{"id":5335,"date":"2026-06-18T00:01:06","date_gmt":"2026-06-17T16:01:06","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5335"},"modified":"2026-06-18T00:01:06","modified_gmt":"2026-06-17T16:01:06","slug":"202606-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-plugmem-a-task-agnostic-plugin-memory-module-for-llm-agents","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202606-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-plugmem-a-task-agnostic-plugin-memory-module-for-llm-agents\/","title":{"rendered":"202606 \u8bba\u6587\u7814\u8bfb-PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u8005\uff1aKe Yang\u3001Zixi Chen\u3001Xuan He\u3001Jize Jiang \u7b49<\/li>\n\n\n\n<li>\u53d1\u8868\u5355\u4f4d\uff1aUniversity of Illinois Urbana-Champaign\u3001Tsinghua University\u3001Microsoft Research<\/li>\n\n\n\n<li>\u53d1\u8868\u5728\uff1aICML 2026<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u6838\u5fc3\u5185\u5bb9<\/h1>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u672c\u6587\u4e3b\u8981\u56f4\u7ed5 LLM Agent \u7684\u957f\u671f\u8bb0\u5fc6\u95ee\u9898\u5c55\u5f00\uff1a\u73b0\u6709 memory module \u8981\u4e48\u662f task-specific\uff0c\u53ea\u9002\u5408\u67d0\u4e00\u79cd\u4efb\u52a1\uff1b\u8981\u4e48\u867d\u7136 task-agnostic\uff0c\u4f46\u662f\u57fa\u672c\u4f9d\u8d56 raw memory retrieval\uff0c\u5bb9\u6613\u51fa\u73b0\u4e0a\u4e0b\u6587\u7206\u70b8\u548c\u4f4e\u76f8\u5173\u6027\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u4f5c\u8005\u63d0\u51fa\u4e86 PlugMem\uff0c\u4e00\u4e2a task-agnostic \u7684 plugin memory module\u3002\u5b83\u7684\u6838\u5fc3\u60f3\u6cd5\u4e0d\u662f\u628a\u5386\u53f2\u8f68\u8ff9\u3001\u5bf9\u8bdd\u3001\u7f51\u9875\u89c2\u5bdf\u8fd9\u4e9b raw experience \u76f4\u63a5\u68c0\u7d22\u56de\u6765\uff0c\u800c\u662f\u5148\u628a\u5b83\u4eec\u62bd\u8c61\u6210\u66f4\u7d27\u51d1\u7684 knowledge-level memory\u3002<\/li>\n\n\n\n<li>\u5177\u4f53\u6765\u8bf4\uff0cPlugMem \u628a agent \u7684\u8bb0\u5fc6\u5206\u6210\u4e09\u7c7b\uff1a\n<ol class=\"wp-block-list\">\n<li>Episodic memory\uff1a\u539f\u59cb\u7ecf\u9a8c\u548c\u4ea4\u4e92\u8f68\u8ff9\uff0c\u7528\u6765\u505a\u8bc1\u636e\u548c\u6eaf\u6e90\uff1b<\/li>\n\n\n\n<li>Semantic memory\uff1a\u4e8b\u5b9e\u578b\u77e5\u8bc6\uff0c\u4e5f\u5c31\u662f proposition\uff1b<\/li>\n\n\n\n<li>Procedural memory\uff1a\u6d41\u7a0b\u578b\u77e5\u8bc6\uff0c\u4e5f\u5c31\u662f prescription\u3002<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li>\u8fd9\u7bc7\u6587\u7ae0\u628a\u95ee\u9898\u653e\u5728\u4e86 <strong>memory representation<\/strong> \u4e0a\uff1a\u771f\u6b63\u5bf9\u51b3\u7b56\u6709\u7528\u7684\u4fe1\u606f\uff0c\u901a\u5e38\u4e0d\u662f\u539f\u59cb\u8f68\u8ff9\uff0c\u800c\u662f\u4ece\u8f68\u8ff9\u91cc\u62bd\u8c61\u51fa\u6765\u7684\u4e8b\u5b9e\u548c\u6d41\u7a0b\u3002<\/li>\n<\/ol>\n\n\n\n<h1 class=\"wp-block-heading\">\u80cc\u666f<\/h1>\n\n\n\n<p>LLM Agent \u5728\u957f\u7a0b\u4efb\u52a1\u4e2d\u7ecf\u5e38\u9700\u8981\u957f\u671f\u8bb0\u5fc6\u3002\u6bd4\u5982\uff0c\u4e00\u4e2a\u5bf9\u8bdd\u52a9\u624b\u8981\u8bb0\u4f4f\u7528\u6237\u4e4b\u524d\u7684\u504f\u597d\uff0c\u4e00\u4e2a\u7f51\u9875 agent \u8981\u8bb0\u4f4f\u5982\u4f55\u641c\u7d22\u3001\u7b5b\u9009\u3001\u4e0b\u5355\uff0c\u4e00\u4e2a QA \u7cfb\u7edf\u8981\u4ece\u5927\u91cf\u6587\u6863\u4e2d\u627e\u51fa\u591a\u8df3\u8bc1\u636e\u3002<\/p>\n\n\n\n<p>\u6700\u7b80\u5355\u7684\u505a\u6cd5\u662f\u628a\u5386\u53f2\u5185\u5bb9\u90fd\u5b58\u6210 chunk\uff0c\u7136\u540e query \u6765\u7684\u65f6\u5019\u505a retrieval\u3002\u4f46\u662f\u8fd9\u6837\u6709\u4e24\u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Raw memory \u592a\u957f<br>\u539f\u59cb\u5bf9\u8bdd\u3001\u7f51\u9875\u89c2\u5bdf\u3001\u5de5\u5177\u8c03\u7528\u8f68\u8ff9\u5f80\u5f80\u975e\u5e38\u5570\u55e6\uff0c\u91cc\u9762\u5927\u90e8\u5206 token \u5bf9\u5f53\u524d\u51b3\u7b56\u6ca1\u6709\u5e2e\u52a9\u3002<\/li>\n\n\n\n<li>Raw memory \u592a\u4f4e\u5c42<br>Agent \u771f\u6b63\u9700\u8981\u7684\u5f80\u5f80\u4e0d\u662f\u201c\u5f53\u65f6\u7f51\u9875\u4e0a\u5b8c\u6574\u663e\u793a\u4e86\u4ec0\u4e48\u201d\uff0c\u800c\u662f\u201c\u9762\u5bf9\u8fd9\u7c7b\u4efb\u52a1\u5e94\u8be5\u5148\u641c\u7d22\uff0c\u518d\u8fc7\u6ee4\uff0c\u518d\u9a8c\u8bc1\u7ed3\u679c\u201d\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5df2\u6709\u7684\u4e00\u4e9b agent memory \u65b9\u6cd5\u4f1a\u505a\u538b\u7f29\u3001\u603b\u7ed3\u3001\u56fe\u7ed3\u6784\u7ec4\u7ec7\uff0c\u4f46\u5f88\u591a\u65b9\u6cd5\u90fd\u548c\u5177\u4f53\u4efb\u52a1\u5f3a\u7ed1\u5b9a\u3002\u6bd4\u5982\u957f\u5bf9\u8bdd\u8bb0\u5fc6\u65b9\u6cd5\u9002\u5408\u7528\u6237\u753b\u50cf\uff0c\u7f51\u9875 agent memory \u9002\u5408\u5de5\u4f5c\u6d41\uff0c\u4f46\u5f88\u96be\u76f4\u63a5\u8fc1\u79fb\u5230\u53e6\u4e00\u4e2a\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>PlugMem \u60f3\u89e3\u51b3\u7684\u5c31\u662f\u8fd9\u4e2a\u95ee\u9898\uff1a\u80fd\u4e0d\u80fd\u8bbe\u8ba1\u4e00\u4e2a\u901a\u7528\u7684 memory backbone\uff0c\u8ba9\u4e0d\u540c\u4efb\u52a1\u90fd\u80fd\u4f7f\u7528\u540c\u4e00\u5957 memory abstraction\u3001retrieval \u548c reasoning \u673a\u5236\uff1f<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u6280\u672f\u65b9\u6cd5<\/h1>\n\n\n\n<p>\u8bba\u6587\u7684\u65b9\u6cd5\u4e3b\u8981\u5305\u62ec\u4e09\u4e2a\u90e8\u5206\uff1aStructuring Module\u3001Retrieval Module \u548c Reasoning Module\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"326\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-21-1024x326.png\" alt=\"\" class=\"wp-image-5336\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-21-1024x326.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-21-300x95.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-21-768x244.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-21-1536x489.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-21.png 1578w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Structuring Module<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"306\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-22-1024x306.png\" alt=\"\" class=\"wp-image-5337\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-22-1024x306.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-22-300x90.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-22-768x230.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-22-1536x459.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-22.png 1605w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>PlugMem \u9996\u5148\u628a\u539f\u59cb\u8bb0\u5fc6\u6807\u51c6\u5316\u6210 episodic memory\u3002\u5bf9\u4e8e\u4e00\u4e2a\u539f\u59cb\u4ea4\u4e92\u8f68\u8ff9\uff0c\u5b83\u628a\u6bcf\u4e00\u6b65\u8868\u793a\u6210\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>e_t = (o_t, s_t, a_t, r_t, g_t)\n<\/code><\/pre>\n\n\n\n<p>\u5176\u4e2d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>o_t<\/code> \u662f observation\uff1b<\/li>\n\n\n\n<li><code>s_t<\/code> \u662f\u5f53\u524d state\uff1b<\/li>\n\n\n\n<li><code>a_t<\/code> \u662f action\uff1b<\/li>\n\n\n\n<li><code>r_t<\/code> \u662f\u8fd9\u4e2a action \u5bf9\u76ee\u6807\u7684 reward \/ evaluation\uff1b<\/li>\n\n\n\n<li><code>g_t<\/code> \u662f subgoal\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e2a\u8bbe\u8ba1\u6709\u70b9\u50cf\u628a agent trajectory \u91cd\u65b0\u6574\u7406\u6210\u4e00\u79cd\u8f7b\u91cf