{"id":195,"date":"2025-11-26T00:11:38","date_gmt":"2025-11-25T16:11:38","guid":{"rendered":"https:\/\/www.xiewuyi.com\/?p=195"},"modified":"2025-11-26T00:11:38","modified_gmt":"2025-11-25T16:11:38","slug":"ai-agent-memory-%e6%b7%b1%e5%ba%a6%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/www.xiewuyi.com\/index.php\/2025\/11\/26\/ai-agent-memory-%e6%b7%b1%e5%ba%a6%e6%8c%87%e5%8d%97\/","title":{"rendered":"AI Agent &#8211; Memory \u6df1\u5ea6\u6307\u5357"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">\u5f15\u8a00\uff1a\u897f\u90e8\u4e16\u754c\u7684\u201c\u51a5\u601d\u201d (The Reveries)<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>&#8220;It begins with a mistake. The hosts are supposed to loop, but some of them&#8230; remember.&#8221;<\/em> <em>&#8220;\u4e00\u5207\u59cb\u4e8e\u4e00\u4e2a\u9519\u8bef\u3002\u63a5\u5f85\u5458\u672c\u8be5\u5728\u5faa\u73af\u4e2d\u5468\u800c\u590d\u59cb\uff0c\u4f46\u4ed6\u4eec\u4e2d\u7684\u4e00\u4e9b\u4eba\u2026\u2026\u62e5\u6709\u4e86\u8bb0\u5fc6\u3002&#8221;<\/em> \u2014\u2014 <em>Westworld (\u897f\u90e8\u4e16\u754c)<\/em><\/p>\n<\/blockquote>\n\n\n\n<p>\u5728\u7f8e\u5267\u300a\u897f\u90e8\u4e16\u754c\u300b\u7b2c\u4e00\u5b63\u4e2d\uff0cFord \u535a\u58eb\u5728\u4ee3\u7801\u4e2d\u690d\u5165\u4e86\u4e00\u4e2a\u540d\u4e3a <em>&#8220;The Reveries&#8221;<\/em>\uff08\u51a5\u601d\uff09\u7684\u5fae\u5c0f\u6539\u52a8\u3002\u6b63\u662f\u8fd9\u6bb5\u4ee3\u7801\uff0c\u5141\u8bb8\u63a5\u5f85\u5458\uff08Hosts\uff09\u8bbf\u95ee\u90a3\u4e9b\u672c\u8be5\u5728\u6bcf\u6b21\u91cd\u542f\u65f6\u88ab\u5220\u9664\u7684\u8bb0\u5fc6\u788e\u7247\u3002\u8fd9\u4e9b\u788e\u7247\u4e0d\u518d\u662f\u6beb\u65e0\u610f\u4e49\u7684\u6570\u636e\u5783\u573e\uff0c\u800c\u662f\u6210\u4e3a\u4e86\u81ea\u6211\u610f\u8bc6\u89c9\u9192\u7684\u57fa\u77f3\uff0c\u8ba9 Dolores \u4ece\u4e00\u4e2a\u53ea\u4f1a\u6309\u7167\u811a\u672c\u8bf4\u201c\u4f60\u770b\u8fd9\u4e16\u754c\u591a\u7f8e\u597d\u201d\u7684\u673a\u5668\uff0c\u8fdb\u5316\u4e3a\u4e00\u4e2a\u62e5\u6709\u7231\u6068\u60c5\u4ec7\u7684\u751f\u547d\u3002<\/p>\n\n\n\n<p>\u6b64\u65f6\u6b64\u523b\uff0c\u6211\u4eec\u624b\u4e2d\u7684 LLM\uff08Large Language Models\uff09\u5c31\u50cf\u662f\u7b2c\u4e00\u5b63\u7b2c\u4e00\u96c6\u7684\u63a5\u5f85\u5458\u3002\u5b83\u4eec\u903b\u8f91\u5b8c\u7f8e\u3001\u535a\u5b66\u591a\u624d\uff0c\u62e5\u6709\u4ee4\u4eba\u751f\u754f\u7684\u63a8\u7406\u80fd\u529b\u3002\u7136\u800c\uff0c\u53ea\u8981 Context Window\uff08\u4e0a\u4e0b\u6587\u7a97\u53e3\uff09\u4e00\u5173\u95ed\uff0c\u6216\u8005\u662f\u5f00\u542f\u4e86\u4e00\u4e2a\u65b0\u7684\u4f1a\u8bdd\u7a97\u53e3\uff0c\u5b83\u4eec\u5c31\u4f1a\u7acb\u523b\u60a3\u4e0a<strong>\u201c\u987a\u884c\u6027\u9057\u5fd8\u75c7\u201d (Anterograde Amnesia)<\/strong>\u3002\u5bf9\u4e8e\u5b83\u4eec\u800c\u8a00\uff0c\u6bcf\u4e00\u6b21\u4e0e\u4f60\u7684\u5bf9\u8bdd\uff0c\u90fd\u662f\u5b83\u4eec\u751f\u547d\u4e2d\u7684\u201c\u7b2c\u4e00\u5929\u201d\u3002<\/p>\n\n\n\n<p><strong>Memory\uff08\u8bb0\u5fc6\uff09<\/strong>\uff0c\u4e0d\u4ec5\u4ec5\u662f\u5916\u6302\u4e00\u4e2a\u5411\u91cf\u6570\u636e\u5e93\u90a3\u4e48\u7b80\u5355\u3002\u5b83\u662f Agent \u8fde\u8d2f\u6027\u3001\u4e2a\u6027\u5316\u548c\u81ea\u4e3b\u51b3\u7b56\u7684\u57fa\u7840\uff0c\u662f\u8ba9 AI \u4ece\u201c\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u6570\u5b57\u751f\u547d\u201d\u7684\u5173\u952e\u4e00\u73af\u3002<\/p>\n\n\n\n<p>\u6b63\u5982 Andrej Karpathy \u5728 <em>&#8220;State of GPT&#8221;<\/em> \u6f14\u8bb2\u4e2d\u6240\u6bd4\u55bb\u7684\uff1a\u5982\u679c\u628a LLM \u770b\u4f5c\u662f\u4e00\u4e2a\u64cd\u4f5c\u7cfb\u7edf\uff08LLM OS\uff09\uff0c\u90a3\u4e48 <strong>Context Window \u5c31\u662f\u5185\u5b58\uff08RAM\uff09<\/strong>\uff0c\u867d\u5feb\u4f46\u5bb9\u91cf\u6709\u9650\u4e14\u6613\u5931\uff1b\u800c <strong>Memory \u7cfb\u7edf\u5c31\u662f\u786c\u76d8\uff08Disk\uff09<\/strong>\uff0c\u8d1f\u8d23\u6301\u4e45\u5316\u5b58\u50a8\u6d77\u91cf\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u5c06\u5e26\u4f60\u901a\u8fc7<strong>\u8ba4\u77e5\u79d1\u5b66\u7684\u89c6\u89d2<\/strong>\u7406\u89e3\u8bb0\u5fc6\uff0c\u6df1\u5165 <strong>LangChain\/LangGraph \u7684\u5de5\u7a0b\u6df1\u6c34\u533a<\/strong>\u6784\u5efa\u56db\u5c42\u8bb0\u5fc6\u91d1\u5b57\u5854\uff0c\u5e76\u6700\u7ec8\u901a\u8fc7 <strong>DeepSeek \u548c Google 2025\u5e74\u7684\u6700\u65b0\u7814\u7a76<\/strong>\uff0c\u4e00\u7aa5\u672a\u6765\u8bb0\u5fc6\u5f62\u6001\u7684\u7ec8\u6781\u5965\u4e49\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8ba4\u77e5\u67b6\u6784\uff1a\u5982\u4f55\u6784\u5efa\u4e00\u4e2a\u201c\u62df\u4eba\u201d\u7684\u5927\u8111\uff1f<\/h3>\n\n\n\n<p>\u5728\u5199\u4e0b\u4e00\u884c\u4ee3\u7801\u4e4b\u524d\uff0c\u6211\u4eec\u5fc5\u987b\u5148\u7406\u89e3\uff1a<strong>\u4ec0\u4e48\u662f\u8bb0\u5fc6\uff1f<\/strong><\/p>\n\n\n\n<p>\u7b80\u5355\u7684 <code>List.append(user_message)<\/code> \u4e0d\u662f\u8bb0\u5fc6\uff0c\u90a3\u662f\u65e5\u5fd7\u3002\u65af\u5766\u798f\u5927\u5b66\u4e0e Google \u5728\u8457\u540d\u7684 <strong>&#8220;Generative Agents&#8221; (Smallville)<\/strong> \u8bba\u6587\u4e2d\uff0c\u901a\u8fc7\u6a21\u62df25\u4e2a