{"id":13595,"date":"2025-12-31T14:22:03","date_gmt":"2025-12-31T06:22:03","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=13595"},"modified":"2026-01-01T16:28:48","modified_gmt":"2026-01-01T08:28:48","slug":"agentic-search","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/13595-agentic-search","title":{"rendered":"Agentic Search: \u641c\u5c0b\u6280\u8853\u4e0d\u6703\u6d88\u5931\uff0c\u53ea\u662f\u8b8a\u6210 Agent \u5de5\u5177"},"content":{"rendered":"\n<p>\u770b\u4e86\u5169\u5834\u95dc\u65bc Agentic Search \u7684\u6f14\u8b1b\uff0c\u5206\u5225\u4f86\u81ea AWS OpenSearch \u7684 John Handler \u548c <a href=\"https:\/\/www.tenlong.com.tw\/products\/9781617296970\">AI-Powered Search<\/a> \u9019\u672c\u66f8\u7684\u4f5c\u8005 <a href=\"https:\/\/softwaredoug.com\/\">Doug Turnbull<\/a> (\u9019\u6709\u5f88\u591a\u6aa2\u7d22\u77e5\u8b58\u6587\u7ae0\uff0c\u8d85\u8b9a)\uff0c\u5169\u4f4d\u90fd\u5728\u63a2\u8a0e: AI Agent \u662f\u5426\u6b63\u5728\u53d6\u4ee3\u5e7e\u5341\u5e74\u7d2f\u7a4d\u7684\u641c\u5c0b\u667a\u6167?<\/p>\n\n\n\n<!--more-->\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u5834: John Handler &#8211; Agentic Search \u6280\u8853<\/h3>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\n<a href=\"https:\/\/maven.com\/p\/78e5e0\/agentic-search-are-ll-ms-replacing-decades-of-ir-wisdom\" class=\"autohyperlink\">maven.com\/p\/78e5e0\/agentic-search-are-ll-ms-replacing-decades-of-ir-wisdom<\/a>\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"578\" data-attachment-id=\"13599\" data-permalink=\"https:\/\/ihower.tw\/blog\/13595-agentic-search\/image-37\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-5.png\" data-orig-size=\"1584,894\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-5-300x169.png\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-5-1024x578.png\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-5-1024x578.png\" alt=\"\" class=\"wp-image-13599\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-5-1024x578.png 1024w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-5-300x169.png 300w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-5-768x433.png 768w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-5-1536x867.png 1536w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-5-1568x885.png 1568w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-5.png 1584w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>John \u5f9e\u641c\u5c0b\u7684\u4e09\u500b\u6642\u4ee3\u6f14\u9032\u5207\u5165:<\/p>\n\n\n\n<p><strong>1. Lexical Search (\u8a5e\u5f59\u641c\u5c0b)<\/strong> \u7528 BM25\/TF-IDF \u505a\u95dc\u9375\u5b57\u5339\u914d\uff0c\u5feb\u901f\u4f46\u96e3\u4ee5\u7406\u89e3\u8a9e\u610f\u3002\u641c\u5c0b &#8220;large screen televisions&#8221; \u53ef\u80fd\u627e\u4e0d\u5230\u63cf\u8ff0\u4e2d\u6c92\u6709 &#8220;large&#8221; \u9019\u500b\u8a5e\u7684\u5927\u87a2\u5e55\u96fb\u8996\u3002<\/p>\n\n\n\n<p><strong>2. Semantic Search (\u8a9e\u610f\u641c\u5c0b)<\/strong> \u7528 embedding \u5411\u91cf\u6355\u6349\u8a9e\u610f\uff0c\u80fd\u7406\u89e3 &#8220;shoes for the beach&#8221; \u9019\u7a2e\u62bd\u8c61\u9700\u6c42\uff0c\u5373\u4f7f\u5546\u54c1\u63cf\u8ff0\u6c92\u63d0\u5230 &#8220;beach&#8221;\u3002OpenSearch \u7684 Neural Plugin \u53ef\u4ee5\u5728 ingest pipeline \u81ea\u52d5\u8abf\u7528 Bedrock \u751f\u6210 embedding\uff0c\u67e5\u8a62\u6642\u4e5f\u80fd\u81ea\u52d5\u8f49\u63db\u3002<\/p>\n\n\n\n<p><strong>3. Agentic Search (\u4ee3\u7406\u641c\u5c0b)<\/strong> Agent \u53ef\u4ee5\u898f\u5283\u3001\u57f7\u884c\u591a\u500b\u5de5\u5177\u3001\u63a8\u7406\u7d50\u679c\uff0c\u76f4\u5230\u627e\u5230\u6eff\u610f\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 \u50b3\u7d71\u641c\u5c0b\u7684\u6d41\u7a0b<\/p>\n\n\n\n<p>John \u5f37\u8abf\uff0c\u5373\u4f7f\u5728 LLM \u4e4b\u524d\uff0c\u641c\u5c0b\u5de5\u7a0b\u5c31\u5df2\u7d93\u662f\u4e00\u500b\u8907\u96dc\u7684\u751f\u614b\u7cfb\u7d71:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Data Preparation: \u6e05\u6d17\u3001enrichment\u3001entity recognition<\/li>\n\n\n\n<li>Query Rewrite: \u52a0\u5165\u7528\u6236\u504f\u597d\u3001\u54c1\u724c\u50be\u5411\u3001\u540c\u7fa9\u8a5e\u64f4\u5c55<\/li>\n\n\n\n<li>Re-ranking: \u7528\u6b77\u53f2\u9ede\u64ca\/\u8cfc\u8cb7\u884c\u70ba\u91cd\u65b0\u6392\u5e8f<\/li>\n\n\n\n<li>Feedback Loop: \u6355\u6349\u7528\u6236\u884c\u70ba\u56de\u994b\u5230\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<p>\u9019\u4e9b\u300c\u5e7e\u5341\u5e74\u7684\u667a\u6167\u300d\u4e0d\u6703\u6d88\u5931\uff0c\u800c\u662f\u8b8a\u6210 Agent \u53ef\u4ee5\u8abf\u7528\u7684\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 OpenSearch Agent \u5be6\u4f5c\u7d30\u7bc0<\/p>\n\n\n\n<p>John \u7528 OpenSearch \u5167\u5efa\u7684 Conversational Agent \u6846\u67b6\u505a\u4e86\u6f14\u793a\uff0c\u5e7e\u500b\u5be6\u4f5c\u91cd\u9ede:<\/p>\n\n\n\n<p><strong>Tool \u8a2d\u8a08<\/strong>: \u4ed6\u70ba Agent \u6e96\u5099\u4e86\u591a\u500b\u5de5\u5177\uff0csemantic search\u3001lexical search\u3001Q&amp;A search (\u641c\u5c0b\u7528\u6236\u5c0d\u7522\u54c1\u7684\u554f\u7b54)\u3001category lookup \u7b49\u3002\u6bcf\u500b tool \u90fd\u6709\u660e\u78ba\u7684\u63cf\u8ff0\u544a\u8a34 LLM \u4ec0\u9ebc\u6642\u5019\u8a72\u7528\u3002<\/p>\n\n\n\n<p><strong>System Prompt \u8a2d\u8a08<\/strong>: \u95dc\u9375\u662f\u7d66 LLM \u6c7a\u7b56\u6307\u5f15\uff0c\u4f8b\u5982\u300c\u5982\u679c\u662f\u5ee3\u6cdb\u7684\u7522\u54c1\u641c\u5c0b\uff0c\u7528 category + lexical + semantic \u5de5\u5177\uff1b\u5982\u679c\u662f\u95dc\u65bc\u7522\u54c1\u7279\u6027\u7684\u554f\u984c\uff0c\u7528 Q&amp;A search \u53bb\u627e\u7528\u6236\u554f\u904e\u7684\u554f\u984c\u300d<\/p>\n\n\n\n<p><strong>\u5c0d\u8a71\u8108\u7d61<\/strong>: \u641c\u5c0b &#8220;everyday pants&#8221; \u5f8c\uff0c\u63a5\u8457\u8aaa &#8220;I&#8217;m a man&#8221;\uff0cAgent \u80fd\u7406\u89e3\u9019\u662f\u5c0d\u8a71\u4e2d\u7684\u88dc\u5145\u689d\u4ef6\uff0c\u81ea\u52d5\u904e\u6ffe\u51fa\u7537\u6027\u6b3e\u5f0f\u3002\u50b3\u7d71\u641c\u5c0b\u6839\u672c\u505a\u4e0d\u5230\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 \u7528\u6236\u884c\u70ba\u6578\u64da\u9084\u662f\u91cd\u8981\u7684<\/p>\n\n\n\n<p>John \u5f37\u8abf\u50b3\u7d71\u7684\u7528\u6236\u884c\u70ba\u5206\u6790\u5728 Agentic Search \u4e2d\u4f9d\u7136\u91cd\u8981\uff0c\u4f46\u7528\u6cd5\u4e0d\u540c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5728 Tool \u5c64\u9762<\/strong>: \u50b3\u7d71\u7684 click model\u3001user behavior \u9084\u662f\u53ef\u4ee5\u7528\u4f86\u63d0\u5347\u5e95\u5c64\u641c\u5c0b\u5de5\u5177\u7684\u54c1\u8cea<\/li>\n\n\n\n<li><strong>\u5728 Prompt \u5c64\u9762<\/strong>: \u53ef\u4ee5\u628a\u7528\u6236\u504f\u597d (\u5982\u300c\u9019\u500b\u7528\u6236\u559c\u6b61 Nike\u300d) \u52a0\u5230 Agent \u7684 context \u4e2d\uff0c\u8b93\u63a8\u7406\u66f4\u500b\u4eba\u5316<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u5834: Doug Turnbull &#8211; Agentic Search \u5178\u7bc4\u8f49\u79fb<\/h3>\n\n\n\n<p><a href=\"https:\/\/maven.com\/p\/e029a8\/what-is-agentic-search-and-why-should-i-care\">maven.com\/p\/e029a8\/what-is-agentic-search-and-why-should-i-care<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-attachment-id=\"13598\" data-permalink=\"https:\/\/ihower.tw\/blog\/13595-agentic-search\/image-36\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-4.png\" data-orig-size=\"2404,1352\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-4-300x169.png\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-4-1024x576.png\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-4-1024x576.png\" alt=\"\" class=\"wp-image-13598\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-4-1024x576.png 1024w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-4-300x169.png 300w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-4-768x432.png 768w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-4-1536x864.png 1536w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-4-2048x1152.png 2048w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/12\/image-4-1568x882.png 1568w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Doug \u5f9e\u300c\u8cc7\u8a0a\u9700\u6c42\u300d\u7684\u89d2\u5ea6\u5207\u5165\uff0c\u628a\u641c\u5c0b\u5834\u666f\u5206\u6210\u5169\u7aef:<\/p>\n\n\n\n<p><strong>\u5de6\u7aef &#8211; System 1 (\u76f4\u89ba\u3001\u88ab\u52d5)<\/strong> \u700f\u89bd\u3001\u6253\u767c\u6642\u9593\u3001\u5373\u6642\u6eff\u8db3\u3002\u7528\u6236\u53ef\u80fd\u81ea\u5df1\u90fd\u4e0d\u6e05\u695a\u8981\u4ec0\u9ebc\uff0c\u66f4\u50cf recommendation feed\u3002<\/p>\n\n\n\n<p><strong>\u53f3\u7aef &#8211; System 2 (\u7406\u6027\u3001\u4e3b\u52d5)<\/strong> \u6709\u660e\u78ba\u76ee\u6a19\u3001\u53ef\u4ee5\u5beb\u6210\u4e00\u6574\u6bb5\u9700\u6c42\u63cf\u8ff0\u3002\u6cd5\u5f8b\u6848\u4f8b\u6aa2\u7d22\u3001\u6c42\u8077\u3001\u91ab\u7642\u6587\u737b\u641c\u5c0b\u9019\u985e\u5834\u666f\u3002<\/p>\n\n\n\n<p>Doug \u7684\u6838\u5fc3\u8ad6\u9ede: \u5c0d\u65bc System 2 \u9019\u7aef\u7684\u641c\u5c0b\uff0cAgentic Search \u5c31\u662f\u5178\u7bc4\u8f49\u79fb\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 \u50b3\u7d71\u641c\u5c0b\u7684\u6839\u672c\u554f\u984c<\/p>\n\n\n\n<p>\u300c\u50b3\u7d71\u641c\u5c0b\u50cf\u662f\u628a\u4e00\u6574\u6bb5\u9700\u6c42\u58d3\u7e2e\u6210\u4e09\u500b\u95dc\u9375\u5b57\u585e\u9032\u7ba1\u9053\uff0c\u7136\u5f8c\u7948\u79b1\u53e6\u4e00\u7aef\u80fd\u89e3\u58d3\u7e2e\u51fa\u6b63\u78ba\u7d50\u679c\u3002\u300d<\/p>\n\n\n\n<p>\u641c\u5c0b\u5f15\u64ce\u53ea\u770b\u5230 &#8220;java developer downtown&#8221; \u9019\u5e7e\u500b\u5b57\uff0c\u5b8c\u5168\u4e0d\u77e5\u9053\u7528\u6236\u7684\u5b8c\u6574\u9700\u6c42\u662f\u300c\u6211\u60f3\u627e\u4e00\u4efd Java \u958b\u767c\u5de5\u4f5c\uff0c\u8981\u80fd\u8d70\u8def\u5230 Charlottesville \u5e02\u4e2d\u5fc3\uff0c\u85aa\u8cc7\u7bc4\u570d\u2026\u300d<\/p>\n\n\n\n<p>\u7136\u5f8c\u6211\u5011\u7528\u5404\u7a2e query understanding\u3001re-ranking \u4f86\u88dc\u6551\u9019\u500b\u8cc7\u8a0a\u640d\u5931\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 Agent \u7684\u4e09\u500b\u95dc\u9375\u80fd\u529b<\/p>\n\n\n\n<p><strong>1. Reasoning (\u63a8\u7406)<\/strong> Agent \u6703 &#8220;think step by step&#8221;\uff0c\u898f\u5283\u89e3\u6c7a\u554f\u984c\u7684\u6b65\u9a5f\u3002\u73fe\u4ee3 reasoning model \u5df2\u7d93\u628a\u9019\u500b\u80fd\u529b\u653e\u9032\u6a21\u578b\u8a13\u7df4\u88e1\uff0c\u4e0d\u9700\u8981\u7279\u5225 prompt\u3002<\/p>\n\n\n\n<p><strong>2. Tool Usage (\u5de5\u5177\u4f7f\u7528)<\/strong> Agent \u53ef\u4ee5\u8abf\u7528\u641c\u5c0b\u5de5\u5177\u3001\u8a55\u4f30\u7d50\u679c\u3001\u6c7a\u5b9a\u4e0b\u4e00\u6b65\u3002\u8a13\u7df4\u8cc7\u6599\u4e2d\u5df2\u7d93\u6709\u5927\u91cf web search \u7684\u4f7f\u7528\u7bc4\u4f8b\uff0c\u6240\u4ee5 LLM \u5c0d tool calling \u6709\u4e0d\u932f\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<p><strong>3. Reflection (\u53cd\u601d)<\/strong> Agent \u53ef\u4ee5\u770b\u7d50\u679c\u4e0d\u597d\uff0c\u8abf\u6574 query \u518d\u8a66\u3002Doug \u8209\u4e86 ReAct \u8ad6\u6587\u7684\u4f8b\u5b50: \u641c\u5c0b &#8220;Apple Remote&#8221;\uff0c\u767c\u73fe\u7d50\u679c\u4e0d\u597d\uff0cAgent \u81ea\u5df1\u52a0\u4e0a &#8220;Front Row software&#8221; \u4f86 