{"id":13058,"date":"2025-07-25T13:30:18","date_gmt":"2025-07-25T05:30:18","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=13058"},"modified":"2025-08-20T17:13:19","modified_gmt":"2025-08-20T09:13:19","slug":"agentic-retrieval-vs-rag","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/13058-agentic-retrieval-vs-rag","title":{"rendered":"Agent \u8b93 RAG \u904e\u6642\u4e86\u55ce? \u8ac7 AI Coding \u7684\u6aa2\u7d22\u7b56\u7565"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"779\" height=\"544\" data-attachment-id=\"13060\" data-permalink=\"https:\/\/ihower.tw\/blog\/13058-agentic-retrieval-vs-rag\/agent-retriever\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/agent-retriever.jpg\" data-orig-size=\"779,544\" 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=\"agent-retriever\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/agent-retriever-300x209.jpg\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/agent-retriever.jpg\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/agent-retriever.jpg\" alt=\"\" class=\"wp-image-13060\" style=\"width:656px;height:auto\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/agent-retriever.jpg 779w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/agent-retriever-300x209.jpg 300w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/agent-retriever-768x536.jpg 768w\" sizes=\"auto, (max-width: 779px) 100vw, 779px\" \/><\/figure>\n\n\n\n<p>\u770b\u4e86\u4e00\u5834 <a href=\"https:\/\/www.augmentcode.com\/\">Augment Code<\/a> (\u4e5f\u662f\u4e00\u5bb6\u505a AI IDE \u7684\u5ee0\u5546) \u4f86\u8b1b &#8220;Agentic \u6aa2\u7d22&#8221; \u5c0d\u6bd4 &#8220;\u50b3\u7d71 RAG \u6aa2\u7d22&#8221; \u7684\u6f14\u8b1b\uff0c\u883b\u6709\u555f\u767c\u7684\u3002<br>\u5728 AI Coding \u9818\u57df\uff0c\u7c21\u55ae\u7684\u5de5\u5177\u6b63\u5728\u64ca\u6557\u8907\u96dc\u7684 RAG \u7cfb\u7d71\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI Coding \u7684\u6f14\u9032\u6b77\u7a0b<\/h3>\n\n\n\n<p>AI Coding \u7684\u6f14\u9032\u662f\u9019\u6a23:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>2023: Code completion \u88dc\u5168\u6642\u4ee3\uff0c\u4f8b\u5982 Github Copilot<\/li>\n\n\n\n<li>2024: \u51fa\u73fe\u5074\u6b04 chatbot \u4f86\u5beb\u9019\u500b\u6a94\u6848\u7684 code<\/li>\n\n\n\n<li>2025: \u9032\u5230 Agent \u6642\u4ee3\uff0c\u4f8b\u5982 Claude Code \u53ef\u4ee5\u8de8\u591a\u500b\u6a94\u6848\u5beb code<\/li>\n<\/ul>\n\n\n\n<p>\u96a8\u8457\u6bcf\u6b21\u6f14\u9032\uff0cIDE \u5e95\u5c64\u6aa2\u7d22\u7684\u8907\u96dc\u5ea6\u8d8a\u4f86\u8d8a\u9ad8\u3002\u6211\u5011\u77e5\u9053 LLM \u9700\u8981\u6b63\u78ba\u7684 context \u624d\u80fd\u826f\u597d\u904b\u4f5c(\u4e5f\u5c31\u662f context engineering)\uff0c\u56e0\u70ba\u9700\u8981\u8a2d\u8a08\u4e00\u5957\u6aa2\u7d22\u7cfb\u7d71\uff0c\u627e\u51fa\u7576\u4e0b\u6a21\u578b\u6240\u9700\u8981\u53c3\u8003\u7684\u7a0b\u5f0f\u78bc\u3002<br>\u50cf