u641c\u7d22\u5230\u4efb\u4f55\u5185\u5bb9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5411\u91cf\u6570\u636e\u5e93\u5c31\u53ef\u4ee5\u6709\u6548\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u5b83\u4f1a\u628a\u5404\u79cd\u77e5\u8bc6\u90fd\u8f6c\u6210\u4e00\u7ec4\u7ec4\u6570\u636e\uff08vector\uff09\uff0c\u8fd9\u4e9b vector \u53ef\u4ee5\u4ee3\u8868\u77e5\u8bc6\u7684\u5185\u5bb9\u548c\u7279\u70b9\uff0c\u5f53\u6211\u4eec\u5728 RAG \u77e5\u8bc6\u5e93\u4e2d\u8f93\u5165\u8981\u67e5\u627e\u7684\u4fe1\u606f\u65f6\uff0c\u7cfb\u7edf\u80fd\u5c06\u8f93\u5165\u4fe1\u606f\u4e5f\u8f6c\u6210\u4e00\u7ec4\u7ec4\u6570\u636e\uff0c\u7136\u540e\u627e\u51fa\u6700\u76f8\u5173\u7684\u77e5\u8bc6\uff0c\u4ece\u800c\u5b9e\u73b0\u201c\u8bed\u4e49\u68c0\u7d22\u201d\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\/8d53a234c2e8cf4be0d8189d49950ce2-scaled.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"2113\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/8d53a234c2e8cf4be0d8189d49950ce2-scaled.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u5411\u91cf\u6570\u636e\u5e93\" class=\"wp-image-2242\"  sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u57fa\u4e8e\u5411\u91cf\u77e5\u8bc6\u5e93\u7684\u8bed\u4e49\u68c0\u7d22\uff0c\u867d\u7136\u89e3\u51b3\u4e86\u4f20\u7edf\u5173\u952e\u8bcd\u5339\u914d\u7684\u5c40\u9650\u6027\uff0c\u4f46\u663e\u7136\u5173\u952e\u8bcd\u641c\u7d22\u8fd9\u79cd\u573a\u666f\u8fd8\u662f\u9700\u8981\u7684\uff0c\u6240\u4ee5\u6d3e\u806a\u660e\u517c\u5177\u4e86\u5173\u952e\u8bcd\u68c0\u7d22\u548c\u8bed\u4e49\u68c0\u7d22\u4e24\u79cd\u80fd\u529b\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\/ab8396ec99cdd47ffb948325ee43e666-scaled.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1632\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/ab8396ec99cdd47ffb948325ee43e666-scaled.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"CSDN@\u667a\u5154\u552f\u65b0\" class=\"wp-image-2256\"  sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-03\u3001\u96c6\u6210-deepseek-\u548c\u8c46\u5305-embedding\">03\u3001\u96c6\u6210 DeepSeek \u548c\u8c46\u5305 Embedding<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u96c6\u6210\u5927\u6a21\u578b API \u7684\u5de5\u7a0b\u5b9e\u8df5\uff0c\u6bd4\u5982\u8bf4\u5982\u4f55\u96c6\u6210 DeepSeek\uff0c\u5b9e\u73b0\u6d41\u5f0f\u54cd\u5e94\u4e0e\u591a\u8f6e\u5bf9\u8bdd\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u4f55\u96c6\u6210\u8c46\u5305 Embedding \u8fdb\u884c\u6587\u6863\u5206\u5757\u7684\u8bed\u4e49\u8f6c\u5316\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u518d\u6bd4\u5982\u8bf4\u5982\u4f55\u901a\u8fc7 WebSocket \u5b9e\u73b0\u5b9e\u65f6\u901a\u4fe1\uff0c\u9010\u6b65\u63a8\u9001\u751f\u6210\u5185\u5bb9\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u4f55\u901a\u8fc7 Redis \u5b9e\u73b0\u7684\u591a\u8f6e\u7684\u5bf9\u8bdd\u8bb0\u5fc6\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90fd\u662f AI \u65f6\u4ee3\u975e\u5e38\u5173\u952e\u7684\u6280\u672f\u80fd\u529b\u3002\u90a3\u9664\u4e86\u8c03\u7528 DeepSeek API\uff0c\u6211\u4eec\u8fd8\u652f\u6301\u672c\u5730\u79c1\u6709\u7684 DeepSeek