RL-style \u7684\u8f68\u8ff9\u8868\u793a\u3002\u5b83\u4e0d\u662f\u4e3a\u4e86\u8bad\u7ec3 RL\uff0c\u800c\u662f\u4e3a\u4e86\u8ba9\u540e\u7eed\u7684\u77e5\u8bc6\u62bd\u53d6\u66f4\u6807\u51c6\u3002<\/p>\n\n\n\n<p>\u7136\u540e PlugMem \u4ece episodic memory \u91cc\u62bd\u53d6\u4e24\u7c7b\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e00\u7c7b\u662f semantic memory\uff0c\u4e5f\u5c31\u662f proposition\u3002<br>\u6bd4\u5982\u4ece\u5386\u53f2\u5bf9\u8bdd\u4e2d\u62bd\u51fa\u201c\u7528\u6237\u5728 6 \u6708 5 \u65e5\u8d2d\u4e70\u4e86 Revell kit\u201d\uff0c\u6216\u8005\u4ece\u6587\u6863\u4e2d\u62bd\u51fa\u67d0\u4e2a\u5b9e\u4f53\u7684\u4e8b\u5b9e\u63cf\u8ff0\u3002\u6bcf\u4e2a proposition \u4f1a\u5e26\u4e00\u7ec4 concept tags\uff0c\u7528\u6765\u505a\u7d22\u5f15\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u7c7b\u662f procedural memory\uff0c\u4e5f\u5c31\u662f prescription\u3002<br>\u5b83\u4f1a\u5148\u6839\u636e subgoal \u7684\u76f8\u4f3c\u5ea6\u628a\u8f68\u8ff9\u5207\u6210\u82e5\u5e72\u6bb5\uff0c\u7136\u540e\u4ece\u6bcf\u4e00\u6bb5\u91cc\u62bd\u53d6\u4e00\u4e2a <code>(intent, prescription)<\/code> \u5bf9\u3002intent \u8868\u793a\u8fd9\u6bb5\u8f68\u8ff9\u60f3\u5b8c\u6210\u4ec0\u4e48\u76ee\u6807\uff0cprescription \u8868\u793a\u5b8c\u6210\u8fd9\u4e2a\u76ee\u6807\u7684\u4e00\u5957\u53ef\u590d\u7528\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\u7f51\u9875\u8d2d\u7269\u4efb\u52a1\u91cc\uff0c\u7cfb\u7edf\u53ef\u80fd\u62bd\u51fa\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Intent: \u627e\u5230\u67d0\u4e2a\u5546\u54c1\u7684\u6700\u4f4e\u4ef7\u683c\nPrescription: \u5148\u641c\u7d22\u5546\u54c1\uff0c\u518d\u6309\u4ef7\u683c\u6392\u5e8f\uff0c\u7136\u540e\u68c0\u67e5\u4e0d\u540c\u53d8\u4f53\u4e2d\u7684\u6700\u4f4e\u4ef7\u3002\n<\/code><\/pre>\n\n\n\n<p>\u8fd9\u4e00\u6b65\u662f\u5168\u6587\u6700\u91cd\u8981\u7684\u8bbe\u8ba1\u3002PlugMem \u4e0d\u518d\u628a memory \u5f53\u6210\u201c\u5386\u53f2\u6587\u672c\u201d\uff0c\u800c\u662f\u628a memory \u5f53\u6210\u201c\u53ef\u590d\u7528\u77e5\u8bc6\u201d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Memory Graph<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"377\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-23-1024x377.png\" alt=\"\" class=\"wp-image-5338\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-23-1024x377.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-23-300x110.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-23-768x283.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-23-1536x565.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-23.png 1590w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><br>PlugMem \u6784\u5efa\u4e86\u4e09\u4e2a\u4e92\u76f8\u5173\u8054\u7684\u56fe\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Episodic Graph<br>\u5b58\u50a8\u539f\u59cb\u7ecf\u9a8c\u7247\u6bb5\uff0c\u4e3b\u8981\u7528\u4e8e grounding \u548c verification\u3002<\/li>\n\n\n\n<li>Semantic Graph<br>\u5305\u542b proposition node \u548c concept node\u3002<br>concept \u662f\u8f7b\u91cf\u7d22\u5f15\uff0cproposition \u662f\u4e8b\u5b9e\u5185\u5bb9\u3002<\/li>\n\n\n\n<li>Procedural Graph<br>\u5305\u542b intent node \u548c prescription node\u3002<br>intent \u662f\u4efb\u52a1\u76ee\u6807\u7d22\u5f15\uff0cprescription \u662f\u53ef\u590d\u7528\u6d41\u7a0b\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5b83\u548c\u4f20\u7edf GraphRAG \u6700\u5927\u7684\u533a\u522b\u5728\u4e8e\uff1a\u4f20\u7edf GraphRAG \u5f80\u5f80\u4ee5 entity \u6216 text chunk \u4f5c\u4e3a\u56fe\u8282\u70b9\uff0c\u800c PlugMem \u4ee5 knowledge unit \u4f5c\u4e3a\u8282\u70b9\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u56fe\u7684\u57fa\u672c\u5355\u4f4d\u4e0d\u662f\u201c\u5b9e\u4f53\u201d\uff0c\u800c\u662f\u201c\u4e00\u4e2a\u5b8c\u6574\u4e8b\u5b9e\u201d\u6216\u8005\u201c\u4e00\u5957\u5b8c\u6574\u6d41\u7a0b\u201d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Retrieval Module<\/h2>\n\n\n\n<p>PlugMem \u7684\u68c0\u7d22\u4e0d\u662f\u7b80\u5355 embedding top-k\u3002<\/p>\n\n\n\n<p>\u5b83\u5148\u6839\u636e\u5f53\u524d query \u5224\u65ad\u9700\u8981\u54ea\u7c7b memory\uff1aepisodic\u3001semantic \u8fd8\u662f procedural\u3002\u7136\u540e\u4e3b\u8981\u5728 semantic graph \u548c procedural graph \u4e0a\u505a\u68c0\u7d22\u3002<\/p>\n\n\n\n<p>\u68c0\u7d22\u8fc7\u7a0b\u53ef\u4ee5\u7406\u89e3\u6210\u4e24\u5c42\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4f4e\u5c42\u8282\u70b9<br>proposition \/ prescription\uff0c\u662f\u771f\u6b63\u8981\u8fd4\u56de\u7ed9 agent \u7684\u5185\u5bb9\u3002<\/li>\n\n\n\n<li>\u9ad8\u5c42\u8282\u70b9<br>concept \/ intent\uff0c\u4e0d\u76f4\u63a5\u4f5c\u4e3a\u6700\u7ec8 memory\uff0c\u800c\u662f\u4f5c\u4e3a\u8def\u7531\u4fe1\u53f7\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6bd4\u5982 HotpotQA \u91cc\uff0cquery \u5148\u68c0\u7d22\u5230\u4e00\u4e2a proposition\uff0c\u53d1\u73b0\u5173\u952e bridge entity \u662f Jim Croce\uff0c\u7136\u540e\u7cfb\u7edf\u901a\u8fc7 concept \u5c42\u7ee7\u7eed\u8df3\u5230\u548c Jim Croce \u76f8\u5173\u7684\u5176\u4ed6 proposition\uff0c\u6700\u540e\u627e\u5230\u51fa\u751f\u5e74\u4efd\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\u5b83\u7684\u68c0\u7d22\u903b\u8f91\u662f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>query \u2192 low-level candidate \u2192 abstract concept \/ intent \u2192 more low-level candidates\n<\/code><\/pre>\n\n\n\n<p>\u8fd9\u53eb abstraction-specificity interleaving\u3002\u76f4\u89c9\u4e0a\u5c31\u662f\u5148\u627e\u5230\u4e00\u4e2a\u5177\u4f53\u7ebf\u7d22\uff0c\u518d\u628a\u5b83\u63d0\u5347\u6210\u62bd\u8c61\u8def\u7531\u4fe1\u53f7\uff0c\u7136\u540e\u7528\u8fd9\u4e2a\u4fe1\u53f7\u53bb\u627e\u4e0b\u4e00\u8df3\u8bc1\u636e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Reasoning Module<\/h2>\n\n\n\n<p>\u68c0\u7d22\u51fa\u6765\u7684 memory \u5373\u4f7f\u5df2\u7ecf\u662f proposition \/ prescription\uff0c\u4e5f\u53ef\u80fd\u4ecd\u7136\u6709\u91cd\u590d\u6216\u566a\u58f0\u3002\u6240\u4ee5 PlugMem \u5728\u6700\u7ec8\u5582\u7ed9 base agent \u4e4b\u524d\uff0c\u8fd8\u4f1a\u7528 LLM \u505a\u4e00\u6b21 reasoning \/ compression\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e semantic memory\uff0c\u5b83\u4f1a\u62bd\u53d6\u548c\u95ee\u9898\u6700\u76f8\u5173\u7684\u4e8b\u5b9e\u3002<br>\u5bf9\u4e8e episodic memory\uff0c\u5b83\u4f1a\u8ba9 LLM \u57fa\u4e8e\u5386\u53f2\u7247\u6bb5\u8fdb\u884c step-by-step reasoning\u3002<br>\u5bf9\u4e8e procedural memory\uff0c\u5b83\u4f1a\u628a\u591a\u4e2a\u5386\u53f2\u6d41\u7a0b\u6574\u5408\u6210\u5f53\u524d\u4efb\u52a1\u4e0b\u7684\u884c\u52a8\u5efa\u8bae\u3002<\/p>\n\n\n\n<p>\u5728 WebArena \u91cc\uff0c\u8fd9\u4e2a\u6a21\u5757\u5c24\u5176\u91cd\u8981\u3002PlugMem \u4e0d\u662f\u7b80\u5355\u544a\u8bc9 agent\u201c\u4ee5\u524d\u505a\u8fc7\u7c7b\u4f3c\u4efb\u52a1\u201d\uff0c\u800c\u662f\u4f1a\u6839\u636e\u5f53\u524d\u7f51\u9875\u72b6\u6001\u52a8\u6001\u751f\u6210\u4e0b\u4e00\u6b65 guidance\u3002\u6bd4\u5982\u5f53\u524d\u8fd8\u6ca1\u8fdb\u5165\u6b63\u786e\u7c7b\u522b\uff0c\u5b83\u4f1a\u5efa\u8bae\u5148\u7528 dropdown \u627e\u7c7b\u522b\uff1b\u5982\u679c\u5df2\u7ecf\u8fdb\u5165\u7c7b\u522b\u9875\uff0c\u5b83\u4f1a\u5efa\u8bae\u5e94\u7528\u4ef7\u683c\u8fc7\u6ee4\uff1b\u5982\u679c\u5df2\u7ecf\u8fc7\u6ee4\u5b8c\u6210\uff0c\u5b83\u4f1a\u5efa\u8bae\u6bd4\u8f83 rating \u5e76\u52a0\u5165\u8d2d\u7269\u8f66\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u5b9e\u9a8c<\/h1>\n\n\n\n<p>\u8bba\u6587\u7528\u4e86\u4e09\u4e2a\u4efb\u52a1\u6765\u9a8c\u8bc1 PlugMem \u7684\u901a\u7528\u6027<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>LongMemEval\uff1a\u957f\u7a0b\u5bf9\u8bdd\u8bb0\u5fc6\uff1b<\/li>\n\n\n\n<li>HotpotQA\uff1a\u591a\u8df3\u77e5\u8bc6\u68c0\u7d22\uff1b<\/li>\n\n\n\n<li>WebArena\uff1a\u7f51\u9875\u4ea4\u4e92\u5f0f agent \u4efb\u52a1\u3002<\/li>\n<\/ol>\n\n\n\n<p>Baseline \u5305\u62ec No Context\u3001All Context\u3001Vanilla Retrieval\u3001A-Mem\u3001Zep\u3001LiCoMemory\u3001RAPTOR\u3001PropRAG\u3001HippoRAG2\u3001AWM \u7b49\u3002<\/p>\n\n\n\n<p>\u5b9e\u73b0\u4e0a\uff0cembedding \u4e3b\u8981\u7528 NV-Embed-v2\uff0cstructuring \u548c reasoning \u4f7f\u7528 Qwen2.5-32B\/72B-Instruct \u548c GPT-4o\uff0c\u4e0d\u540c benchmark \u4e0b\u8bbe\u7f6e\u7565\u6709\u533a\u522b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"471\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-24-1024x471.png\" alt=\"\" class=\"wp-image-5339\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-24-1024x471.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-24-300x138.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-24-768x353.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-24-1536x706.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-24.png 1582w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">LongMemEval<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"822\" height=\"641\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-25.png\" alt=\"\" class=\"wp-image-5340\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-25.png 822w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-25-300x234.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-25-768x599.png 768w\" sizes=\"auto, (max-width: 822px) 100vw, 822px\" \/><\/figure>\n\n\n\n<p><br>LongMemEval \u7528\u6765\u6d4b\u8bd5\u957f\u671f\u5bf9\u8bdd\u8bb0\u5fc6\u3002\u7ed3\u679c\u91cc PlugMem \u7684 accuracy \u662f 75.1\uff0c\u8d85\u8fc7\u4e86 Vanilla Retrieval\u3001A-Mem\u3001Zep \u548c LiCoMemory\u3002<\/p>\n\n\n\n<p>\u66f4\u5173\u952e\u7684\u662f token \u6570\u3002PlugMem \u5e73\u5747\u6ce8\u5165 agent \u7684 memory token \u53ea\u6709 362.58\uff0c\u800c Vanilla Retrieval \u662f 3742.52\uff0cLiCoMemory \u662f 5914.85\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u4e0d\u662f\u9760\u585e\u66f4\u591a\u4e0a\u4e0b\u6587\u8d62\u7684\uff0c\u800c\u662f\u9760\u66f4\u9ad8\u5bc6\u5ea6\u7684 memory \u8d62\u7684\u3002<\/p>\n\n\n\n<p>\u8fd9\u5f88\u7b26\u5408\u5b83\u7684\u52a8\u673a\uff1a\u539f\u59cb\u5bf9\u8bdd\u592a\u957f\uff0c\u771f\u6b63\u6709\u7528\u7684\u662f\u62bd\u8c61\u540e\u7684 proposition \u548c\u53ef\u6eaf\u6e90 episodic evidence\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">HotpotQA<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"757\" height=\"544\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-26.png\" alt=\"\" class=\"wp-image-5341\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-26.png 757w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-26-300x216.png 300w\" sizes=\"auto, (max-width: 757px) 100vw, 757px\" \/><\/figure>\n\n\n\n<p><br>HotpotQA \u7528\u6765\u6d4b\u8bd5\u591a\u8df3\u8bed\u4e49\u68c0\u7d22\u3002PlugMem \u7684 EM\/F1 \u662f 61.4 \/ 74.1\uff0c\u8d85\u8fc7 Vanilla Retrieval\u3001A-Mem\u3001RAPTOR\u3001PropRAG \u548c HippoRAG2\u3002<\/p>\n\n\n\n<p>\u6bd4\u8f83\u6709\u610f\u601d\u7684\u662f\uff0c\u5b83\u5e73\u5747 memory token \u53ea\u6709 81.6\uff0c\u751a\u81f3\u63a5\u8fd1 Gold Context \u7684 