refine query\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 Tool Calling \u5be6\u4f5c\u7709\u89d2<\/p>\n\n\n\n<p>Doug \u5206\u4eab\u4e86\u7528 OpenAI API \u4f86\u505a tool calling \u7684\u65b9\u5f0f\uff0c\u95dc\u9375\u662f schema \u8a2d\u8a08\u8981\u597d\uff0c\u8b93 LLM \u77e5\u9053\u6bcf\u500b\u53c3\u6578\u7684\u610f\u7fa9\u3002<\/p>\n\n\n\n<p>\ud83d\udd39 \u5982\u4f55\u52a0\u5165 User Satisfaction \u4fe1\u865f\uff1f<\/p>\n\n\n\n<p>\u9019\u662f\u5f88\u91cd\u8981\u7684\u4e00\u9ede: Agent \u81ea\u5df1\u5224\u65b7\u7684 &#8220;relevance&#8221; \u53ef\u80fd\u8ddf\u771f\u5be6\u7528\u6236\u6eff\u610f\u5ea6\u4e0d\u4e00\u81f4\u3002<\/p>\n\n\n\n<p>\u89e3\u6cd5\u662f\u628a satisfaction model (\u4f8b\u5982 Learning to Rank \u6a21\u578b) \u5305\u88dd\u6210\u53e6\u4e00\u500b tool\uff0c\u8b93 Agent \u53ef\u4ee5\u67e5\u8a62\u300c\u9019\u500b\u7d50\u679c\u7528\u6236\u6703\u6eff\u610f\u55ce\uff1f\u300d\u5c31\u50cf coding agent \u9700\u8981\u8dd1 unit test \u4e00\u6a23\uff0csearch agent \u4e5f\u9700\u8981 &#8220;relevance test&#8221;\u3002<\/p>\n\n\n\n<p>Prompt \u6280\u5de7: Doug \u63d0\u5230\u4e00\u500b\u6709\u8da3\u7684\u767c\u73fe\uff0c\u5982\u679c\u4f60\u7528\u300c\u9019\u500b\u7d50\u679c\u662f\u5426 relevant\u300d\u4f86\u63cf\u8ff0\uff0c\u6548\u679c\u666e\u901a\u3002\u4f46\u5982\u679c\u6539\u6210\u300c\u9019\u500b\u7d50\u679c\u6703\u8b93\u7528\u6236 happy \u9084\u662f unhappy\u300d\uff0cLLM \u6703\u66f4\u52aa\u529b\u53bb\u512a\u5316\uff0c\u56e0\u70ba LLM \u5929\u751f\u5c31\u662f sycophant (\u8a0e\u597d\u8005)\uff0c\u5b83\u5011\u5f88\u60f3\u8b93\u7528\u6236\u958b\u5fc3 \ud83d\ude02<\/p>\n\n\n\n<p>\ud83d\udd39 \u80fd\u5426\u628a Agentic \u5b78\u7fd2\u61c9\u7528\u5230\u50b3\u7d71\u641c\u5c0b\uff1f<\/p>\n\n\n\n<p>Doug \u63d0\u51fa\u4e00\u500b\u5f88\u6709\u8da3\u7684\u60f3\u6cd5: \u7528 Agent \u96e2\u7dda\u8dd1 query\uff0c\u5b78\u7fd2\u6700\u4f73\u7b56\u7565\uff0c\u7136\u5f8c\u90e8\u7f72\u5230\u5373\u6642\u7cfb\u7d71:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u76f4\u63a5 Cache: \u628a query \u2192 tool usage \u7d50\u679c\u76f4\u63a5\u5b58\u8d77\u4f86\uff0c\u5b8c\u5168\u76f8\u540c\u7684 query \u76f4\u63a5\u5fa9\u7528<\/li>\n\n\n\n<li>Semantic Cache: \u5b58\u5230\u5411\u91cf\u8cc7\u6599\u5eab\uff0c\u8a9e\u610f\u76f8\u4f3c\u7684 query (\u4f8b\u5982 &#8220;red shoes&#8221; vs &#8220;shoes that are red&#8221;) \u4e5f\u80fd\u547d\u4e2d cache<\/li>\n\n\n\n<li>\u8a13\u7df4 ML \u6a21\u578b: \u7528 Agent \u8dd1\u51fa\u4f86\u7684 query \u2192 category\/expansion mapping \u7576\u8a13\u7df4\u8cc7\u6599\uff0c\u8a13\u7df4\u4e00\u500b\u8f15\u91cf\u5206\u985e\u5668\u90e8\u7f72\u5230\u7dda\u4e0a<\/li>\n\n\n\n<li>Code Generation: \u6700\u9032\u968e\u7684\u73a9\u6cd5\uff0c\u8b93 Agent \u751f\u6210 re-ranking code\uff0c\u8fed\u4ee3\u6539\u9032\u76f4\u5230 