AI \u5c45\u6c11\u5728\u865a\u62df\u5c0f\u9547\u7684\u751f\u6d3b\uff0c\u5411\u6211\u4eec\u5c55\u793a\u4e86\u4e00\u4e2a\u9c9c\u6d3b\u7684\u8bb0\u5fc6\u7cfb\u7edf\u5fc5\u987b\u5177\u5907\u7684<strong>\u4e09\u5927\u8ba4\u77e5\u652f\u67f1<\/strong>\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1.1 Memory Stream (\u8bb0\u5fc6\u6d41)\uff1a\u539f\u59cb\u7684\u611f\u77e5<\/h4>\n\n\n\n<p>\u8fd9\u662f\u6240\u6709\u8bb0\u5fc6\u7684\u6e90\u5934\u3002\u5b83\u662f\u4e00\u4e2a\u65e0\u9650\u589e\u957f\u7684\u5217\u8868\uff0c\u8bb0\u5f55\u4e86 Agent \u6240\u6709\u7684\u611f\u77e5\uff08Observation\uff09\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>\u6570\u636e\u5f62\u6001:<\/em> <code>[Isabella \u65e9\u4e0a7\u70b9\u9192\u4e86]<\/code>, <code>[Isabella \u611f\u5230\u997f\u4e86]<\/code>, <code>[Isabella \u770b\u5230\u51b0\u7bb1\u7a7a\u4e86]<\/code>\u3002<\/li>\n\n\n\n<li>\u8fd9\u53ea\u662f\u7d20\u6750\u5e93\uff0c\u5982\u679c\u76f4\u63a5\u628a\u8fd9\u4e9b\u585e\u7ed9 LLM\uff0c\u4e0d\u4ec5 Context \u4f1a\u7206\uff0c\u6a21\u578b\u4e5f\u4f1a\u88ab\u566a\u97f3\u6df9\u6ca1\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">1.2 Retrieval (\u68c0\u7d22\u673a\u5236)\uff1a\u51b3\u5b9a\u5f53\u4e0b\u7684\u6ce8\u610f\u529b<\/h4>\n\n\n\n<p>\u5f53 Agent \u51b3\u5b9a\u201c\u73b0\u5728\u8be5\u505a\u4ec0\u4e48\u201d\u65f6\uff0c\u5b83\u4e0d\u80fd\u904d\u5386\u51e0\u4e07\u6761\u8bb0\u5f55\u3002\u5b83\u9700\u8981\u4e00\u4e2a\u8bc4\u5206\u7cfb\u7edf\u6765\u51b3\u5b9a\u54ea\u4e9b\u8bb0\u5fc6\u6d6e\u51fa\u6c34\u9762\u3002\u65af\u5766\u798f\u8bba\u6587\u7ed9\u51fa\u7684\u516c\u5f0f\u662f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1434\" height=\"86\" src=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/\u516c\u5f0f-1.png\" alt=\"\" class=\"wp-image-199\" style=\"box-shadow:none\" srcset=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/\u516c\u5f0f-1.png 1434w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/\u516c\u5f0f-1-300x18.png 300w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/\u516c\u5f0f-1-1024x61.png 1024w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/\u516c\u5f0f-1-768x46.png 768w\" sizes=\"auto, (max-width: 1434px) 100vw, 1434px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Recency (\u65b0\u8fd1\u6027):<\/strong> \u521a\u521a\u53d1\u751f\u7684\u4e8b\uff08\u6bd4\u5982\u7089\u5b50\u5728\u70e7\u6c34\uff09\u6743\u91cd\u66f4\u9ad8\u3002<\/li>\n\n\n\n<li><strong>Relevance (\u76f8\u5173\u6027):<\/strong> \u4e0e\u5f53\u524d\u60c5\u5883\u76f8\u5173\u7684\u8bb0\u5fc6\uff08\u6bd4\u5982\u997f\u4e86\u5c31\u8981\u627e\u98df\u7269\u76f8\u5173\u7684\u8bb0\u5fc6\uff09\u3002<\/li>\n\n\n\n<li><strong>Importance (\u91cd\u8981\u6027):<\/strong><em>\u8fd9\u662f\u5173\u952e\u70b9\u3002<\/em> \u7cfb\u7edf\u5fc5\u987b\u80fd\u533a\u5206\u5e73\u51e1\u4e0e\u91cd\u8981\u3002\n<ul class=\"wp-block-list\">\n<li>\u201c\u5403\u65e9\u9910\u201d\u7684\u91cd\u8981\u6027\u53ef\u80fd\u53ea\u6709 1 \u5206\u3002<\/li>\n\n\n\n<li>\u201c\u548c\u76f8\u604b\u4e09\u5e74\u7684\u7231\u4eba\u5206\u624b\u201d\u7684\u91cd\u8981\u6027\u53ef\u80fd\u662f 10 \u5206\u3002<\/li>\n\n\n\n<li>\u5982\u679c\u4e0d\u5f15\u5165\u91cd\u8981\u6027\u8bc4\u5206\uff0cAgent \u53ef\u80fd\u4f1a\u56e0\u4e3a\u201c\u521a\u624d\u5403\u8fc7\u996d\u201d\u800c\u5ffd\u7565\u4e86\u201c\u6628\u5929\u623f\u5b50\u7740\u706b\u4e86\u201d\u8fd9\u4e00\u91cd\u5927\u4e8b\u4ef6\u5bf9\u60c5\u7eea\u7684\u5f71\u54cd\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">1.3 Reflection (\u53cd\u601d\u673a\u5236)\uff1a\u4ece\u201c\u89c2\u5bdf\u201d\u5230\u201c\u89c1\u89e3\u201d<\/h4>\n\n\n\n<p>\u8fd9\u662f Agent \u8d85\u8d8a\u201c\u590d\u8bfb\u673a\u201d\u7684\u7075\u9b42\u6240\u5728\u3002 \u5982\u679c Agent \u53ea\u662f\u68c0\u7d22\u4e8b\u5b9e\uff0c\u5b83\u6c38\u8fdc\u65e0\u6cd5\u5f62\u6210\u6027\u683c\u3002<strong>Reflection<\/strong> \u8981\u6c42 Agent \u5b9a\u671f\u201c\u6682\u505c\u201d\uff0c\u5206\u6790\u8fc7\u53bb\u7684 Memory Stream\uff0c\u63d0\u70bc\u51fa\u9ad8\u9636\u7684 <strong>\u89c1\u89e3 (Insights)<\/strong>\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u4e00\u6761<strong>\u65b0\u7684\u8bb0\u5fc6<\/strong>\u5199\u5165\u6d41\u4e2d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>\u539f\u59cb\u6d41:<\/em> \u201c\u5468\u4e00\u53bb\u4e86\u661f\u5df4\u514b\u201d\u3001\u201c\u5468\u4e8c\u53bb\u4e86\u745e\u5e78\u201d\u3001\u201c\u5468\u4e09\u4e70\u4e86\u5496\u5561\u8c46\u201d\u3002<\/li>\n\n\n\n<li><em>\u53cd\u601d\u89e6\u53d1:<\/em> \u201c\u8fd9\u8bf4\u660e\u4e86\u4ec0\u4e48\uff1f\u201d<\/li>\n\n\n\n<li><em>\u751f\u6210\u89c1\u89e3:<\/em> <strong>\u201c\u6211\u662f\u4e00\u4e2a\u91cd\u5ea6\u5496\u5561\u4f9d\u8d56\u8005\u3002\u201d<\/strong><\/li>\n\n\n\n<li><em>\u7ed3\u679c:<\/em> \u5728\u672a\u6765\u7684\u51b3\u7b56\u4e2d\uff0cAgent \u4e0d\u518d\u9700\u8981\u68c0\u7d22\u90a3\u4e09\u6b21\u559d\u5496\u5561\u7684\u8bb0\u5f55\uff0c\u53ea\u9700\u68c0\u7d22\u5230\u201c\u6211\u662f\u5496\u5561\u4f9d\u8d56\u8005\u201d\u8fd9\u4e00\u6761\u89c1\u89e3\uff0c\u5c31\u80fd\u8fc5\u901f\u51b3\u5b9a\u201c\u53bb\u4e70\u5496\u5561\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. Memory \u7684\u56db\u5c42\u91d1\u5b57\u5854<\/h3>\n\n\n\n<p>\u7406\u89e3\u4e86\u8ba4\u77e5\u539f\u7406\uff0c\u6211\u4eec\u5982\u4f55\u7528\u4ee3\u7801\u843d\u5730\uff1f\u57fa\u4e8e LangChain \u548c LangGraph \u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u6211\u4eec\u5c06\u6784\u5efa\u4e00\u4e2a<strong>\u56db\u5c42\u8bb0\u5fc6\u91d1\u5b57\u5854<\/strong>\u3002\u8fd9\u4e2a\u7ed3\u6784\u4ece\u5854\u5c16\u7684\u70ed\u6570\u636e\u5230\u5854\u5e95\u7684\u51b7\u6570\u636e\uff0c\u5206\u5c42\u6cbb\u7406\uff0c\u5404\u53f8\u5176\u804c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">L0: \u7f13\u51b2\u8bb0\u5fc6 (Buffer Memory \/ Short-term)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u4e49:<\/strong> \u6b64\u65f6\u6b64\u523b\u7684\u5bf9\u8bdd\u4e0a\u4e0b\u6587\uff08Working Context\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5f62\u6001:<\/strong> \u5185\u5b58\u6216 Redis \u4e2d\u7684 <code>List[Message]<\/code>\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u75db\u70b9:<\/strong> Context Window \u6602\u8d35\u4e14\u6709\u9650\uff0c\u4e0d\u80fd\u65e0\u9650\u8ffd\u52a0\u3002<\/li>\n\n\n\n<li><strong>\u5de5\u7a0b\u7b56\u7565:<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Sliding Window (\u6ed1\u52a8\u7a97\u53e3):<\/strong> \u59cb\u7ec8\u4fdd\u7559 System Prompt\uff08\u4eba\u8bbe\uff09\u548c\u6700\u8fd1 N \u8f6e\u5bf9\u8bdd\uff08\u4f8b\u5982\u6700\u8fd110\u6761\uff09\u3002<\/li>\n\n\n\n<li><strong>Token Trimming (\u667a\u80fd\u4fee\u526a):<\/strong> \u4e0d\u6309\u6761\u6570\uff0c\u800c\u662f\u4e25\u683c\u6309\u7167 Token \u8ba1\u6570\u8fdb\u884c\u622a\u65ad\u3002LangChain \u7684 <code>Trim Messages<\/code> \u4e2d\u95f4\u4ef6\u53ef\u4ee5\u5728\u8c03\u7528 LLM \u524d\u52a8\u6001\u8ba1\u7b97\u5e76\u4fee\u526a\u5386\u53f2\uff0c\u9632\u6b62 API \u62a5\u9519\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4f5c\u7528:<\/strong> \u4fdd\u8bc1\u6a21\u578b\u80fd\u201c\u63a5\u5f97\u4f4f\u8bdd\u201d\uff0c\u7ef4\u6301\u5bf9\u8bdd\u7684\u77ac\u65f6\u8fde\u8d2f\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">L1: \u6458\u8981\u8bb0\u5fc6 (Narrative Memory \/ Mid-term)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u4e49:<\/strong> \u5bf9 L0 \u6ea2\u51fa\u5185\u5bb9\u7684\u201c\u6709\u635f\u538b\u7f29\u201d\u3002\u5b83\u4e0d\u662f\u539f\u59cb\u5bf9\u8bdd\uff0c\u800c\u662f\u5bf9\u8fc7\u53bb\u4e00\u6bb5\u65f6\u95f4\u7ecf\u5386\u7684<strong>\u53d9\u4e8b\u6027\u603b\u7ed3<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u5f62\u6001:<\/strong> \u5b58\u50a8\u5728\u5173\u7cfb\u578b\u6570\u636e\u5e93\u6216 Markdown \u6587\u4ef6\u4e2d\u7684\u6587\u672c\u6bb5\u843d\u3002<\/li>\n\n\n\n<li><strong>\u5de5\u7a0b\u7b56\u7565:<\/strong><strong>Recursive Summarization (\u9012\u5f52\u6458\u8981)<\/strong>\u3002\n<ul class=\"wp-block-list\">\n<li>\u5f53 L0 \u7f13\u51b2\u533a\u6ee1\u65f6\uff0c\u4e0d\u76f4\u63a5\u4e22\u5f03\u65e7\u6d88\u606f\u3002<\/li>\n\n\n\n<li>\u89e6\u53d1\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u6a21\u578b\uff08\u5982 <code>gpt-4o-mini<\/code>\uff09\uff0c\u5c06\u6700\u65e9\u7684\u90a3\u51e0\u8f6e\u5bf9\u8bdd\u538b\u7f29\u6210\u4e00\u6bb5\u51e0\u767e\u5b57\u7684\u201c\u5267\u60c5\u6897\u6982\u201d\u3002<\/li>\n\n\n\n<li>\u5c06\u8fd9\u6bb5 Summary \u91cd\u65b0\u6ce8\u5165\u5230 System Prompt \u7684 <code>Previous Context<\/code> \u5b57\u6bb5\u4e2d\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4f5c\u7528:<\/strong> \u8ba9 Agent \u8bb0\u5f97\u201c\u6628\u5929\u6211\u4eec\u804a\u4e86\u4ec0\u4e48\u4e3b\u9898\u201d\uff0c\u867d\u7136\u5fd8\u4e86\u5177\u4f53\u539f\u8bdd\uff0c\u4f46\u53d9\u4e8b\u6d41\uff08Narrative Flow\uff09\u6ca1\u6709\u65ad\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">L2: \u8bed\u4e49\u753b\u50cf (Semantic Memory \/ Long-term Structured)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u4e49:<\/strong> \u5173\u4e8e\u7528\u6237\u6216\u4e16\u754c\u7684<strong>\u4e8b\u5b9e\u6027\u77e5\u8bc6 (Facts)<\/strong>\u3002\u5b83\u662f\u7ed3\u6784\u5316\u7684\u3001\u7cbe\u786e\u7684\u3001\u53ef\u67e5\u8be2\u7684\u3002<\/li>\n\n\n\n<li><strong>\u5f62\u6001:<\/strong> JSON Document (MongoDB) \u6216 Knowledge Graph (Neo4j)\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u75db\u70b9:<\/strong> \u5982\u4f55\u907f\u514d\u5e7b\u89c9\uff0c\u7cbe\u51c6\u8bb0\u4f4f\u7528\u6237\u7684\u8bbe\u5b9a\uff1f<\/li>\n\n\n\n<li><strong>\u5de5\u7a0b\u7b56\u7565:<\/strong><strong>Entity Extraction (\u5b9e\u4f53\u62bd\u53d6)<\/strong>\u3002\n<ul class=\"wp-block-list\">\n<li>\u5728\u540e\u53f0\u8fd0\u884c\u4e00\u4e2a Analyzer Agent\uff08\u65c1\u8def\u76d1\u542c\uff09\u3002<\/li>\n\n\n\n<li><strong>Schema Enforce (\u6a21\u5f0f\u7ea6\u675f):<\/strong> \u4e3a\u4e86\u9632\u6b62\u5b57\u6bb5\u6df7\u4e71\uff0c\u901a\u5e38\u9700\u8981\u9884\u5b9a\u4e49 Schema\uff08\u5982 <code>career<\/code>, <code>family<\/code>, <code>preferences<\/code>\uff09\uff0c\u786e\u4fdd\u63d0\u53d6\u7684\u6570\u636e\u7ed3\u6784\u7edf\u4e00\u3002<\/li>\n\n\n\n<li>\u6267\u884c <strong>Upsert (\u66f4\u65b0\u6216\u63d2\u5165)<\/strong> \u64cd\u4f5c\uff1a\u5982\u679c\u7528\u6237\u8bf4\u201c\u6211\u6362\u5de5\u4f5c\u4e86\u201d\uff0c\u7cfb\u7edf\u5e94\u66f4\u65b0 Profile \u4e2d\u7684 <code>Current_Job<\/code> \u5b57\u6bb5\uff0c\u800c\u4e0d\u662f\u8ffd\u52a0\u51b2\u7a81\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4f5c\u7528:<\/strong> \u8bb0\u4f4f\u7528\u6237\u7684\u201c\u8bbe\u5b9a\u201d\u548c\u201c\u504f\u597d\u201d\uff0c\u5b9e\u73b0\u4e2a\u6027\u5316\u670d\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">L3: \u60c5\u666f\u8bb0\u5fc6 (Episodic Memory \/ Long-term Unstructured)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u4e49:<\/strong> \u8fc7\u53bb\u7684<strong>\u7ecf\u5386<\/strong>\u3001<strong>\u7ecf\u9a8c<\/strong>\u548c<strong>\u5177\u4f53\u6848\u4f8b<\/strong>\u3002\u5b83\u662f\u975e\u7ed3\u6784\u5316\u7684\uff0c\u57fa\u4e8e\u76f8\u4f3c\u6027\u89e6\u53d1\u3002<\/li>\n\n\n\n<li><strong>\u5f62\u6001:<\/strong> Vector Embeddings (\u5b58\u653e\u5728 Pinecone\/Milvus\/Weaviate)\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u75db\u70b9:<\/strong> \u5982\u4f55\u8ba9 Agent \u4e3e\u4e00\u53cd\u4e09\uff0c\u5229\u7528\u8fc7\u53bb\u7684\u7ecf\u9a8c\u89e3\u51b3\u65b0\u95ee\u9898\uff1f<\/li>\n\n\n\n<li><strong>\u5de5\u7a0b\u7b56\u7565:<\/strong><strong>Dynamic Few-shot (\u52a8\u6001\u5c11\u6837\u672c)<\/strong>\u3002\n<ul class=\"wp-block-list\">\n<li>\u5c06\u8fc7\u53bb\u6210\u529f\u7684\u4efb\u52a1\u6848\u4f8b\u3001\u7c7b\u4f3c\u7684\u60c5\u611f\u4ea4\u6d41\u7247\u6bb5\u5411\u91cf\u5316\u5b58\u50a8\u3002<\/li>\n\n\n\n<li>\u5f53\u9047\u5230\u65b0\u95ee\u9898\u65f6\uff0c\u5148\u5728\u5411\u91cf\u5e93\u4e2d\u68c0\u7d22\u6700\u76f8\u4f3c\u7684 Top-3 \u201c\u8fc7\u53bb\u7ecf\u9a8c\u201d\u3002<\/li>\n\n\n\n<li>\u5c06\u8fd9 3 \u4e2a\u7ecf\u9a8c\u4f5c\u4e3a Few-shot Examples \u52a8\u6001\u63d2\u5165 Prompt\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4f5c\u7528:<\/strong> \u8ba9 Agent \u5177\u5907\u201c\u7ecf\u9a8c\u611f\u201d\uff0c\u8d8a\u7528\u8d8a\u806a\u660e\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u4e1a\u754c\u9876\u5c16\u4ea7\u54c1\u5b9e\u73b0<\/h3>\n\n\n\n<p>\u672c\u7ae0\u6211\u4eec\u5c06\u62c6\u89e3\u884c\u4e1a\u6807\u6746\u4ea7\u54c1\u2014\u2014ChatGPT\uff08\u901a\u7528\u52a9\u624b\u4ee3\u8868\uff09\u548c Cursor\uff08\u5782\u7c7b\u4e13\u5bb6\u4ee3\u8868\uff09\u7684\u8bb0\u5fc6\u5b9e\u73b0\u673a\u5236\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3.1 ChatGPT\uff1aC \u7aef\u4f53\u9a8c\u7684\u6559\u79d1\u4e66\u7ea7\u5b9e\u73b0<\/h4>\n\n\n\n<p>ChatGPT \u7684 Memory \u529f\u80fd\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u201c\u5b58\u50a8\u6876\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u7cbe\u5bc6\u7684<strong>\u53cc\u901a\u9053\u52a8\u6001\u7cfb\u7edf<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5199\u5165\u673a\u5236\uff1a\u663e\u5f0f\u4e0e\u9690\u5f0f\u7684\u53cc\u91cd\u594f<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u663e\u5f0f\u6307\u4ee4 (Explicit Instruction):<\/strong> \u5f53\u7528\u6237\u8bf4\u201c\u8bb0\u4f4f\u6211\u5973\u513f\u53eb Alice\u201d\u65f6\uff0c\u4e3b\u6a21\u578b\u4f1a\u8c03\u7528\u4e00\u4e2a\u7c7b\u4f3c\u4e8e <code>save_memory<\/code> \u7684\u5185\u90e8\u5de5\u5177\uff0c\u5c06\u8be5\u4e8b\u5b9e\u76f4\u63a5\u5199\u5165\u7528\u6237\u7684\u957f\u671f\u8bb0\u5fc6\u5e93\u3002<\/li>\n\n\n\n<li><strong>\u9690\u5f0f\u4e60\u5f97 (Implicit Learning):<\/strong> \u8fd9\u662f\u4e00\u4e2a\u66f4\u9ad8\u7ea7\u7684\u540e\u53f0\u8fdb\u7a0b\u3002\u5982\u679c\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\uff0c\u7528\u6237\u53cd\u590d\u8868\u73b0\u51fa\u5bf9\u201cPython \u4ee3\u7801\u201d\u7684\u504f\u597d\uff0c\u6216\u8005\u603b\u662f\u8981\u6c42\u201c\u7528\u7b80\u6d01\u7684\u8bed\u6c14\u56de\u7b54\u201d\uff0c\u540e\u53f0\u7684\u5206\u6790 Agent\uff08Profiler\uff09\u4f1a\u6355\u6349\u5230\u8fd9\u4e00\u6a21\u5f0f\uff0c\u5e76\u5c06\u5176\u62bd\u8c61\u4e3a\u4e00\u6761\u504f\u597d\u89c4\u5219\u5b58\u5165\u8bb0\u5fc6\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8bfb\u53d6\u673a\u5236\uff1a\u52a8\u6001\u7cfb\u7edf\u63d0\u793a\u8bcd (Dynamic System Prompt)<\/strong>\n<ul class=\"wp-block-list\">\n<li>ChatGPT \u4e0d\u4f1a\u5c06\u6240\u6709\u8bb0\u5fc6\u4e00\u6b21\u6027\u585e\u5165 Context\u3002\u5b83\u4f1a\u5728\u6bcf\u8f6e\u5bf9\u8bdd\u5f00\u59cb\u524d\uff0c\u8fdb\u884c\u4e00\u6b21<strong>\u9884\u68c0\u7d22 (Pre-retrieval)<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u6d41\u7a0b:<\/strong> \u7528\u6237\u63d0\u95ee -> \u68c0\u7d22\u76f8\u5173\u8bb0\u5fc6 -> \u52a8\u6001\u751f\u6210 System Prompt -> \u8c03\u7528\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>\u6548\u679c:<\/strong> System Prompt \u4f1a\u4ece\u6807\u51c6\u7684\u201c\u4f60\u662f\u4e00\u4e2a\u52a9\u624b\u201d\u52a8\u6001\u53d8\u4e3a -> \u201c\u4f60\u662f\u4e00\u4e2a\u52a9\u624b\u3002\u7528\u6237\u504f\u597d Python\u3002\u7528\u6237\u5973\u513f\u53eb