86.5\u3002\u8fd9\u8bf4\u660e\u5b83\u7684 reasoning module \u628a\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u538b\u7f29\u5f97\u5f88\u5389\u5bb3\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\u8fd9\u91cc\u4e5f\u8981\u6ce8\u610f\uff1aHotpotQA \u672c\u8d28\u4e0d\u662f agent trajectory\uff0c\u6240\u4ee5 PlugMem \u5728\u8fd9\u4e2a\u4efb\u52a1\u91cc\u628a\u6bcf\u4e2a corpus text \u5f53\u6210\u4e00\u4e2a\u5355\u6b65 trajectory\uff0caction\u3001state\u3001reward\u3001intent \u8fd9\u4e9b\u5b57\u6bb5\u57fa\u672c\u662f\u7a7a\u7684\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5728 HotpotQA \u4e0a\uff0cPlugMem \u7684\u201c\u7edf\u4e00 episodic representation\u201d\u66f4\u50cf\u662f\u5de5\u7a0b\u63a5\u53e3\u4e0a\u7684\u7edf\u4e00\uff0c\u800c\u4e0d\u662f\u8bed\u4e49\u4e0a\u771f\u7684\u6709\u5b8c\u6574 agent \u8f68\u8ff9\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">WebArena<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"766\" height=\"460\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-27.png\" alt=\"\" class=\"wp-image-5342\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-27.png 766w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-27-300x180.png 300w\" sizes=\"auto, (max-width: 766px) 100vw, 766px\" \/><\/figure>\n\n\n\n<p><br>WebArena \u7528\u6765\u6d4b\u8bd5 procedural memory\u3002PlugMem \u5728 Shopping \u548c GitLab \u4e0a\u63d0\u5347\u660e\u663e\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u628a WebArena \u5206\u6210 online set \u548c offline set\u3002Online \u9636\u6bb5\u5141\u8bb8 agent \u63d2\u5165\u548c\u68c0\u7d22 memory\uff1b\u4e4b\u540e\u52a0\u5165\u5c11\u91cf human demonstration\uff1bOffline \u9636\u6bb5\u4e3b\u8981\u6d4b\u8bd5 memory reuse\uff0c\u4e5f\u5c31\u662f\u65b0\u4efb\u52a1\u80fd\u4e0d\u80fd\u7ee7\u627f\u4e4b\u524d\u6784\u5efa\u597d\u7684 memory graph\u3002<\/p>\n\n\n\n<p>\u7ed3\u679c\u663e\u793a\uff0cPlugMem \u5728 Shopping \u548c GitLab \u7684 offline success rate \u90fd\u660e\u663e\u9ad8\u4e8e AgentOccam \u548c\u5176\u4ed6 memory baseline\u3002\u8fd9\u8bf4\u660e procedural memory \u5bf9\u7f51\u9875\u4efb\u52a1\u786e\u5b9e\u6709\u5e2e\u52a9\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\u8fd9\u91cc\u4e5f\u6709\u4e00\u4e2a\u9700\u8981\u8b66\u60d5\u7684\u70b9\uff1aPlugMem \u5728 WebArena \u91cc\u52a0\u5165\u4e86 human demonstrations\uff0c\u800c\u4e14\u7ed9 AgentOccam \u6dfb\u52a0\u4e86\u201c\u8981\u53c2\u8003 retrieved memory\u201d\u7684\u989d\u5916\u6307\u4ee4\u3002\u56e0\u6b64\u5b83\u7684\u6536\u76ca\u4e0d\u5b8c\u5168\u662f memory structure \u672c\u8eab\u5e26\u6765\u7684\uff0c\u4e5f\u5305\u542b\u4e00\u5b9a\u7684 prompt integration \u548c demonstration warm-start \u6548\u679c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u6d88\u878d\u5b9e\u9a8c<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"799\" height=\"931\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-28.png\" alt=\"\" class=\"wp-image-5343\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-28.png 799w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-28-257x300.png 257w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/06\/image-28-768x895.png 768w\" sizes=\"auto, (max-width: 799px) 100vw, 799px\" \/><\/figure>\n\n\n\n<p><br>\u6d88\u878d\u5b9e\u9a8c\u6bd4\u8f83\u6e05\u695a\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u53bb\u6389 retrieval \u6389\u5f97\u6700\u660e\u663e<br>\u8bf4\u660e memory \u6709\u6ca1\u6709\u7528\uff0c\u9996\u5148\u53d6\u51b3\u4e8e\u80fd\u4e0d\u80fd\u5728\u51b3\u7b56\u65f6\u627e\u5230\u76f8\u5173 memory\u3002<\/li>\n\n\n\n<li>\u53bb\u6389 structuring \u4e5f\u4f1a\u660e\u663e\u53d8\u5dee<br>\u8bf4\u660e