R1 \u6a21\u578b\u90e8\u7f72\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u4e03\u3001\u6d3e\u806a\u660e\u63d0\u4f9b\u4e86\u54ea\u4e9b\u4f01\u4e1a\u7ea7\u6280\u672f\u6808\uff1f\">\u4e03\u3001\u6d3e\u806a\u660e\u63d0\u4f9b\u4e86\u54ea\u4e9b\u4f01\u4e1a\u7ea7\u6280\u672f\u6808\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-01\u3001spring-boot-3.4.2+jdk17\">01\u3001Spring Boot 3.4.2+JDK17<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d3e\u806a\u660e\u57fa\u4e8e Spring Boot 3.4.2 \u7248\u672c\uff0c\u4f7f\u7528 Java 17 \u4f5c\u4e3a\u5f00\u53d1\u8bed\u8a00\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\/249d872fe674df0c1918f34ea5e407f2.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1934\" height=\"1480\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/249d872fe674df0c1918f34ea5e407f2.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"Spring Boot 3.4.2+JDK17\" class=\"wp-image-2252\"  sizes=\"auto, (max-width: 1934px) 100vw, 1934px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6b21\u771f\u7684\u4e0d\u7528 JDK 8 \u4e86\uff0c\ud83e\udd23<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-02\u3001kafka+redis+minio\">02\u3001Kafka+Redis+MinIO<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d3e\u806a\u660e\u901a\u8fc7 Kafka \u5b9e\u73b0\u5f02\u6b65\u4efb\u52a1\u8c03\u5ea6\uff0c\u4f7f\u7528 Redis \u7f13\u5b58\u4f18\u5316\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u7ba1\u7406\uff0c\u57fa\u4e8e MinIO \u5b9e\u73b0\u5927\u6587\u4ef6\u5206\u7247\u4e0a\u4f20\u4e0e\u65ad\u70b9\u7eed\u4f20\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Redis \u7684\u516b\u80a1\u5c31\u4e0d\u7528\u591a\u8bf4\u4e86\uff0c\u6709<a href=\"https:\/\/javabetter.cn\/sidebar\/sanfene\/redis.html\">\u9762\u6e23\u9006\u88ad Redis \u7bc7<\/a>\uff0c\u6280\u672f\u6d3e\u548c PmHub \u4e2d\u90fd\u6ca1\u6709\u7528 Kafka\uff0c\u7528\u7684\u7684 RabbitMQ \u548c RocketMQ\uff0c\u8fd9\u6b21\u628a\u6d88\u606f\u961f\u5217\u4e2d\u7684 Kafka \u76f4\u63a5\u8865\u9f50\uff0c\u4ece\u6b64\u4ee5\u540e\u518d\u4e5f\u4e0d\u7528\u62c5\u5fc3 MQ \u6ca1\u6709\u843d\u5730\u7ecf\u9a8c\u4e86\uff08\u9f50\u6d3b\uff09\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\/82c03ebd7419d4e37f2314e6ec454be5.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1738\" height=\"1544\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/82c03ebd7419d4e37f2314e6ec454be5.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"Kafka\u516b\u80a1\" class=\"wp-image-2261\"  sizes=\"auto, (max-width: 1738px) 100vw, 1738px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">MinIO \u7684\u8bdd\uff0c\u5728\u5904\u7406\u6587\u4ef6\u7684\u65f6\u5019\u4e5f\u7ecf\u5e38\u7528\u5230\uff0c<a href=\"https:\/\/www.yuque.com\/itwanger\/vn4p17\/ta5vr1\">\u7f16\u7a0b\u55b5\u5f53\u65f6\u6709\u8bb2\u5230<\/a>\uff0c\u4f46\u6280\u672f\u6d3e\u548c PmHub \u4e2d\u90fd\u6ca1\u6709\u5e94\u7528\uff0c\u8fd9\u6b21\u6d3e\u806a\u660e\u6211\u4eec\u4e5f\u4e00\u5e76\u8865\u9f50\u4e86\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\/689747578161e984eee744f396f51094.