{"id":1103952,"date":"2026-03-04T17:39:46","date_gmt":"2026-03-04T17:39:46","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&p=1103952"},"modified":"2026-03-04T17:39:46","modified_gmt":"2026-03-04T17:39:46","slug":"part-1-post-memory-training-teaching-agents-to-remember-not-just-retrieve","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/part-1-post-memory-training-teaching-agents-to-remember-not-just-retrieve\/","title":{"rendered":"\u7b2c 1 \u90e8\u5206\uff1a\u8bb0\u5fc6\u540e\u57f9\u8bad\uff1a\u6559\u4ee3\u7406\u8bb0\u5fc6\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u68c0\u7d22"},"content":{"rendered":"

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\u8bb0\u5fc6\u7684\u540e\u671f\u8bad\u7ec3\uff1aRL \u6536\u655b<\/h2>\n

\u672f\u8bed \u201c\u540e\u8bad\u7ec3 \u201d\u6307\u7684\u662f\u5728\u57fa\u7840\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u9636\u6bb5\u4e4b\u540e\u8fdb\u884c\u7684\u4f18\u5316\u3002\u6211\u4eec\u5c31\u662f\u8fd9\u6837\u4ece\u539f\u59cb\u8bed\u8a00\u6a21\u578b\u5230\u6307\u4ee4\u8ddf\u968f\u52a9\u624b\uff08\u901a\u8fc7 RLHF\uff09\uff0c\u4ece\u52a9\u624b\u5230\u63a8\u7406\u6a21\u578b\uff08\u901a\u8fc7\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\uff09\uff0c\u518d\u5230\u73b0\u5728--\u4ece\u63a8\u7406\u6a21\u578b\u5230\u7ba1\u7406\u81ea\u8eab\u8ba4\u77e5\u72b6\u6001\u7684\u4ee3\u7406\u3002.<\/p>\n

\u8fd9\u79cd\u673a\u5236\u5c31\u662f\u5f3a\u5316\u5b66\u4e60\u3002\u4f60\u4e0d\u9700\u8981\u5c06\u5185\u5b58\u7ba1\u7406\u4f5c\u4e3a\u4e00\u4e2a\u5916\u90e8\u7cfb\u7edf\u6765\u6784\u5efa\uff0c\u800c\u662f\u5c06\u5185\u5b58\u64cd\u4f5c\u6dfb\u52a0\u5230\u4ee3\u7406\u7684\u884c\u52a8\u7a7a\u95f4\u4e2d\uff0c\u5e76\u8bad\u7ec3\u5b83\u5f88\u597d\u5730\u4f7f\u7528\u8fd9\u4e9b\u64cd\u4f5c\u3002\u4ee3\u7406\u4f1a\u5b66\u4e60\u4f55\u65f6\u5b58\u50a8\u3001\u5220\u9664\u3001\u5408\u5e76\u548c\u68c0\u7d22--\u6240\u6709\u8fd9\u4e9b\u90fd\u662f\u901a\u8fc7\u8bd5\u9519\u6765\u5b9e\u73b0\u7684\uff0c\u5e76\u6839\u636e\u4efb\u52a1\u5b8c\u6210\u60c5\u51b5\u8fdb\u884c\u4f18\u5316\u3002\u4e0d\u9700\u8981 \u201c\u6b63\u786e \u201d\u5185\u5b58\u7ba1\u7406\u7684\u771f\u5b9e\u6848\u4f8b\u3002\u53ea\u9700\u4e00\u4e2a\u5956\u52b1\u4fe1\u53f7\uff1a\u4ee3\u7406\u6700\u7ec8\u89e3\u51b3\u4e86\u4efb\u52a1\u5417\uff1f<\/p>\n

\u6700\u8fd1\u7684\u516b\u7bc7\u8bba\u6587\u9610\u660e\u4e86\u8fd9\u4e00\u70b9\u3002.<\/p>\n

\u5173\u952e\u67b6\u6784<\/h2>\n

\u5e74\u9f84\u8bb0\u5fc6<\/strong> \u4e3a\u4ee3\u7406\u63d0\u4f9b\u4e86\u516d\u79cd\u8bb0\u5fc6\u5de5\u5177--\u7528\u4e8e\u957f\u671f\u5b58\u50a8\u7684 ADD\u3001UPDATE\u3001DELETE \u548c\u7528\u4e8e\u77ed\u671f\u8bed\u5883\u7684 RETRIEVE\u3001SUMMARY\u3001FILTER\u3002\u8bad\u7ec3\u5206\u4e09\u4e2a\u9636\u6bb5\u9010\u6b65\u8fdb\u884c\u3002Qwen2.5-7B \u7684\u7ed3\u679c\uff1a\u4e0e\u65e0\u8bb0\u5fc6\u57fa\u7ebf\u76f8\u6bd4\uff0c\u76f8\u5bf9\u63d0\u9ad8\u4e86 +49.59%\uff0c\u4e0e RAG \u53d8\u4f53\u76f8\u6bd4\uff0c\u6d88\u8017\u7684\u63d0\u793a\u6807\u8bb0\u51cf\u5c11\u4e86 3-5%\u3002\u5728\u8f83\u5c11\u4e0a\u4e0b\u6587\u7684\u60c5\u51b5\u4e0b\u6027\u80fd\u66f4\u4f73\u3002.<\/p>\n