raw memory \/ chunk memory \u7684\u8868\u793a\u65b9\u5f0f\u786e\u5b9e\u4e0d\u5982 proposition \/ prescription \u8fd9\u79cd knowledge unit\u3002<\/li>\n\n\n\n<li>\u53bb\u6389 reasoning \u540e\uff0c\u6027\u80fd\u4e0b\u964d\u4e0d\u4e00\u5b9a\u6700\u5927\uff0c\u4f46 token \u6570\u4f1a\u66b4\u6da8<br>\u6bd4\u5982 LongMemEval \u91cc No Reasoning \u7684 memory token \u8fbe\u5230 9478.59\uff0c\u800c\u5b8c\u6574 PlugMem \u53ea\u6709 362.58\u3002\u8bf4\u660e reasoning module \u7684\u4e3b\u8981\u4f5c\u7528\u662f\u63d0\u9ad8\u4fe1\u606f\u5bc6\u5ea6\uff0c\u800c\u4e0d\u53ea\u662f\u63d0\u9ad8\u51c6\u786e\u7387\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f5c\u8005\u81ea\u5df1\u7684\u603b\u7ed3\u4e5f\u5f88\u51c6\u786e\uff1aretrieval \u51b3\u5b9a memory \u662f\u5426\u80fd\u53d1\u6325\u4f5c\u7528\uff0cstructuring \u51b3\u5b9a\u4ec0\u4e48\u4e1c\u897f\u53ef\u4ee5\u88ab\u68c0\u7d22\uff0creasoning \u51b3\u5b9a\u68c0\u7d22\u5230\u7684\u4e1c\u897f\u80fd\u4e0d\u80fd\u9ad8\u6548\u4f7f\u7528\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u8bc4\u4ef7\u6307\u6807\uff1aMemory Information Density<\/h1>\n\n\n\n<p>\u5b83\u8ba4\u4e3a\u53ea\u770b accuracy\u3001F1\u3001success rate \u4e0d\u591f\uff0c\u56e0\u4e3a memory module \u8fd8\u8981\u8003\u8651 agent-side cost\u3002\u4e00\u4e2a\u65b9\u6cd5\u5982\u679c\u63d0\u9ad8\u4e86\u51c6\u786e\u7387\uff0c\u4f46\u6bcf\u6b21\u90fd\u585e\u5341\u4e07 token\uff0c\u90a3\u5c31\u4e0d\u4e00\u5b9a\u662f\u597d\u7684 memory\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\u4f5c\u8005\u5b9a\u4e49\u4e86 Decision Information Gain\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>PMI(a*; m | s) = log2 P_mem(a* | s, m) \/ P_base(a* | s)\n<\/code><\/pre>\n\n\n\n<p>\u610f\u601d\u662f\uff1a\u52a0\u5165 memory <code>m<\/code> \u4ee5\u540e\uff0cagent \u9009\u62e9\u6b63\u786e\u52a8\u4f5c <code>a*<\/code> \u7684\u6982\u7387\u63d0\u9ad8\u4e86\u591a\u5c11\u3002<\/p>\n\n\n\n<p>\u7136\u540e\u518d\u9664\u4ee5 memory token \u6570\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u03c1 = PMI \/ |m|\n<\/code><\/pre>\n\n\n\n<p>\u8fd9\u5c31\u5f97\u5230 memory information density\uff0c\u5355\u4f4d\u662f bits\/token\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u6307\u6807\u7684\u76f4\u89c9\u5f88\u597d\uff1a\u4e00\u4e2a memory module \u4e0d\u5e94\u8be5\u53ea\u8ffd\u6c42\u201c\u66f4\u6709\u7528\u201d\uff0c\u8fd8\u5e94\u8be5\u8ffd\u6c42\u201c\u5355\u4f4d token \u66f4\u6709\u7528\u201d\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\u8fd9\u4e2a\u6307\u6807\u5728\u5b9e\u9645\u8ba1\u7b97\u4e0a\u4e5f\u6709\u4e00\u70b9\u5de5\u7a0b\u5473\u3002\u6bd4\u5982\u5728 QA \u4efb\u52a1\u4e2d\uff0c\u4f5c\u8005\u4f1a\u7528\u7b54\u6848 overlap \/ F1 \u8fd1\u4f3c\u6982\u7387\uff0c\u5e76\u4e14\u8981\u505a smoothing\uff0c\u907f\u514d log \u91cc\u51fa\u73b0 0\u3002\u6240\u4ee5\u5b83\u4e0d\u662f\u4e00\u4e2a\u7279\u522b\u7eaf\u7cb9\u7684\u6982\u7387\u6d4b\u91cf\uff0c\u66f4\u50cf\u662f\u4e00\u4e2a\u7edf\u4e00\u6bd4\u8f83 memory utility-cost tradeoff \u7684\u5206\u6790\u5de5\u5177\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u7ed3\u8bba<\/h1>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u672c\u6587\u63d0\u51fa\u4e86 PlugMem\uff0c\u4e00\u4e2a task-agnostic \u7684 plugin memory module\uff0c\u76ee\u6807\u662f\u8ba9\u4e0d\u540c\u7c7b\u578b\u7684 LLM agent \u90fd\u80fd\u590d\u7528\u540c\u4e00\u5957\u957f\u671f\u8bb0\u5fc6\u6846\u67b6\u3002<\/li>\n\n\n\n<li>PlugMem \u7684\u6838\u5fc3\u4e0d\u662f\u7b80\u5355\u68c0\u7d22\u5386\u53f2\u6587\u672c\uff0c\u800c\u662f\u628a raw episodic memory \u62bd\u8c61\u6210 semantic memory \u548c procedural memory\u3002\u524d\u8005\u5bf9\u5e94 