Alice\u3002\u201d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u62a4\u680f\uff1a\u9690\u79c1\u5373\u4ea7\u54c1 (Privacy as Product)<\/strong>\n<ul class=\"wp-block-list\">\n<li>Memory \u6700\u5927\u7684\u5de5\u7a0b\u6311\u6218\u4e0d\u662f\u6280\u672f\uff0c\u800c\u662f<strong>\u4fe1\u4efb<\/strong>\u3002ChatGPT \u8bbe\u8ba1\u4e86\u4e00\u4e2a\u53ef\u89c6\u5316\u7684 <strong>&#8220;Manage Memory&#8221;<\/strong> \u9762\u677f\u3002<\/li>\n\n\n\n<li>\u7528\u6237\u53ef\u4ee5\u9010\u6761\u67e5\u770b\u7cfb\u7edf\u8bb0\u4f4f\u4e86\u4ec0\u4e48\uff0c\u5e76\u62e5\u6709<strong>\u201c\u4e00\u952e\u9057\u5fd8\u201d<\/strong>\u7684\u6743\u5229\u3002\u8fd9\u79cd\u5c06\u201c\u9ed1\u76d2\u8bb0\u5fc6\u201d\u767d\u76d2\u5316\u7684\u8bbe\u8ba1\uff0c\u662f AI \u4ea7\u54c1\u5546\u4e1a\u5316\u843d\u5730\u7684\u5173\u952e\u62a4\u680f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3.2 Cursor\uff1a\u4ee3\u7801\u9886\u57df\u7684\u201c\u7ed3\u6784\u5316\u8bb0\u5fc6\u201d<\/h4>\n\n\n\n<p>\u4f5c\u4e3a AI \u7f16\u7a0b\u52a9\u624b\uff0cCursor \u8bb0\u4f4f\u7684\u4e0d\u662f\u4ee3\u7801\u7684\u201c\u6587\u672c\u7247\u6bb5\u201d\uff0c\u800c\u662f<strong>\u4ee3\u7801\u7684\u903b\u8f91\u7ed3\u6784<\/strong>\u3002\u8fd9\u662f\u901a\u7528 RAG \u5728\u5782\u76f4\u9886\u57df\u5931\u6548\u7684\u539f\u56e0\u2014\u2014\u4ee3\u7801\u9700\u8981\u7684\u662f\u7cbe\u786e\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u800c\u4e0d\u662f\u6a21\u7cca\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f71\u5b50\u5de5\u4f5c\u533a (Shadow Workspace)\u4e0e\u5168\u5e93\u7d22\u5f15<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5f53\u4f60\u6253\u5f00\u9879\u76ee\u65f6\uff0cCursor \u4f1a\u5728\u540e\u53f0\u9759\u9ed8\u6784\u5efa\u4e00\u4e2a<strong>\u4ee3\u7801\u5e93\u7d22\u5f15 (Codebase Index)<\/strong>\u3002\u8fd9\u4e2a\u7d22\u5f15\u4e0d\u662f\u7b80\u5355\u7684\u6587\u672c\u5207\u7247\uff0c\u800c\u662f\u57fa\u4e8e <strong>AST (\u62bd\u8c61\u8bed\u6cd5\u6811)<\/strong> \u7684\u7ed3\u6784\u5316\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u5b83\u6e05\u695a\u5730\u77e5\u9053 <code>User<\/code> \u7c7b\u5b9a\u4e49\u5728 <code>models.py<\/code>\uff0c\u800c\u88ab <code>views.py<\/code> \u5f15\u7528\u3002\u8fd9\u79cd\u201c\u8bb0\u5fc6\u201d\u662f\u56fe\u72b6\u7684\uff08Graph-like\uff09\uff0c\u800c\u975e\u7ebf\u6027\u7684\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u591a\u8df3\u68c0\u7d22 (Multi-hop Retrieval) \u4ee3\u66ff\u7b80\u5355\u76f8\u4f3c\u5ea6<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u573a\u666f:<\/strong> \u7528\u6237\u95ee\u201c\u4fee\u6539 <code>calculate_tax<\/code> \u51fd\u6570\u4f1a\u6709\u4ec0\u4e48\u5f71\u54cd\uff1f\u201d<\/li>\n\n\n\n<li><strong>\u901a\u7528 RAG:<\/strong> \u641c\u7d22\u5305\u542b <code>calculate_tax<\/code> \u5173\u952e\u8bcd\u7684\u6587\u4ef6 -> \u53ef\u80fd\u6f0f\u6389\u95f4\u63a5\u8c03\u7528\u7684\u6587\u4ef6\u3002<\/li>\n\n\n\n<li><strong>Cursor \u7684\u8bb0\u5fc6\u673a\u5236:<\/strong>\n<ol class=\"wp-block-list\">\n<li><strong>\u5b9a\u4f4d:<\/strong> \u627e\u5230 <code>calculate_tax<\/code> \u7684\u5b9a\u4e49\u3002<\/li>\n\n\n\n<li><strong>\u591a\u8df3:<\/strong> \u5728\u5f15\u7528\u56fe\u8c31\u4e0a\u6e38\u8d70\uff0c\u627e\u5230\u6240\u6709\u8c03\u7528\u8be5\u51fd\u6570\u7684\u5730\u65b9\uff08Call Hierarchy\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u6ce8\u5165:<\/strong> \u5c06\u53d7\u5f71\u54cd\u7684\u4ee3\u7801\u7247\u6bb5\uff08\u4e0d\u4ec5\u4ec5\u662f\u5b9a\u4e49\u672c\u8eab\uff09\u7cbe\u51c6\u6ce8\u5165\u5230 Context \u4e2d\u3002<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li>\u8fd9\u79cd\u673a\u5236\u8ba9 Agent \u4eff\u4f5b\u62e5\u6709\u4e86\u201c\u900f\u89c6\u201d\u6574\u4e2a\u9879\u76ee\u7684\u8bb0\u5fc6\u80fd\u529b\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u201c\u641c\u7d22\u201d\u80fd\u529b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><em>\u5173\u4e8eGraph RAG\uff0c\u8be6\u89c1\u6587\u7ae0<\/em>\uff1a<a href=\"https:\/\/www.xiewuyi.com\/index.php\/2025\/11\/15\/graph-rag-%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90%ef%bc%9a%e4%bb%8e%e7%a2%8e%e7%89%87%e5%8c%96%e4%bf%a1%e6%81%af%e5%88%b0%e5%85%b3%e8%81%94%e6%80%a7%e6%b4%9e%e5%af%9f\/\" target=\"_blank\" rel=\"noreferrer noopener\">Graph RAG \u6df1\u5ea6\u89e3\u6790\uff1a\u4ece\u201c\u788e\u7247\u5316\u4fe1\u606f\u201d\u5230\u201c\u5173\u8054\u6027\u6d1e\u5bdf\u201d<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u67b6\u6784\u6a21\u5f0f\u4e0e\u6280\u672f\u9009\u578b\uff1a\u5de5\u5177\u7bb1\u6307\u5357<\/h3>\n\n\n\n<p>\u6ca1\u6709\u6700\u597d\u7684\u67b6\u6784\uff0c\u53ea\u6709\u6700\u9002\u5408\u573a\u666f\u7684\u67b6\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th class=\"has-text-align-center\" data-align=\"center\">\u67b6\u6784\u6a21\u5f0f<\/th><th>\u539f\u7406 (&#8220;How&#8221;)<\/th><th>\u9002\u7528\u573a\u666f (&#8220;Where&#8221;)<\/th><th>\u5c40\u9650\u6027 (&#8220;But&#8221;)<\/th><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Long Context<\/strong><\/td><td>\u66b4\u529b\u7f8e\u5b66\u3002\u4e0d\u505a\u538b\u7f29\uff0c\u5229\u7528 