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1986\" height=\"1578\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/689747578161e984eee744f396f51094.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"MinIO\u7684\u5e94\u7528\" class=\"wp-image-2234\"  sizes=\"auto, (max-width: 1986px) 100vw, 1986px\" \/><\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-03\u3001elasticsearch\">03\u3001ElasticSearch<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u96c6\u6210 Elasticsearch\uff0c\u5b9e\u73b0\u300c\u5173\u952e\u8bcd+\u8bed\u4e49\u300d\u7684\u53cc\u5f15\u64ce\u641c\u7d22\u3002\u76ee\u524d\u5df2\u7ecf\u901a\u8fc7 ES \u7684 bool should \u67e5\u8be2\u5b9e\u73b0\u4e86\u5173\u952e\u8bcd+\u8bed\u4e49\u7684\u641c\u7d22\u65b9\u5f0f\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\/cae14303e0159ad99e8fb4f828e5b01e.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1674\" height=\"1512\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/cae14303e0159ad99e8fb4f828e5b01e.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"Elasticsearch\u9762\u8bd5\u9898\" class=\"wp-image-2237\"  sizes=\"auto, (max-width: 1674px) 100vw, 1674px\" \/><\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-04\u3001vue-3+typescript+vite\">04\u3001Vue 3+TypeScript+Vite<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d3e\u806a\u660e\u5168\u9762\u91c7\u7528\u4e86 Vue 3 \u7684 Composition API\uff0c\u6280\u672f\u6d3e\u5f53\u65f6\u7528\u7684\u662f React\uff0c\u7b49\u4e8e\u8bf4\u524d\u7aef\u7684\u4e09\u9a7e\u9a6c\u8f66\u5c31\u53ea\u5269\u4e0b\u4e86 Angular\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\/019d7cdded144f2169256e473ce0431d.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1998\" height=\"1532\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/019d7cdded144f2169256e473ce0431d.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e\u7528\u4e86 Vue\" class=\"wp-image-2258\"  sizes=\"auto, (max-width: 1998px) 100vw, 1998px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u72b6\u6001\u7ba1\u7406\u91c7\u7528\u4e86 Pinia \u8fd9\u4e00 Vue 3 \u5b98\u65b9\u63a8\u8350\u7684\u72b6\u6001\u7ba1\u7406\u5e93\uff0c\u76f8\u6bd4 Vuex \u5177\u6709\u66f4\u597d\u7684 TypeScript \u652f\u6301\u548c\u66f4\u7b80\u6d01\u7684 API \u8bbe\u8ba1\u3002\u72b6\u6001\u7ba1\u7406\u7684\u6a21\u5757\u5305\u542b\u4e3b\u9898\u7ba1\u7406\uff08theme\uff09\u3001\u8def\u7531\u7ba1\u7406\uff08route\uff09\u3001\u6807\u7b7e\u9875\u7ba1\u7406\uff08tab\uff09\u3001\u8ba4\u8bc1\u7ba1\u7406\uff08auth\uff09\u3001\u5e94\u7528\u72b6\u6001\uff08app\uff09\u7b49\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\/730208c77236a504b8b807ddc5c104a2.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1588\" height=\"852\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/730208c77236a504b8b807ddc5c104a2.