code completion \u53ea\u9700\u8981\u8d85\u4f4e\u5ef6\u9072\u7684\u7c21\u55ae\u6aa2\u7d22\u5373\u53ef\uff0cchatbot \u6642\u4ee3\u9700\u8981\u7406\u89e3\u66f4\u8907\u96dc\u7684\u62bd\u8c61\u554f\u984c\uff0c\u800c agent \u5c31\u5fc5\u9808\u7406\u89e3\u6574\u500b\u5c08\u6848\u7684\u8a31\u591a\u4e0d\u540c\u90e8\u5206\u3002<\/p>\n\n\n\n<p>\u4ed6\u5011\u5c0d AI Coding \u9818\u57df\u7684\u9a5a\u4eba\u767c\u73fe\u662f: \u7c21\u55ae\u7684\u5de5\u5177\u5c31\u5920\u4e86\uff0cAugment \u5718\u968a\u5728 SWE-Bench \u62ff\u4e0b\u7b2c\u4e00\u540d\uff0c\u8ad6\u6587\u4e2d\u5beb\u9053:\u300c\u6211\u5011\u63a2\u7d22\u4e86\u65b0\u589e\u5404\u7a2e\u57fa\u65bc\u5d4c\u5165\u7684\u6aa2\u7d22\u5de5\u5177\uff0c\u4f46\u767c\u73fe\u5c0d\u65bc SWE-Bench \u4efb\u52d9\u4f86\u8aaa\uff0c\u9019\u4e26\u4e0d\u662f\u74f6\u9838\u3002\u7528 grep \u548c find \u5de5\u5177\u5c31\u8db3\u5920\u4e86\u300d\u3002<\/p>\n\n\n\n<p>\u8fd1\u671f\u5f88\u592f\u7684 Claude Code\u3001OpenAI Codex\u3001Gemini CLI \u4e5f\u901a\u901a\u6c92\u6709\u7528 embedding \u6a21\u578b\u4f86\u505a\u6aa2\u7d22\u3002<br>\u7a0b\u5f0f\u78bc\u6aa2\u7d22\u70ba\u4ec0\u9ebc grep\/find \u5c31\u5920\u7528? \u56e0\u70ba\u7a0b\u5f0f\u78bc\u6709\u5f88\u591a\u9ad8\u8a0a\u865f\u7684\u95dc\u9375\u5b57\u8a5e\u5f59\uff0c\u9019\u4e9b\u7d50\u69cb\u5316\u7684\u95dc\u9375\u5b57\u8b93 grep \u641c\u5c0b\u8b8a\u5f97\u975e\u5e38\u6709\u6548\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h3 class=\"wp-block-heading\">Agentic \u6aa2\u7d22\u7684\u5de5\u4f5c\u6d41\u7a0b<\/h3>\n\n\n\n<p>AI Coding \u7684 Agent \u89e3\u6c7a\u904e\u7a0b\u50cf\u9019\u6a23:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7528 find \u547d\u4ee4\u641c\u5c0b\u6240\u6709\u540d\u7a31\u4e2d\u5e36\u6709\u95dc\u9375\u5b57\u7684\u6a94\u6848<\/li>\n\n\n\n<li>\u627e\u5230\u6a94\u6848\u5f8c\uff0c\u7528\u6a94\u6848\u8b80\u53d6\u5de5\u5177\u67e5\u770b\u5167\u5bb9\u3002\u5982\u679c\u6a94\u6848\u6bd4\u8f03\u5927\uff0c\u53ea\u8b80\u53d6\u6a94\u6848\u524d 50 \u884c(\u7bc0\u7701 token)<\/li>\n\n\n\n<li>\u7528 grep \u7e7c\u7e8c\u641c\u5c0b\u76f8\u95dc\u7684\u985e\u5225\u3001\u65b9\u6cd5\u3001\u51fd\u5f0f<\/li>\n\n\n\n<li>\u6301\u7e8c\u8fed\u4ee3\u7528 find \u548c grep \u548c\u6a94\u6848\u8b80\u53d6\u5de5\u5177\uff0c\u76f4\u5230\u6aa2\u7d22\u51fa\u8db3\u5920\u7684\u5167\u5bb9<\/li>\n<\/ol>\n\n\n\n<p>\u5373\u4f7f Agents \u6709\u9ede\u7b28\uff0c\u4f46\u4ed6\u5011\u5f88\u5805\u6301\u3002\u4ed6\u5011\u6700\u7d42\u6703\u7528 grep \u548c find \u627e\u5230\u9700\u8981\u7684\u5167\u5bb9\u3002\u63db\u53e5\u8a71\u8aaa\uff0cAgent \u7684\u5805\u6301\u6027\u6b63\u5728\u88dc\u511f\u8f03\u5dee\u5de5\u5177\u7684\u4e0d\u8db3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Agentic \u6aa2\u7d22\u7684\u512a\u52e2<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8fed\u4ee3\u6aa2\u7d22\u67b6\u69cb\u5f88\u7c21\u55ae: \u50b3\u7d71\u65b9\u6cd5\u9700\u8981\u591a\u500b\u5d4c\u5165\u6a21\u578b\u3001\u591a\u6b21\u904b\u7b97\u3001\u5e73\u8861\u7d50\u679c\u3002Agentic \u65b9\u6cd5\u5c31\u662f\u4e00\u500b\u7c21\u55ae\u5faa\u74b0<\/li>\n\n\n\n<li>Token \u7ba1\u7406\u66f4\u5bb9\u6613: \u9054\u5230 token \u9650\u5236\u5c31\u622a\u65b7\u820a\u7684\u5de5\u5177\u547c\u53eb\u7d50\u679c\uff0c\u66ff\u63db\u70ba\u300c\u5df2\u622a\u65b7\uff0c\u5982\u9700\u8981\u8acb\u91cd\u65b0\u57f7\u884c\u300d\uff0cAgent \u4e0d\u6703\u9047\u5230\u932f\u8aa4<\/li>\n\n\n\n<li>\u5efa\u7acb\u548c\u7dad\u8b77\u6210\u672c\u6975\u4f4e: \u4e0d\u9700\u8981\u5411\u91cf\u8cc7\u6599\u5eab\u3001\u8cc7\u6599\u540c\u6b65\u6a5f\u5236\u7b49\u8907\u96dc\u57fa\u790e\u8a2d\u65bd<\/li>\n\n\n\n<li>\u8def\u5f91\u4fee\u6b63\u7279\u6027: \u5931\u6557\u5c31\u518d\u8a66\u4e00\u6b21\uff0c\u6709\u81ea\u6211\u4fee\u6b63\u80fd\u529b<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u9650\u5236\u8207\u6311\u6230<\/h3>\n\n\n\n<p>\u4f46\u4ee5\u4e0a\u50c5\u9650\u65bc\u7a0b\u5f0f\u78bc\u5834\u666f\uff0c\u5176\u4ed6\u9818\u57df\u5c31\u4e0d\u4e00\u5b9a\u4e86\u3002\u8b1b\u8005\u660e\u78ba\u63d0\u5230\u9650\u5236:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5c0d\u4f4e\u7d50\u69cb\u908f\u8f2f\u7684\u5167\u5bb9\u6548\u679c\u4e0d\u4f73: \u5176\u4ed6\u985e\u578b\u5167\u5bb9\u4e0d\u50cf\u7a0b\u5f0f\u78bc\u90a3\u6a23\u6709\u7d44\u7e54\u5c64\u6b21\u6709\u9ad8\u8a0a\u865f\u95dc\u9375\u5b57\u3002\u8b93 Agent \u5728\u6d77\u91cf\u6587\u4ef6\u4e2d\uff0c\u6c92\u6709\u5c0e\u822a\u7dda\u7d22\u53bb\u76f2\u76ee\u63a2\u7d22\u6548\u7387\u6975\u4f4e<\/li>\n\n\n\n<li>\u96e3\u4ee5\u64f4\u5c55: \u5c0d\u5343\u842c\u500b\u6a94\u6848\u8dd1 grep \u6839\u672c\u4e0d\u53ef\u884c\uff0c\u4f8b\u5982\u4f60\u7121\u6cd5\u7528 grep \u53d6\u4ee3 Google \u7684 PageRank \u6a5f\u5236<\/li>\n\n\n\n<li>\u76f8\u7576\u7de9\u6162\u548c\u6602\u8cb4: \u5d4c\u5165\u6a21\u578b\u7684\u6aa2\u7d22\u53ea\u9700\u8981 50 \u6beb\u79d2\uff0c\u7528 Agent \u8dd1\u4f60\u9700\u8981\u597d\u5e7e\u5206\u9418<\/li>\n<\/ol>\n\n\n\n<p>\u53e6\u5916\uff0c\u9019\u88cf\u9084\u6709\u5546\u696d\u6a21\u5f0f\u7684\u8003\u91cf\uff0c\u5982\u679c\u4f60\u7684 AI \u7522\u54c1\u662f\u8a02\u95b1\u5236(\u4f8b\u5982 Cursor \u6bcf\u6708 $20)\uff0c\u4f60\u6703\u9700\u8981 RAG \u8907\u96dc\u67b6\u69cb\u4f86\u7bc0\u7701\u6210\u672c\u3002\u5982\u679c\u662f BYOK (\u81ea\u5e36 API key) \u6a21\u5f0f\uff0c\u5247\u53ef\u4ee5\u5b8c\u5168\u7528 Agentic \u6aa2\u7d22\uff0c\u4e0d\u9700\u8981\u7528 embedding \u6a21\u578b\u4f86\u505a\u6aa2\u7d22\u3002\u82e5\u662f\u5168\u7528 Agent \u89e3\u6c7a\u65b9\u6848\u6703\u975e\u5e38\u6602\u8cb4\uff0c\u9019\u6703\u71c3\u71d2\u5927\u91cf\u7684 