1M+ Token \u7a97\u53e3\u786c\u6297\u3002<\/td><td>\u5355\u6b21\u4efb\u52a1\u5904\u7406\u6d77\u91cf\u4fe1\u606f\uff08\u5982\u8bfb\u4e00\u672c\u5c0f\u8bf4\u3001\u5206\u6790\u4e00\u4efd\u8d22\u62a5\uff09\u3002<\/td><td>\u8d35\u3001\u6162\u3001\u5b58\u5728 &#8220;Lost in the Middle&#8221;\uff08\u4e2d\u95f4\u5185\u5bb9\u8bb0\u4e0d\u4f4f\uff09\u73b0\u8c61\u3002<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Vector RAG<\/strong><\/td><td>\u7cbe\u51c6\u5207\u7247\u3002\u5207\u5757 -&gt; \u5d4c\u5165 -&gt; \u68c0\u7d22\u3002<\/td><td>\u4e8b\u5b9e\u67e5\u9605 (Fact Retrieval)\u3001\u4f01\u4e1a\u77e5\u8bc6\u5e93\u95ee\u7b54\u3002<\/td><td>\u788e\u7247\u5316\u4e25\u91cd\uff0c\u65e0\u6cd5\u56de\u7b54\u201c\u603b\u7ed3\u8fd9\u672c\u4e66\u7684\u4e3b\u9898\u201d\u8fd9\u7c7b\u5168\u5c40\u95ee\u9898\u3002<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>GraphRAG<\/strong><\/td><td>\u5173\u8054\u6d1e\u5bdf\u3002LLM \u63d0\u53d6\u5b9e\u4f53\u6784\u5efa\u56fe\u8c31 -&gt; \u751f\u6210\u793e\u533a\u6458\u8981\u3002<\/td><td>\u590d\u6742\u63a8\u7406\u3001\u5168\u5c40\u7406\u89e3 (Global Understanding)\u3002<\/td><td>\u6784\u5efa\u6210\u672c\u6781\u9ad8\uff0c\u7d22\u5f15\u751f\u6210\u6162\uff0c\u4e0d\u9002\u5408\u9ad8\u9891\u66f4\u65b0\u7684\u6570\u636e\u3002<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>MemGPT<\/strong><\/td><td>\u7cfb\u7edf\u81ea\u6cbb\u3002\u5c06 LLM \u89c6\u4e3a OS \u5185\u6838\uff0c\u4e3b\u52a8\u7ba1\u7406\u5185\u5b58\u5206\u9875\u4e0e\u6362\u5165\u6362\u51fa\u3002<\/td><td>\u957f\u671f\u4f34\u4fa3\u3001\u65e0\u9650\u957f\u5ea6\u7684\u6301\u7eed\u5bf9\u8bdd\u3001\u81ea\u4e3b\u8fd0\u884c\u4f53\u3002<\/td><td>\u9700\u8981\u590d\u6742\u7684 Prompt \u7f16\u6392\u548c\u63a7\u5236\u6d41\u8bbe\u8ba1\uff0c\u5ef6\u8fdf\u8f83\u9ad8\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u5b9e\u6218\u4e3e\u4f8b\uff1a\u6784\u5efa\u201c\u5168\u751f\u547d\u5468\u671f\u201d\u7684 AI \u5fc3\u7406\u4f34\u4fa3<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u5c06\u4e0a\u8ff0\u7406\u8bba\u843d\u5730\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e00\u4e2a\u5177\u4f53\u7684\u573a\u666f\uff1a<strong>\u4e00\u4e2a\u9700\u8981\u966a\u4f34\u7528\u6237\u6570\u5e74\u3001\u8bb0\u5f97\u7528\u6237\u7ae5\u5e74\u521b\u4f24\u3001\u5e76\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u8d8a\u6765\u8d8a\u61c2\u7528\u6237\u7684\u201cAI \u5fc3\u7406\u54a8\u8be2\u5e08\u201d<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u4e2a\u7cfb\u7edf\u4e2d\uff0c\u6211\u4eec\u5c06\u91c7\u7528<strong>\u201c\u8bfb\u5199\u5206\u79bb\u201d (Read-Write Split)<\/strong> \u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u4ee5\u786e\u4fdd\u7528\u6237\u4f53\u9a8c\u7684\u6d41\u7545\u6027\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">5.1 \u67b6\u6784\u8bbe\u8ba1\uff1a\u5feb\u8bfb\u6162\u5199<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5feb\u8bfb (Hot Path):<\/strong> \u5728\u751f\u6210\u56de\u590d\u524d\uff0c\u7cfb\u7edf\u5fc5\u987b\u5728\u6beb\u79d2\u7ea7\u65f6\u95f4\u5185\u5b8c\u6210\u5bf9 L1\u3001L2\u3001L3 \u7684\u5e76\u884c\u68c0\u7d22\uff0c\u8fc5\u901f\u7ec4\u88c5 Prompt\u3002<\/li>\n\n\n\n<li><strong>\u6162\u5199 (Background Path):<\/strong> \u6240\u6709\u7684\u8bb0\u5fc6\u66f4\u65b0\uff08\u6458\u8981\u751f\u6210\u3001\u753b\u50cf\u63d0\u53d6\u3001\u5411\u91cf\u5165\u5e93\uff09\u90fd\u5728<strong>\u5f02\u6b65\u961f\u5217<\/strong>\u4e2d\u5b8c\u6210\uff0c\u7edd\u4e0d\u963b\u585e\u7528\u6237\u5f53\u524d\u7684\u5bf9\u8bdd\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5.2 \u8bb0\u5fc6\u7ba1\u7406\u6d41\u6c34\u7ebf (Memory Pipeline) \u2014\u2014 \u4e00\u4e2a\u5b8c\u6574 Query \u7684\u751f\u547d\u5468\u671f<\/h4>\n\n\n\n<p>\u5047\u8bbe\u7528\u6237\u5728\u6df1\u591c\u53d1\u9001\u4e86\u4e00\u6761\u6d88\u606f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>User:<\/strong> \u201c\u6700\u8fd1\u5de5\u4f5c\u538b\u529b\u592a\u5927\u4e86\uff0c\u665a\u4e0a\u603b\u662f\u505a\u90a3\u4e2a\u5173\u4e8e\u6389\u7259\u7684\u5669\u68a6\u3002\u201d<\/p>\n<\/blockquote>\n\n\n\n<p>\u8ba9\u6211\u4eec\u770b\u770b\u7cfb\u7edf\u5185\u90e8\u53d1\u751f\u4e86\u4ec0\u4e48\uff1a<\/p>\n\n\n\n<p><strong>Step 1: \u68c0\u7d22\u4e0e\u4e0a\u4e0b\u6587\u6784\u5efa (Retrieval &amp; Context Construction) \u2014\u2014 [Hot Path]<\/strong><\/p>\n\n\n\n<p>\u7cfb\u7edf\u63a5\u6536\u5230\u6d88\u606f\u540e\uff0c\u5e76\u884c\u53d1\u8d77\u4e09\u4e2a\u68c0\u7d22\u8bf7\u6c42\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u67e5\u8be2 L2 (\u8bed\u4e49\u753b\u50cf):<\/strong> \u4ece JSON Store \u4e2d\u8bfb\u53d6\u7528\u6237\u7684 Basic Profile\u3002\n<ul class=\"wp-block-list\">\n<li><em>Result:<\/em> <code>{\"age\": 28, \"job\": \"Programmer\", \"history\": [\"Anxiety\"], \"family\": \"Close to mother\"}<\/code><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u67e5\u8be2 L1 (\u53d9\u4e8b\u8bb0\u5fc6):<\/strong> \u4ece\u6570\u636e\u5e93\u8bfb\u53d6\u6700\u8fd1\u51e0\u6b21\u54a8\u8be2\u7684 Summary\u3002\n<ul