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e\u7528\u5230\u7684Pinia\" class=\"wp-image-2222\"  sizes=\"auto, (max-width: 1588px) 100vw, 1588px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 vite.config.ts \u4e2d\uff0c\u6d3e\u806a\u660e\u914d\u7f6e\u4e86\u5b8c\u6574\u7684\u5f00\u53d1\u548c\u751f\u4ea7\u73af\u5883\u6784\u5efa\u7b56\u7565\u3002Vite \u7684\u914d\u7f6e\u652f\u6301\u73af\u5883\u53d8\u91cf\u52a0\u8f7d\uff08 loadEnv \uff09\uff0c\u5b9e\u73b0\u4e86\u4e0d\u540c\u73af\u5883\u4e0b\u7684\u5dee\u5f02\u5316\u914d\u7f6e\uff0c\u5982\u5f00\u53d1\u73af\u5883\u7684\u4ee3\u7406\u8bbe\u7f6e\u3001\u751f\u4ea7\u73af\u5883\u7684\u4f18\u5316\u7b56\u7565\u7b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u4e2a\u524d\u7aef\u91c7\u7528\u4e86 Monorepo \u67b6\u6784\uff0c\u5728 frontend\/packages \u76ee\u5f55\u4e0b\u7ec4\u7ec7\u4e86\u591a\u4e2a\u72ec\u7acb\u7684\u529f\u80fd\u5305\uff0c\u5305\u62ec axios \u5c01\u88c5\u3001\u989c\u8272\u5de5\u5177\u3001hooks \u5e93\u3001UI \u7ec4\u4ef6\u3001\u5de5\u5177\u51fd\u6570\u7b49\u3002\u7279\u522b\u503c\u5f97\u5173\u6ce8\u7684\u662f index.ts \u4e2d\u7684 HTTP \u5ba2\u6237\u7aef\u5c01\u88c5\uff0c\u9879\u76ee\u57fa\u4e8e axios \u5b9e\u73b0\u4e86\u4f01\u4e1a\u7ea7\u7684\u8bf7\u6c42\u5e93\uff0c\u652f\u6301\u8bf7\u6c42\/\u54cd\u5e94\u62e6\u622a\u3001\u9519\u8bef\u5904\u7406\u3001\u8bf7\u6c42\u53d6\u6d88\u3001\u91cd\u8bd5\u673a\u5236\u7b49\u9ad8\u7ea7\u529f\u80fd\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\/5457a9a50ebcb68a7f81c40a396ac305.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2006\" height=\"1540\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/5457a9a50ebcb68a7f81c40a396ac305.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e\u524d\u7aef\u91c7\u7528Monorepo\u67b6\u6784\" class=\"wp-image-2249\"  sizes=\"auto, (max-width: 2006px) 100vw, 2006px\" \/><\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-05\u3001jwt+spring-security+rbac\">05\u3001JWT+Spring Security+RBAC<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8e JWT+Spring Security \u5b9e\u73b0\u7684\u591a\u79df\u6237\u8ba4\u8bc1\u6388\u6743\u4f53\u7cfb\u3002\u5f53\u7528\u6237\u767b\u5f55\u65f6\uff0c\u7cfb\u7edf\u4f1a\u4ece\u6570\u636e\u5e93\u67e5\u8be2\u7528\u6237\u4fe1\u606f\uff0c\u7136\u540e\u5c06\u7528\u6237 ID\u3001\u89d2\u8272\u3001\u7ec4\u7ec7\u6807\u7b7e\uff08orgTags\uff09\u548c\u4e3b\u7ec4\u7ec7\u6807\u7b7e\uff08primaryOrg\uff09\u7b49\u5173\u952e\u4fe1\u606f\u90fd\u6253\u5305\u5230 Token \u4e2d\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\/bebeb4d8d20c4cc0fcbe88a7fa813180.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2008\" height=\"1578\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/bebeb4d8d20c4cc0fcbe88a7fa813180.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"JWT+Spring Security\" class=\"wp-image-2238\"  sizes=\"auto, (max-width: 2008px) 100vw, 2008px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d3e\u806a\u660e\u7684\u591a\u79df\u6237\u6743\u9650\u63a7\u5236\u8bbe\u8ba1\u4e86\u4e09\u4e2a\u5c42\u7ea7\uff0c\u975e\u5e38\u8d34\u5408\u4f01\u4e1a\u7684\u5b9e\u9645\u9700\u6c42\u3002\u7b2c\u4e00\u5c42\u662f\u79c1\u4eba\u7a7a\u95f4\u6743\u9650\uff0c\u4ee5\u201cPRIVATE_\u201d\u524d\u7f00\u6807\u8bc6\u7684\u7ec4\u7ec7\u6807\u7b7e\uff0c\u53ea\u6709\u8d44\u6e90\u7684\u521b\u5efa\u8005\u624d\u80fd\u8bbf\u95ee\uff0c\u4fdd\u8bc1\u7528\u6237\u4e2a\u4eba\u6570\u636e\u7684\u7edd\u5bf9\u5b89\u5168\u3002\u7b2c\u4e8c\u5c42\u662f\u7ec4\u7ec7\u6743\u9650\uff0c\