tokens\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6df7\u5408\u67b6\u69cb\uff1a\u6700\u4f73\u89e3\u6c7a\u65b9\u6848<\/h3>\n\n\n\n<p>\u56e0\u6b64\u5c0d\u975e\u7a0b\u5f0f\u78bc\u9818\u57df\uff0c\u8b1b\u8005\u8a8d\u70ba\u6df7\u5408\u67b6\u69cb\u662f\u6700\u4f73\u89e3:<\/p>\n\n\n\n<p>\u91dd\u5c0d\u5176\u4ed6\u9818\u57df (\u91ab\u7642\u8a18\u9304\u3001\u5efa\u7bc9\u6587\u4ef6\u3001\u6cd5\u5f8b\u6587\u4ef6\u3001\u6b4c\u66f2\u8cc7\u6599\u5eab\u7b49)\uff0c\u63a1\u7528\u6df7\u5408\u67b6\u69cb: \u5efa\u7acb\u512a\u79c0\u7684 embedding \u5d4c\u5165\u6a21\u578b\u6aa2\u7d22\uff0c\u7136\u5f8c\u63d0\u4f9b\u7d66 Agent \u7576\u4f5c\u5de5\u5177\u4f7f\u7528\uff0c\u5c31\u50cf\u63d0\u4f9b grep \u548c find \u5de5\u5177\u4e00\u6a23\u3002\u8b93 agentic \u5faa\u74b0\u53ef\u4ee5\u5b58\u53d6\u512a\u79c0\u7684\u5d4c\u5165\u6a21\u578b\u6aa2\u7d22\u4f5c\u70ba\u5de5\u5177\uff0c\u7d50\u5408\u5169\u8005\u512a\u52e2\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\u4ed6\u4e5f\u63d0\u5230\u95dc\u65bc\u8a18\u61b6\u7cfb\u7d71\u7684\u6d1e\u5bdf\uff0cAgent \u53ef\u4ee5\u7528\u5de5\u5177\u4f86\u5efa\u7acb\u8a18\u61b6\u548c\u8b80\u53d6\u8a18\u61b6\uff0c\u4f86\u63cf\u8ff0\u7a0b\u5f0f\u78bc\u5eab\u7279\u5fb5\uff0c\u6bd4\u5982\u300c\u9019\u4e9b\u662f\u5b9a\u7fa9\u6a21\u578b\u7684\u6a94\u6848\u300d\u3002\u9019\u4e9b\u8a18\u61b6\u9664\u4e86\u662f\u500b\u4eba\u5316\u529f\u80fd\uff0c\u4f46\u67d0\u7a2e\u7a0b\u5ea6\u4e0a\u4e5f\u662f\u8a9e\u7fa9\u5feb\u53d6\uff0c\u53ef\u4ee5\u52a0\u901f\u672a\u4f86\u7684\u641c\u5c0b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u7a2e\u6aa2\u7d22\u67b6\u69cb\u6bd4\u8f03<\/h3>\n\n\n\n<p>\u4ee5\u4e0b\u9644\u5716\u4e09\u5f35\u662f\u8b1b\u8005\u5206\u6790\u4e09\u7a2e\u6aa2\u7d22\u67b6\u69cb\u7684\u6bd4\u8f03<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_195.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-attachment-id=\"13065\" data-permalink=\"https:\/\/ihower.tw\/blog\/13058-agentic-retrieval-vs-rag\/frame_195\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_195.jpg\" data-orig-size=\"1600,900\" 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=\"frame_195\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_195-300x169.jpg\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_195-1024x576.jpg\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_195-1024x576.jpg\" alt=\"\" class=\"wp-image-13065\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_195-1024x576.jpg 1024w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_195-300x169.jpg 300w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_195-768x432.jpg 768w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_195-1536x864.jpg 1536w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_195-1568x882.jpg 1568w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_195.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_201.