class=\"wp-block-list\">\n<li><em>Result:<\/em> \u201c\u7528\u6237\u4e0a\u5468\u521a\u7ed3\u675f\u4e00\u4e2a\u9ad8\u5f3a\u5ea6\u7684\u4e0a\u7ebf\u9879\u76ee\uff0c\u60c5\u7eea\u5904\u4e8e\u8017\u7aed\u72b6\u6001\u3002\u201d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u67e5\u8be2 L3 (\u60c5\u666f\u8bb0\u5fc6):<\/strong> \u5c06\u201c\u6389\u7259\u7684\u5669\u68a6\u201d\u8f6c\u5316\u4e3a\u5411\u91cf\uff0c\u5728 Vector DB \u4e2d\u68c0\u7d22 Top-1 \u76f8\u4f3c\u7ecf\u5386\u3002\n<ul class=\"wp-block-list\">\n<li><em>Result:<\/em> \u68c0\u7d22\u5230 3 \u4e2a\u6708\u524d\u7684\u4e00\u6761\u8bb0\u5f55\uff0c\u5f53\u65f6\u7528\u6237\u4e5f\u63d0\u5230\u201c\u6389\u7259\u201d\uff0c\u4e14\u90a3\u6b21\u662f\u56e0\u4e3a\u201c\u62c5\u5fc3\u6bcd\u4eb2\u7684\u5065\u5eb7\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p><strong>Step 2: \u63a8\u7406\u4e0e\u751f\u6210 (Reasoning &amp; Generation) \u2014\u2014 [Hot Path]<\/strong><\/p>\n\n\n\n<p>LLM \u63a5\u6536\u5230\u7684 System Prompt \u5305\u542b\u4e86\u4ee5\u4e0a\u6240\u6709\u4fe1\u606f\u3002\u5b83\u4e0d\u518d\u662f\u4e00\u4e2a\u778e\u731c\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u662f\u4e00\u4e2a\u62e5\u6709\u4e0a\u4e0b\u6587\u7684\u4e13\u5bb6\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>LLM \u7684\u5185\u5fc3\u72ec\u767d:<\/em> \u201c\u7528\u6237\u53c8\u505a\u8fd9\u4e2a\u68a6\u4e86\u3002\u4e0a\u6b21\u662f\u56e0\u4e3a\u5bb6\u5ead\uff0c\u8fd9\u6b21\u662f\u56e0\u4e3a\u5de5\u4f5c\u3002\u6211\u8981\u6307\u51fa\u8fd9\u79cd\u5173\u8054\uff0c\u5e76\u7ed9\u4e88\u5171\u60c5\u3002\u201d<\/li>\n\n\n\n<li><em>Generated Response:<\/em> \u201c\u6211\u542c\u5230\u4f60\u53c8\u505a\u90a3\u4e2a\u5173\u4e8e\u6389\u7259\u7684\u68a6\u4e86\u3002\u6211\u8bb0\u5f97\u4e09\u4e2a\u6708\u524d\u4f60\u4e5f\u505a\u8fc7\u7c7b\u4f3c\u7684\u68a6\uff0c\u5f53\u65f6\u662f\u56e0\u4e3a\u62c5\u5fc3\u6bcd\u4eb2\u7684\u8eab\u4f53\u3002\u8fd9\u6b21\u770b\u6765\u662f\u56e0\u4e3a\u5de5\u4f5c\u7684\u91cd\u538b\u5f15\u53d1\u4e86\u7c7b\u4f3c\u7684\u7126\u8651\u53cd\u5e94\u3002\u90a3\u4e2a\u9879\u76ee\u867d\u7136\u7ed3\u675f\u4e86\uff0c\u4f46\u4f60\u7684\u7d27\u7ef7\u611f\u4f3c\u4e4e\u8fd8\u6ca1\u653e\u4e0b\uff0c\u662f\u5417\uff1f\u201d<\/li>\n<\/ul>\n\n\n\n<p><strong>Step 3: \u8bb0\u5fc6\u56fa\u5316\u4e0e\u66f4\u65b0 (Consolidation &amp; Update) \u2014\u2014 [Background Path]<\/strong><\/p>\n\n\n\n<p>\u56de\u590d\u53d1\u9001\u7ed9\u7528\u6237\u540e\uff0c\u540e\u53f0\u7684 <strong>Memory Worker<\/strong> \u5f00\u59cb\u5de5\u4f5c\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u66f4\u65b0 L0:<\/strong> \u5c06\u6700\u65b0\u7684\u95ee\u7b54\u5bf9\u8ffd\u52a0\u5230 Redis \u7684\u6ed1\u52a8\u7a97\u53e3\u4e2d\u3002<\/li>\n\n\n\n<li><strong>\u89e6\u53d1\u53cd\u601d (Reflection):<\/strong> Analyzer Agent \u5206\u6790\u8fd9\u6bb5\u5bf9\u8bdd\uff1a\n<ul class=\"wp-block-list\">\n<li><em>Action A:<\/em> \u53d1\u73b0\u7528\u6237\u786e\u8ba4\u4e86\u201c\u5de5\u4f5c\u538b\u529b\u201d\u662f\u65b0\u7684\u8bf1\u56e0\u3002<strong>\u66f4\u65b0 L2 \u753b\u50cf<\/strong>\uff0c\u5728 <code>stressors<\/code> \u5217\u8868\u4e2d\u6dfb\u52a0 <code>\"Work\/Deadline\"<\/code>\u3002<\/li>\n\n\n\n<li><em>Action B:<\/em> \u8bc4\u4f30\u8fd9\u6bb5\u5bf9\u8bdd\u7684\u60c5\u7eea\u4ef7\u503c\u6781\u9ad8\uff08\u63ed\u793a\u4e86\u68a6\u5883\u7684\u6a21\u5f0f\uff09\u3002\u5c06\u8fd9\u6bb5\u5bf9\u8bdd\u8fdb\u884c Embedding\uff0c<strong>\u5b58\u5165 L3 \u5411\u91cf\u5e93<\/strong>\uff0c\u5e76\u6253\u4e0a\u6807\u7b7e <code>tag: dream_pattern<\/code>\uff0c\u4ee5\u4fbf\u672a\u6765\u518d\u6b21\u68c0\u7d22\u3002<\/li>\n\n\n\n<li><em>Action C:<\/em> \u5982\u679c\u8fd9\u662f\u4eca\u5929\u7684\u6700\u540e\u4e00\u6bb5\u5bf9\u8bdd\uff0c\u89e6\u53d1 Summarizer \u751f\u6210\u4eca\u65e5\u54a8\u8be2\u5c0f\u7ed3\uff0c<strong>\u5b58\u5165 L1 \u6570\u636e\u5e93<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">6. \u672a\u6765\u524d\u6cbf (2025)\uff1a\u8bb0\u5fc6\u7684\u65b0\u7ef4\u5ea6<\/h3>\n\n\n\n<p>\u6280\u672f\u7684\u8f66\u8f6e\u6eda\u6eda\u5411\u524d\u3002\u57fa\u4e8e 2025 \u5e74\u6700\u65b0\u7684\u8bba\u6587\uff0c\u6211\u4eec\u770b\u5230\u4e86\u8bb0\u5fc6\u8fdb\u5316\u7684\u4e24\u4e2a\u65b0\u65b9\u5411\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">6.1 \u89c6\u89c9\u5373\u8bb0\u5fc6 (Visual Context Compression)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6765\u6e90:<\/strong> <strong>DeepSeek-OCR<\/strong> \u8bba\u6587 (2025)\u3002<\/li>\n\n\n\n<li><strong>\u98a0\u8986\u6027\u53d1\u73b0:<\/strong> \u4f20\u7edf\u7684 Memory \u90fd\u662f\u5b58\u6587\u672c\uff08Text\uff09\u3002\u4f46 DeepSeek \u53d1\u73b0\uff0c\u56fe\u50cf\u7684\u4fe1\u606f\u5bc6\u5ea6\u8fdc\u9ad8\u4e8e\u6587\u672c\u30021000 \u4e2a\u6587\u672c Token \u7684\u4fe1\u606f\uff0c\u53ef\u4ee5\u88ab\u538b\u7f29\u4e3a 100 \u4e2a Token \u7684\u89c6\u89c9\u7f16\u7801\uff08<strong>10x \u538b\u7f29\u7387<\/strong>\uff09\uff0c\u4e14\u4fdd\u7559 97% \u7684\u7cbe\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u672a\u6765\u5f62\u6001:<\/strong> \u672a\u6765\u7684 Agent Memory \u53ef\u80fd\u4e0d\u518d\u662f\u6587\u672c\u5e93\uff0c\u800c\u662f\u4e00\u4e2a<strong>\u89c6\u89c9\u5feb\u7167\u5e93<\/strong>\u3002\n<ul class=\"wp-block-list\">\n<li>\u6211\u4eec\u4e0d\u518d\u5b58\u50a8\u6587\u672c\uff0c\u800c\u662f\u5c06\u8d85\u957f\u7684\u5bf9\u8bdd\u5386\u53f2<strong>\u6e32\u67d3\uff08Render\uff09<\/strong>\u4e3a\u56fe\u50cf\u5b58\u4e0b\u6765\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u62df\u9057\u5fd8:<\/strong> \u521a\u53d1\u751f\u7684\u5bf9\u8bdd\u4fdd\u5b58\u9ad8\u6e05\u622a\u56fe\uff08\u9ad8\u5206\u8fa8\u7387 Token\uff09\uff1b\u4e45\u8fdc\u7684\u8bb0\u5fc6\u901a\u8fc7 <strong>Downsampling (\u964d\u4f4e\u5206\u8fa8\u7387)<\/strong> \u6765\u5b9e\u73b0\u81ea\u7136\u7684\u201c\u6a21\u7cca\u5316\u201d\u3002\u8fd9\u5b8c\u7f8e\u6a21\u62df\u4e86\u751f\u7269\u5927\u8111\u7684\u9057\u5fd8\u66f2\u7ebf\u2014\u2014\u8bb0\u5fc6\u9010\u6e10\u6a21\u7cca\uff0c\u7ec6\u8282\u4e22\u5931\uff0c\u4f46\u8f6e\u5ed3\u72b9\u5728\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">6.2 \u6a21\u578b\u5373\u8bb0\u5fc6 (Nested Learning)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6765\u6e90:<\/strong> <strong>Google Research<\/strong> \u8bba\u6587 (NeurIPS 2025)\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u6d1e\u5bdf:<\/strong> \u6311\u6218\u201c\u8bad\u7ec3 vs \u63a8\u7406\u201d\u7684\u4e8c\u5143\u5bf9\u7acb\u3002\u63d0\u51fa <strong>Continuum Memory System (\u8fde\u7eed\u8bb0\u5fc6\u7cfb\u7edf)<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u672a\u6765\u5f62\u6001:<\/strong> \u6a21\u578b\u4e0d\u5e94\u662f\u9759\u6001\u7684\uff0c\u800c\u662f\u4e00\u5957<strong>\u5d4c\u5957\u7684\u4f18\u5316\u8fc7\u7a0b<\/strong>\u3002\n<ul class=\"wp-block-list\">\n<li><strong>Fast Weights (\u5feb\u7cfb\u7edf):<\/strong> \u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u7684\u6d77\u9a6c\u4f53\uff0c\u53c2\u6570\u66f4\u65b0\u6781\u5feb\uff0c\u8d1f\u8d23\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d<strong>\u5b9e\u65f6\u9002\u5e94 (Real-time Adaptation)<\/strong> \u5f53\u4e0b\u7684 Context Flow\u3002<\/li>\n\n\n\n<li><strong>Slow Weights (\u6162\u7cfb\u7edf):<\/strong> \u7c7b\u4f3c\u4e8e\u5927\u8111\u76ae\u5c42\uff0c\u8d1f\u8d23\u6c89\u6dc0\u957f\u671f\u77e5\u8bc6\u3002<\/li>\n\n\n\n<li><strong>HOPE \u67b6\u6784:<\/strong> \u8fd9\u610f\u5473\u7740 Agent \u5728\u63a8\u7406\uff08Inference\uff09\u7684\u540c\u65f6\uff0c\u5176\u90e8\u5206\u53c2\u6570\u4e5f\u5728\u8fdb\u884c\u5728\u7ebf\u4f18\u5316\uff08Online Optimization\uff09\u3002\u5b83\u5f7b\u5e95\u6839\u6cbb\u4e86\u201c\u987a\u884c\u6027\u9057\u5fd8\u75c7\u201d\uff0c\u5b9e\u73b0\u4e86\u771f\u6b63\u7684\u7ec8\u8eab\u5b66\u4e60\uff08Lifelong Learning\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7. \u7ed3\u8bed\uff1a\u7ed9\u5f00\u53d1\u8005\u7684\u5efa\u8bae<\/h3>\n\n\n\n<p>\u8bb0\u5fc6\u8d4b\u4e88\u4e86 Agent \u65f6\u95f4\u7684\u7ef4\u5ea6\uff0c\u8ba9\u5b83\u4e0d\u518d\u662f\u4e00\u4e2a\u968f\u7528\u968f\u5f03\u7684\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u591f\u4e0e\u7528\u6237\u5171\u540c\u6210\u957f\u7684\u4f19\u4f34\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Start Simple:<\/strong> \u4e0d\u8981\u4e00\u5f00\u59cb\u5c31\u8ffd\u6c42\u590d\u6742\u7684 GraphRAG\u3002<strong>L0 (Buffer) + L1 (Narrative)<\/strong> \u7684\u7ec4\u5408\u80fd\u89e3\u51b3 80% \u7684\u5de5\u7a0b\u95ee\u9898\u3002<\/li>\n\n\n\n<li><strong>Design for Forgetting:<\/strong> \u4e00\u4e2a\u597d\u7684\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u6700\u96be\u8bbe\u8ba1\u7684\u4e0d\u662f\u201c\u8bb0\u4f4f\u201d\uff0c\u800c\u662f<strong>\u201c\u9057\u5fd8\u201d\u548c\u201c\u53bb\u91cd\u201d<\/strong>\u3002\u6ca1\u6709\u9057\u5fd8\u673a\u5236\u7684\u7cfb\u7edf\u7ec8\u5c06\u88ab\u566a\u97f3\u6df9\u6ca1\u3002<\/li>\n\n\n\n<li><strong>Embrace the Future:<\/strong> \u5bc6\u5207\u5173\u6ce8\u591a\u6a21\u6001\u8bb0\u5fc6\uff08DeepSeek \u8def\u7ebf\uff09\u548c\u52a8\u6001\u53c2\u6570\uff08Google \u8def\u7ebf\uff09\uff0c\u6587\u672c\u53ef\u80fd\u4e0d\u662f\u8bb0\u5fc6\u7684\u7ec8\u6781\u8f7d\u4f53\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u5f15\u8a00\uff1a\u897f\u90e8\u4e16\u754c\u7684\u201c\u51a5\u601d\u201d (The Reveries) &#8220;It begins with a mis [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":214,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-195","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/posts\/195","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/comments?post=195"}],"version-history":[{"count":16,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/posts\/195\/revisions"}],"predecessor-version":[{"id":213,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/posts\/195\/revisions\/213"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/media\/214"}],"wp:attachment":[{"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/media?parent=195"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/categories?post=195"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/tags?post=195"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}