NDCG \u63d0\u5347\u3002Doug \u5be6\u9a57\u986f\u793a\u9019\u62db\u6709\u6548\uff0cNDCG \u4ecb\u65bc\u7d14 BM25 baseline \u548c online agentic search \u4e4b\u9593<\/li>\n<\/ol>\n\n\n\n<p>\ud83d\udd39 \u73fe\u5be6\u6311\u6230<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5ef6\u9072: Agent \u591a\u8f2a\u63a8\u7406\u76ee\u524d\u9084\u505a\u4e0d\u5230\u6beb\u79d2\u7d1a<\/li>\n\n\n\n<li>\u6210\u672c: LLM \u547c\u53eb\u8cbb\u7528\u662f\u5927\u554f\u984c\uff0cfrontier model \u6548\u679c\u597d\u4f46\u8cb4<\/li>\n\n\n\n<li>\u958b\u6e90\u6a21\u578b: Tool calling \u5728 Llama \u7b49\u958b\u6e90\u6a21\u578b\u4e0a\u7684\u652f\u63f4\u5ea6\u9084\u5728\u8ffd\u8d95\u4e2d<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7e3d\u7d50<\/h3>\n\n\n\n<p>\u5169\u4f4d\u8b1b\u8005\u90fd\u8a8d\u70ba\u9019\u662f\u4e0d\u53ef\u907f\u514d\u7684\u5178\u7bc4\u8f49\u79fb\uff0c\u5c24\u5176\u5c0d\u65bc\u300c\u7528\u6236\u77e5\u9053\u81ea\u5df1\u8981\u4ec0\u9ebc\u3001\u9700\u8981\u6df1\u5ea6\u641c\u5c0b\u300d\u7684\u5834\u666f\u3002<\/p>\n\n\n\n<p>\u7279\u5225\u662f\u4f01\u696d\u641c\u5c0b\u3001\u5c08\u696d\u9818\u57df\u641c\u5c0b\u9019\u985e\u61c9\u7528\uff0c\u50b3\u7d71\u641c\u5c0b\u5de5\u7a0b\u7684\u667a\u6167\u4e0d\u6703\u6d88\u5931\uff0c\u800c\u662f\u89d2\u8272\u6539\u8b8a\u4e86\u3002\u5f9e\u300c\u5efa\u9020\u4e00\u500b monolithic \u641c\u5c0b\u7cfb\u7d71\u8655\u7406\u6240\u6709\u60c5\u6cc1\u300d\u8b8a\u6210\u300c\u8a2d\u8a08\u4e00\u7d44\u7cbe\u6e96\u7684\u6aa2\u7d22\u5de5\u5177\u8b93 Agent \u4f7f\u7528\u300d\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u770b\u4e86\u5169\u5834\u95dc\u65bc Agentic Search \u7684\u6f14\u8b1b\uff0c\u5206\u5225\u4f86\u81ea AWS OpenSearch \u7684 John Ha &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/13595-agentic-search\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008Agentic Search: \u641c\u5c0b\u6280\u8853\u4e0d\u6703\u6d88\u5931\uff0c\u53ea\u662f\u8b8a\u6210 Agent \u5de5\u5177\u3009<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[80],"tags":[],"class_list":["post-13595","post","type-post","status-publish","format-standard","hentry","category-llm","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3xh","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13595","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/comments?post=13595"}],"version-history":[{"count":8,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13595\/revisions"}],"predecessor-version":[{"id":13609,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13595\/revisions\/13609"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=13595"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=13595"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=13595"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}