u540c\u4e00\u4e2a\u7ec4\u7ec7\u6807\u7b7e\u4e0b\u7684\u7528\u6237\u53ef\u4ee5\u5171\u4eab\u8d44\u6e90\uff0c\u6ee1\u8db3\u56e2\u961f\u534f\u4f5c\u7684\u9700\u6c42\u3002\u7b2c\u4e09\u5c42\u662f\u516c\u5f00\u6743\u9650\uff0c\u6807\u8bb0\u4e3a\u516c\u5f00\u7684\u8d44\u6e90\u6240\u6709\u7528\u6237\u90fd\u80fd\u8bbf\u95ee\uff0c\u9002\u7528\u4e8e\u516c\u53f8\u516c\u544a\u3001\u5171\u4eab\u6587\u6863\u7b49\u573a\u666f\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\/cda9a817ecda87a5a609986fd9008401.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1202\" height=\"629\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/cda9a817ecda87a5a609986fd9008401.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"RBAC\" class=\"wp-image-2240\"  sizes=\"auto, (max-width: 1202px) 100vw, 1202px\" \/><\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"heading-06\u3001mockito+tdd\">06\u3001Mockito+TDD<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\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\u901a\u8fc7&nbsp;<code>@Mock<\/code>&nbsp;\u6ce8\u89e3\u521b\u5efa\u6a21\u62df\u5bf9\u8c61\uff0c\u6bd4\u5982 UserRepository\uff0c\u8fd9\u6837\u5c31\u4e0d\u9700\u8981\u771f\u5b9e\u7684\u6570\u636e\u5e93\u8fde\u63a5\uff0c<code>@InjectMocks<\/code>&nbsp;\u6ce8\u89e3\u5219\u81ea\u52a8\u5c06\u6a21\u62df\u5bf9\u8c61\u6ce8\u5165\u5230\u88ab\u6d4b\u8bd5\u7684\u670d\u52a1\u7c7b\u5f53\u4e2d\uff0c\u8fd9\u79cd\u4f9d\u8d56\u6ce8\u5165\u7684\u65b9\u5f0f\u8ba9\u6d4b\u8bd5\u53d8\u5f97\u975e\u5e38\u5e72\u51c0\u548c\u72ec\u7acb\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\/e2adadd787040c8dcbab4750ec75efe7.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1996\" height=\"1536\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/e2adadd787040c8dcbab4750ec75efe7.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"Mockito+TDD\" class=\"wp-image-2236\"  sizes=\"auto, (max-width: 1996px) 100vw, 1996px\" \/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"heading-\u516b\u3001\u89e3\u9501\u6d3e\u806a\u660e\u6e90\u7801+\u6559\u7a0b\">\u516b\u3001\u89e3\u9501\u6d3e\u806a\u660e\u6e90\u7801+\u6559\u7a0b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u8fd9\u6b21\u4e3a\u4e86\u907f\u514d\u76d7\u7248\uff0c\u8fd9\u6b21\u7684\u4ee3\u7801\u4ed3\u5e93\u91c7\u7528\u7684\u662f\u9080\u8bf7\u5236\uff0c\u52a0\u5165\u661f\u7403\u540e\uff0c\u5728\u661f\u7403\u7b2c\u4e00\u4e2a\u7f6e\u9876\u5e16\u3010\u7403\u53cb\u5fc5\u770b\u3011\u4e2d\u83b7\u53d6\u9080\u8bf7\u94fe\u63a5\uff0c\u5ba1\u6838\u901a\u8fc7\u540e\u5373\u53ef\u67e5\u770b\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\/0abd7b441b744b33d48277be776e58cc-scaled.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1514\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/0abd7b441b744b33d48277be776e58cc-scaled.