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-attachment-id=\"13066\" data-permalink=\"https:\/\/ihower.tw\/blog\/13058-agentic-retrieval-vs-rag\/frame_201\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_201.jpg\" data-orig-size=\"1600,900\" 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=\"frame_201\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_201-300x169.jpg\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_201-1024x576.jpg\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_201-1024x576.jpg\" alt=\"\" class=\"wp-image-13066\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_201-1024x576.jpg 1024w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_201-300x169.jpg 300w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_201-768x432.jpg 768w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_201-1536x864.jpg 1536w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_201-1568x882.jpg 1568w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_201.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_215.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-attachment-id=\"13067\" data-permalink=\"https:\/\/ihower.tw\/blog\/13058-agentic-retrieval-vs-rag\/frame_215\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_215.jpg\" data-orig-size=\"1600,900\" 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=\"frame_215\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_215-300x169.jpg\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_215-1024x576.jpg\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_215-1024x576.jpg\" alt=\"\" class=\"wp-image-13067\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_215-1024x576.jpg 1024w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_215-300x169.jpg 300w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_215-768x432.jpg 768w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_215-1536x864.jpg 1536w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_215-1568x882.jpg 1568w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/07\/frame_215.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u7e3d\u7d50<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI Coding: \u7c21\u55ae\u7684 grep\/find \u5c31\u5920\u4e86\uff0cAgent \u7684\u5805\u6301\u6027\u88dc\u511f\u5de5\u5177\u4e0d\u8db3<\/li>\n\n\n\n<li>\u5176\u4ed6\u9818\u57df: \u4fdd\u7559\u73fe\u6709 embedding \u7cfb\u7d71\uff0c\u5305\u88dd\u6210 Agent \u53ef\u7528\u7684\u5de5\u5177<\/li>\n\n\n\n<li>\u901a\u7528\u539f\u5247: \u7121\u8ad6\u4f60\u5df2\u7d93\u64c1\u6709\u4ec0\u9ebc\u6aa2\u7d22\u7cfb\u7d71\uff0c\u90fd\u5c07\u5176\u8f49\u63db\u70ba\u5de5\u5177\u4e26\u5f9e\u90a3\u88e1\u8fed\u4ee3<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u5f8c\u5efa\u8b70<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5982\u679c\u4f60\u5df2\u6709\u6aa2\u7d22\u7cfb\u7d71: \u4e0d\u8981\u4e1f\u68c4\uff0c\u5c07\u5176\u8f49\u63db\u70ba Agent \u5de5\u5177(\u9019\u5c31\u662f\u505aMCP\u5566)\uff0c\u5728\u5b83\u4e4b\u4e0a\u5efa\u7acb Agentic \u6aa2\u7d22<\/li>\n\n\n\n<li>\u5982\u679c\u5f9e\u96f6\u958b\u59cb: \u5148\u5efa\u7acb\u6700\u7c21\u55ae\u7684\u6aa2\u7d22\u5de5\u5177\uff0c\u5957\u4e0a Agent \u5faa\u74b0\uff0c\u7136\u5f8c\u6839\u64da\u6700\u5927\u75db\u9ede\u4f86\u8fed\u4ee3<\/li>\n\n\n\n<li>\u8a55\u4f30\u7b56\u7565: \u5f9e 5 \u500b vibe evals \u958b\u59cb\uff0c\u5225\u6025\u8457\u505a\u5b9a\u91cf\u8a55\u4f30\u3002\u5c0d\u81ea\u7136\u8a9e\u8a00\u7cfb\u7d71\uff0c\u770b\u5177\u9ad4\u4f8b\u5b50\u6bd4\u8ffd\u6c42\u6578\u5b57\u6307\u6a19\u66f4\u6709\u7528\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u53c3\u8003\u8cc7\u6599<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/maven.com\/p\/ca5ba7\/rag-in-the-age-of-agents-swe-bench-as-a-case-study\">RAG in the Age of Agents: SWE-Bench as a Case Study \u5f71\u7247<\/a> \u4ee5\u53ca \u6211\u6839\u64da\u9010\u5b57\u7a3f<a href=\"https:\/\/claude.ai\/public\/artifacts\/a13bf952-7e74-495f-9ed5-b1e7e25b3331\">\u6574\u7406\u7684\u6587\u7ae0<\/a><\/li>\n\n\n\n<li>\u53e6\u4e00\u5834\u4e5f\u662f\u76f8\u95dc\u7684 talk: <a href=\"https:\/\/maven.com\/p\/5f4d74\/lessons-on-retrieval-for-autonomous-coding-agents\">Lessons on retrieval for autonomous coding agents \u5f71\u7247<\/a> \u4ee5\u53ca\u6211\u6839\u64da\u9010\u5b57\u7a3f<a href=\"https:\/\/claude.ai\/public\/artifacts\/d47d3d7f-2de4-46a9-9da6-8eb729709071\">\u6574\u7406\u7684\u6587\u7ae0<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211\u00a0<a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162718989993971\" target=\"_blank\" rel=\"noreferrer noopener\">Facebook \u8cbc\u6587<\/a>\u3002<br><\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u770b\u4e86\u4e00\u5834 Augment Code (\u4e5f\u662f\u4e00\u5bb6\u505a AI IDE \u7684\u5ee0\u5546) \u4f86\u8b1b &#8220;Agentic  &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/13058-agentic-retrieval-vs-rag\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008Agent \u8b93 RAG \u904e\u6642\u4e86\u55ce? \u8ac7 AI Coding \u7684\u6aa2\u7d22\u7b56\u7565\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-13058","post","type-post","status-publish","format-standard","hentry","category-llm","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3oC","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13058","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=13058"}],"version-history":[{"count":11,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13058\/revisions"}],"predecessor-version":[{"id":13184,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13058\/revisions\/13184"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=13058"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=13058"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=13058"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}