proposition\uff0c\u540e\u8005\u5bf9\u5e94 prescription\u3002<\/li>\n\n\n\n<li>\u5b83\u7684 memory graph \u662f knowledge-centric \u7684\uff1aconcept \/ intent \u4f5c\u4e3a\u9ad8\u5c42\u7d22\u5f15\uff0cproposition \/ prescription \u4f5c\u4e3a\u4f4e\u5c42\u77e5\u8bc6\u8282\u70b9\uff0cepisodic trace \u4f5c\u4e3a\u8bc1\u636e\u5c42\u3002<\/li>\n\n\n\n<li>\u5b9e\u9a8c\u8bf4\u660e\uff0cagent memory \u7684\u5173\u952e\u4e0d\u662f\u201c\u5b58\u5f97\u8d8a\u591a\u8d8a\u597d\u201d\uff0c\u800c\u662f\u80fd\u4e0d\u80fd\u628a\u5bf9\u51b3\u7b56\u6709\u7528\u7684\u4fe1\u606f\u62bd\u8c61\u51fa\u6765\uff0c\u5e76\u5728\u4efb\u52a1\u65f6\u7528\u8f83\u5c11 token \u68c0\u7d22\u56de\u6765\u3002<\/li>\n\n\n\n<li>\u8fd9\u7bc7\u6587\u7ae0\u771f\u6b63\u6709\u4ef7\u503c\u7684\u5730\u65b9\uff0c\u662f\u628a agent memory \u7684\u95ee\u9898\u4ece\u201c\u957f\u4e0a\u4e0b\u6587\u68c0\u7d22\u201d\u63a8\u8fdb\u5230\u4e86\u201c\u7ecf\u9a8c\u5230\u77e5\u8bc6\u7684\u62bd\u8c61\u201d\u3002<\/li>\n<\/ol>\n\n\n\n<h1 class=\"wp-block-heading\">\u542f\u53d1\u4e0e\u8bc4\u4ef7<\/h1>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u65b9\u6cd5\u521b\u65b0\u70b9\u3010memory-to-knowledge abstraction\u3011<br>PlugMem \u7684\u4eae\u70b9\u662f\u628a agent memory \u4ece raw trajectory \u63d0\u5347\u6210 proposition \u548c prescription\u3002\u8fd9\u4e2a\u65b9\u5411\u5f88\u6709\u610f\u4e49\uff0c\u56e0\u4e3a agent \u957f\u671f\u8fd0\u884c\u65f6\u79ef\u7d2f\u7684\u5386\u53f2\u5927\u90e8\u5206\u90fd\u662f\u4f4e\u4ef7\u503c\u566a\u58f0\uff0c\u771f\u6b63\u53ef\u590d\u7528\u7684\u662f\u4e8b\u5b9e\u3001\u504f\u597d\u3001\u89c4\u5219\u548c\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li>\u6280\u672f\u76ee\u6807\u70b9\u3010task-agnostic memory backbone\u3011<br>\u5b83\u60f3\u505a\u7684\u4e0d\u662f\u67d0\u4e2a\u4efb\u52a1\u4e0a\u7684\u6700\u4f18 memory\uff0c\u800c\u662f\u4e00\u5957\u8de8\u4efb\u52a1\u7684 memory backbone\u3002LongMemEval\u3001HotpotQA\u3001WebArena \u5206\u522b\u5bf9\u5e94 episodic\u3001semantic\u3001procedural \u4e09\u79cd\u80fd\u529b\uff0c\u5b9e\u9a8c\u8bbe\u8ba1\u672c\u8eab\u4e5f\u5728\u670d\u52a1\u8fd9\u4e2a\u53d9\u4e8b\u3002\u3002<\/li>\n\n\n\n<li>\u4e2d\u8bd5\u4ea7\u54c1\u70b9\u3010\u98df\u517b\u901a \/ \u4e2a\u6027\u5316\u5efa\u8bae Agent\u3011<br>PlugMem \u5bf9\u98df\u517b\u901a\u4e5f\u5f88\u6709\u542f\u53d1\u3002\u7528\u6237\u7684\u957f\u671f\u504f\u597d\u3001\u7981\u5fcc\u3001\u5386\u53f2\u63d0\u95ee\u53ef\u4ee5\u62bd\u6210 semantic memory\uff1b\u98df\u517b\u5efa\u8bae\u6d41\u7a0b\u3001\u6807\u7b7e\u89e3\u8bfb\u6d41\u7a0b\u3001\u98ce\u9669\u89e3\u91ca\u6d41\u7a0b\u53ef\u4ee5\u62bd\u6210 procedural memory\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u6838\u5fc3\u5185\u5bb9 \u80cc\u666f LLM Agent \u5728\u957f\u7a0b\u4efb\u52a1\u4e2d\u7ecf\u5e38\u9700\u8981\u957f\u671f\u8bb0\u5fc6\u3002\u6bd4\u5982\uff0c\u4e00\u4e2a\u5bf9\u8bdd\u52a9\u624b\u8981\u8bb0\u4f4f\u7528\u6237\u4e4b\u524d\u7684\u504f\u597d\uff0c\u4e00\u4e2a [&hellip;]<\/p>\n","protected":false},"author":59,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-5335","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5335","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/59"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=5335"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5335\/revisions"}],"predecessor-version":[{"id":5344,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5335\/revisions\/5344"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=5335"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=5335"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=5335"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}