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e\u7684\u6e90\u7801\u7533\u8bf7\" class=\"wp-image-2257\"  sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d3e\u806a\u660e\u7684\u6559\u7a0b\uff0c\u8fd9\u6b21\u6258\u7ba1\u5728\u6280\u672f\u6d3e\u6559\u7a0b\u4e0a\uff0c\u4e4b\u524d\u53ea\u8981\u5728\u6280\u672f\u6d3e\u4e0a\u7ed1\u5b9a\u8fc7\u661f\u7403\u7684\u6210\u5458\u7f16\u53f7\uff0c\u5747\u53ef\u4ee5\u89e3\u9501\u67e5\u770b\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6d3e\u806a\u660e\u6559\u7a0b\u5730\u5740\uff1a<a href=\"https:\/\/paicoding.com\/column\/10\/1\">https:\/\/paicoding.com\/column\/10\/1<\/a><\/p>\n<\/blockquote>\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\/a157a62358a6b3c2dab478988143271a.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2236\" height=\"1520\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/a157a62358a6b3c2dab478988143271a.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6d3e\u806a\u660e\u6559\u7a0b\" class=\"wp-image-2260\"  sizes=\"auto, (max-width: 2236px) 100vw, 2236px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e76\u4e14\u4e86\u7167\u987e\u5927\u5bb6\u7684\u9605\u8bfb\u4e60\u60ef\uff0c\u6211\u4eec\u4e5f\u4f1a\u5728\u661f\u7403\u91cc\u7b2c\u4e00\u65f6\u95f4\u540c\u6b65\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\/d2c867d82d57ef1560fed6267eb02590.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2320\" height=\"1202\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/d2c867d82d57ef1560fed6267eb02590.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u661f\u7403\u4ed8\u8d39\u4e13\u680f\" class=\"wp-image-2231\"  sizes=\"auto, (max-width: 2320px) 100vw, 2320px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u518d\u6b21\u91cd\u7533\u4e0b\uff0c\u52a0\u5165<a href=\"https:\/\/javabetter.cn\/zhishixingqiu\/\">\u300c\u4e8c\u54e5\u7684\u7f16\u7a0b\u661f\u7403\u300d<\/a>\u540e\uff0c\u4f60\u8fd8\u53ef\u4ee5\u4eab\u53d7\u4ee5\u4e0b\u4e13\u5c5e\u5185\u5bb9\u670d\u52a1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>1\u3001<strong>\u4ed8\u8d39\u6587\u6863:<\/strong>\u00a0\u6d3e\u806a\u660e RAG\u3001<a href=\"https:\/\/laigeoffer.cn\/pmhub\/learn\/\">\u5fae\u670d\u52a1 PmHub<\/a>\u3001<a href=\"https:\/\/javabetter.cn\/zhishixingqiu\/paicoding.html\">\u524d\u540e\u7aef\u5206\u79bb\u6280\u672f\u6d3e<\/a>\u3001\u8f6e\u5b50 MYDB\u3001\u5165\u95e8\u7f16\u7a0b\u55b5\u3001AI+MCP \u7684\u6821\u62db\u6d3e\u7b49\u9879\u76ee\u914d\u5957\u7684 60 \u4e07+ \u5b57\u6559\u7a0b\u67e5\u770b\u6743\u9650<\/li>\n\n\n\n<li>2\u3001<strong>\u7b80\u5386\u4fee\u6539<\/strong>: \u63d0\u4f9b\u4ef7\u503c\u8d85 600 \u5143\u7684<a href=\"https:\/\/javabetter.cn\/zhishixingqiu\/jianli.html\">\u7b80\u5386\u4fee\u6539\u670d\u52a1<\/a>\uff0c\u9644\u8d60\u661f\u7403 5000+\u4f18\u8d28\u7b80\u5386\u6a21\u677f\u53ef\u4f9b\u53c2\u8003<\/li>\n\n\n\n<li>3\u3001<strong>\u4e13\u5c5e\u95ee\u7b54<\/strong>: \u5411\u4e8c\u54e5\u548c\u661f\u7403\u5609\u5bbe\u53d1\u8d77 1v1 \u63d0\u95ee\uff0c\u5185\u5bb9\u4e0d\u9650\u4e8e offer \u9009\u62e9\u3001\u5b66\u4e60\u8def\u7ebf\u3001\u804c\u4e1a\u89c4\u5212\u7b49<\/li>\n\n\n\n<li>4\u3001<strong>\u9762\u8bd5\u6307\u5357<\/strong>: \u83b7\u53d6\u9488\u5bf9\u6821\u62db\u3001\u793e\u62db\u7684 40 \u4e07+\u5b57\u9762\u8bd5\u6c42\u804c\u653b\u7565\u300a<a href=\"https:\/\/javabetter.cn\/zhishixingqiu\/mianshi.html\">Java \u9762\u8bd5\u6307\u5357<\/a>\u300b\uff0c\u4ee5\u53ca\u4e8c\u54e5\u7684 LeetCode \u5237\u9898\u7b14\u8bb0\u3001\u4e00\u7070\u7684\u804c\u573a\u8fdb\u9636\u4e4b\u8def\u3001\u534e\u4e3a OD \u9898\u5e93<\/li>\n\n\n\n<li>5\u3001<strong>\u5b66\u4e60\u73af\u5883:<\/strong>\u00a0\u6253\u9020\u4e00\u4e2a\u6c89\u6d78\u5f0f\u7684\u5b66\u4e60\u73af\u5883\uff0c\u6709\u4e00\u79cd\u9ad8\u8003\u51b2\u523a\u3001\u5927\u5b66\u8003\u7814\u7684\u6c1b\u56f4<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u622a\u6b62\u5230 2025 \u5e74 07 \u6708 31 \u65e5\uff0c\u5df2\u7ecf\u6709 9000+ \u7403\u53cb\u52a0\u5165\u661f\u7403\u4e86\uff0c\u5f88\u591a\u5c0f\u4f19\u4f34\u5728\u8ba4\u771f\u5b66\u4e60\u9879\u76ee\u4e4b\u540e\uff0c\u90fd\u6210\u529f\u62ff\u5230\u4e86\u5fc3\u4eea\u7684\u6821\u62db\u6216\u8005\u793e\u62db offer\uff0c\u6211\u5c31\u968f\u4fbf\u4e3e\u4e24\u4e2a\u4f8b\u5b50\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\/readme-20250703180225.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1308\" height=\"1342\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/readme-20250703180225.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u7f8e\u56e2\u5feb\u624b TP-LINK \u62fc\u591a\u591a\" class=\"wp-image-2254\"  sizes=\"auto, (max-width: 1308px) 100vw, 1308px\" \/><\/div><\/figure>\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\/readme-20250703180738.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1680\" height=\"1352\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/readme-20250703180738.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u963f\u91cc\u4e91\u8363\u8000\u5b57\u8282\" class=\"wp-image-2259\"  sizes=\"auto, (max-width: 1680px) 100vw, 1680px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\uff0c\u6d3e\u806a\u660e\u8fd9\u4e2a\u9879\u76ee\u4e5f\u6536\u5c3e\u4e86\uff0c\u5927\u5bb6\u53ef\u4ee5\u653e\u5fc3\u51b2 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lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"816\" height=\"1248\" data-original=\"https:\/\/zero-zl.cn\/wp-content\/uploads\/2025\/10\/19fc84a638f3bbf1c76263f751d4081a.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u661f\u7403\u7eed\u8d39\u4f18\u60e0\u5238\" class=\"wp-image-2228\"  sizes=\"auto, (max-width: 816px) 100vw, 816px\" \/><\/div><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6b65\u9aa4 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class=\"wp-block-paragraph\">\u4ed8\u8d39\u793e\u7fa4\u6211\u52a0\u5165\u4e86\u5f88\u591a\uff0c\u4f46\u4ece\u672a\u89c1\u8fc7\u6bd4\u8fd9\u66f4\u4f4e\u4ef7\u683c\uff0c\u63d0\u4f9b\u66f4\u591a\u670d\u52a1\u7684\u793e\u7fa4\uff0c\u5149\u6d3e\u806a\u660e\u8fd9\u4e2a\u9879\u76ee\u7684\u5c31\u80fd\u8ba9\u4f60\u503c\u56de\u7968\u4ef7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u8bf4\u4e00\u53e5\uff0c\u4efb\u4f55\u65f6\u5019\uff0c\u6280\u672f\u90fd\u662f\u6211\u4eec\u7a0b\u5e8f\u5458\u7684\u5b89\u8eab\u7acb\u547d\u4e4b\u672c\uff0c\u5982\u679c\u4f60\u80fd\u8ba4\u8ba4\u771f\u771f\u8ddf\u5b8c\u6d3e\u806a\u660e\u7684\u6e90\u7801\u548c\u6559\u7a0b\uff0c\u76f8\u4fe1\u4f60\u7684\u7f16\u7a0b\u529f\u5e95\u4f1a\u63d0\u5347\u4e00\u5927\u622a\u3002<\/p>\n\n\n\n<p 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