\u5185\u5b58-R1<\/strong> \u5c06\u95ee\u9898\u5206\u6210\u4e24\u4e2a\u4e13\u95e8\u7684\u4ee3\u7406\uff1a\u4e00\u4e2a\u662f\u5b66\u4e60\u7ed3\u6784\u5316\u8fd0\u7b97\u7684\u8bb0\u5fc6\u7ba1\u7406\u5668\uff0c\u53e6\u4e00\u4e2a\u662f\u68c0\u7d22\u548c\u63a8\u7406\u7684\u7b54\u9898\u4ee3\u7406\u3002\u8bb0\u5fc6\u7ba1\u7406\u5668\u7684\u5956\u52b1\u6765\u81ea\u4e8e\u56de\u7b54\u4ee3\u7406\u80fd\u5426\u6b63\u786e\u56de\u7b54\u3002\u7ed3\u679c +28% F1<\/strong> \u4ec5\u7528 152 \u4e2a\u8bad\u7ec3\u6837\u672c\uff0c\u5c31\u8d85\u8fc7\u4e86 LoCoMo \u7684\u6700\u4f73\u57fa\u51c6\u3002\u65e0\u987b\u91cd\u65b0\u8bad\u7ec3\uff0c\u5373\u53ef\u5b9e\u73b0\u5bf9\u672a\u89c1\u57fa\u51c6\u7684\u96f6\u70b9\u8f6c\u79fb\u3002.<\/p>\n

MemAct<\/strong> \u901a\u8fc7 \u201c\u526a\u679d\u4e0e\u5199\u5165 \u201d\u64cd\u4f5c\u7b26\u6765\u6269\u5c55\u64cd\u4f5c\u7a7a\u95f4--\u5728\u4efb\u4f55\u6b65\u9aa4\u4e2d\uff0c\u4ee3\u7406\u90fd\u53ef\u4ee5\u5220\u9664\u5386\u53f2\u8bb0\u5f55\u5e76\u9644\u52a0\u8bb0\u5fc6\u6458\u8981\u3002MemAct-RL-14B \u7cbe\u5ea6\u53ef\u5ab2\u7f8e\u5927 16 \u500d\u7684\u6a21\u578b<\/strong> \u540c\u65f6\u5c06\u5e73\u5747\u4e0a\u4e0b\u6587\u957f\u5ea6\u51cf\u5c11 51%\uff0c\u63a8\u7406\u5ef6\u8fdf\u51cf\u5c11 ~40%\u3002.<\/p>\n

MEM1<\/strong> \u6700\u8fdc\uff0c\u5185\u5b58\u5927\u5c0f\u4fdd\u6301\u4e0d\u53d8\u3002\u4ee3\u7406\u6bcf\u6b21\u90fd\u4f1a\u751f\u6210\u4e00\u4e2a \"\u5185\u90e8\u72b6\u6001\"\uff0c\u6574\u5408\u5b83\u6240\u9700\u8981\u7684\u4e00\u5207\uff0c\u7136\u540e\u4e22\u5f03\u4e4b\u524d\u7684\u6240\u6709\u4e0a\u4e0b\u6587\u3002\u65e0\u8bba\u4efb\u52a1\u957f\u77ed\uff0c\u5185\u5b58\u4f7f\u7528\u91cf\u90fd\u4fdd\u6301\u4e0d\u53d8\u3002MEM1-7B \u8d85\u8fc7 Qwen2.5-14B<\/strong> 16 \u4e2a\u76ee\u6807\u4efb\u52a1\u3002\u8be5\u6a21\u578b\u5b66\u4f1a\u4e86\u5206\u522b\u8ddf\u8e2a\u5b50\u76ee\u6807\u3001\u8df3\u8fc7\u5df2\u89e3\u51b3\u7684\u95ee\u9898\u548c\u81ea\u6211\u7ea0\u6b63\u67e5\u8be2--\u6240\u6709\u8fd9\u4e9b\u90fd\u662f\u65b0\u51fa\u73b0\u7684\u884c\u4e3a\u3002.<\/p>\n

MemAgent<\/strong> \u5904\u7406\u6781\u7aef\u60c5\u51b5\uff1a\u4ee5\u7ebf\u6027\u590d\u6742\u5ea6\u5904\u7406\u4efb\u610f\u957f\u5ea6\u7684\u6587\u6863\u3002\u5728 32K \u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u540e\uff0c\u5b83\u53ef\u4ee5\u63a8\u65ad\u51fa 350 \u4e07\u4e2a\u6807\u8bb0\uff0c\u800c\u6027\u80fd\u635f\u5931\u4e0d\u5230 5%\u3002.<\/p>\n

\u6240\u6709\u7684\u6a21\u5f0f\u90fd\u662f\u5982\u6b64\uff1a \u8bad\u7ec3\u6709\u7d20\u7684\u5185\u5b58\u7ba1\u7406\u4f18\u4e8e\u672a\u7ecf\u8bad\u7ec3\u7684\u5185\u5b58\u7ba1\u7406\uff0c\u800c\u4e14\u5f80\u5f80\u4f18\u4e8e\u4f7f\u7528\u672a\u7ecf\u8bad\u7ec3\u7684\u5185\u5b58\u7684\u5927\u578b\u6a21\u578b<\/strong>.<\/p>\n

\u4f46\u662f\uff0c\u6559\u4ee3\u7406\u8bb0\u4f4f\u4ec0\u4e48\u53ea\u662f\u6545\u4e8b\u7684\u4e00\u534a\u3002\u5728\u672c\u6587\u7684\u4e0b\u4e00\u90e8\u5206\uff0c\u6211\u5c06\u6df1\u5165\u63a2\u8ba8\u4e00\u4e2a\u5b8c\u5168\u91cd\u6784\u95ee\u9898\u7684\u5e73\u884c\u53d1\u5c55\uff1a \u9012\u5f52\u8bed\u8a00\u6a21\u578b<\/strong>, \u8fd9\u4e9b\u7cfb\u7edf\u4e0d\u662f\u5c06\u4e0a\u4e0b\u6587\u4f5c\u4e3a\u68c0\u7d22\u5bf9\u8c61\uff0c\u800c\u662f\u4f5c\u4e3a\u5bfc\u822a\u5bf9\u8c61\u3002\u6211\u8fd8\u5c06\u7814\u7a76\u751f\u4ea7\u7cfb\u7edf\uff0c\u5982 OpenClaw<\/strong> \u5728\u57fa\u51c6\u4e4b\u5916\u8bc1\u660e\u8fd9\u4e9b\u60f3\u6cd5\u662f\u53ef\u884c\u7684\uff0c\u8fd9\u79cd\u878d\u5408\u5bf9\u4f01\u4e1a\u6269\u5c55\u610f\u5473\u7740\u4ec0\u4e48\uff0c\u4ee5\u53ca\u8fd8\u5b58\u5728\u54ea\u4e9b\u5dee\u8ddd\u3002\u89c4\u6a21\u5316\u7684\u4ee3\u7406\u4e0d\u4ec5\u80fd\u66f4\u597d\u5730\u8bb0\u5fc6\uff0c\u8fd8\u80fd\u77e5\u9053\u5982\u4f55\u627e\u5230\u5c1a\u672a\u8bb0\u5fc6\u7684\u5185\u5bb9\u3002.<\/p>","protected":false},"excerpt":{"rendered":"

\u5728\u8fc7\u53bb\u7684\u51e0\u4e2a\u6708\u91cc\uff0c\"\u540e\u5185\u5b58\u8bad\u7ec3 \"\u4e00\u76f4\u662f\u6211\u5173\u6ce8\u7684\u7126\u70b9\u3002\u5982\u679c\u4f60\u5173\u6ce8\u8fc7\u6211\u6700\u8fd1\u5173\u4e8e\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u5185\u5b58\u67b6\u6784\u7684\u6587\u7ae0\uff0c\u4ee5\u53ca\u53cd\u590d\u51fa\u73b0\u7684 \"\u4e3a\u4ec0\u4e48\u4ee3\u7406\u572850\u5c81\u4e4b\u540e\u4f1a\u9000\u5316 \"\u7684\u95ee\u9898\uff0c\u8fd9\u7bc7\u6587\u7ae0\u5c31\u662f\u8fd9\u4e9b\u7ebf\u7d22\u7684\u4ea4\u6c47\u70b9\u3002\u6700\u521d\u7684\u6a21\u5f0f\u975e\u5e38\u6e05\u6670\u3002\u516b\u4e2a\u72ec\u7acb\u7684\u7814\u7a76\u56e2\u961f\u5f97\u51fa\u4e86\u76f8\u540c\u7684\u7ed3\u8bba\uff1a\u505c\u6b62\u56f4\u7ed5\u6a21\u578b\u6784\u5efa\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u8bad\u7ec3\u6a21\u578b\u672c\u8eab\u5c06\u8bb0\u5fc6\u4f5c\u4e3a\u4e00\u79cd\u5b66\u4e60\u6280\u80fd\u6765\u7ba1\u7406\u3002\u8fd9\u79cd\u8d8b\u540c\u610f\u4e49\u91cd\u5927\u3002.<\/p>","protected":false},"featured_media":1103953,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[2995],"blog-language":[2991],"class_list":["post-1103952","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-ai-technology","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/1103952","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/1103953"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=1103952"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=1103952"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=1103952"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}