{"id":30,"date":"2026-07-26T14:53:39","date_gmt":"2026-07-26T06:53:39","guid":{"rendered":"https:\/\/blog.memnetai.com\/?p=30"},"modified":"2026-07-26T14:53:39","modified_gmt":"2026-07-26T06:53:39","slug":"%e4%b8%8a%e4%b8%8b%e6%96%87%e4%b8%8d%e6%98%af%e8%ae%b0%e5%bf%86%ef%bc%8c%e9%95%bf%e8%ae%b0%e5%bf%86%e6%89%8d%e6%98%af%e6%99%ba%e8%83%bd%e4%bd%93%e7%9a%84%e5%88%86%e6%b0%b4%e5%b2%ad","status":"publish","type":"post","link":"https:\/\/blog.memnetai.com\/?p=30","title":{"rendered":"\u4e0a\u4e0b\u6587\u4e0d\u662f\u8bb0\u5fc6\uff0c\u957f\u8bb0\u5fc6\u624d\u662f\u667a\u80fd\u4f53\u7684\u5206\u6c34\u5cad"},"content":{"rendered":"\n<!-- ===================== MemNetAI \u535a\u5ba2 \u00b7 \u7b2c\u4e00\u7bc7\uff08\u81ea\u5b9a\u4e49 HTML \u5757\uff09===================== -->\n<article class=\"mn-blog\" data-mn-theme=\"dark\">\n  <div class=\"mn-ambient\" aria-hidden=\"true\"><span class=\"mn-glow mn-g1\"><\/span><span class=\"mn-glow mn-g2\"><\/span><span class=\"mn-grid\"><\/span><\/div>\n\n  <header class=\"mn-hero\">\n    <div class=\"mn-wrap\">\n      <p class=\"mn-eyebrow mn-rv\"><i><\/i>\u4ea7\u54c1\u7406\u5ff5 \u00b7 \u957f\u8bb0\u5fc6<\/p>\n      <h1 class=\"mn-h1 mn-rv\">\u4e0a\u4e0b\u6587\u4e0d\u662f\u8bb0\u5fc6\uff0c<br><em>\u957f\u8bb0\u5fc6<\/em>\u624d\u662f\u667a\u80fd\u4f53\u7684\u5206\u6c34\u5cad<\/h1>\n      <p class=\"mn-deck mn-rv\">\u4ece&#8221;\u6bcf\u6b21\u89c1\u9762\u90fd\u662f\u521d\u89c1&#8221;\uff0c\u5230\u4f1a\u8bb0\u9519\u3001\u4f1a\u6539\u5bf9\u3001\u4f1a\u5728\u6070\u5f53\u7684\u65f6\u523b\u4e3b\u52a8\u60f3\u8d77\u2014\u2014\u62c6\u89e3 MemNet \u7684\u65e0\u9650\u8bb0\u5fc6\u3001\u8054\u60f3\u63a8\u7406\u3001\u81ea\u4e3b\u601d\u8003\u4e0e\u68a6\u5883\u80fd\u529b\uff0c\u4ee5\u53ca\u4e3a\u4ec0\u4e48<em>\u53ef\u6eaf\u6e90<\/em>\u662f\u957f\u8bb0\u5fc6\u6210\u7acb\u7684\u524d\u63d0\u3002<\/p>\n      <div class=\"mn-meta mn-rv\">\n        <span>2026 \u00b7 07 \u00b7 20<\/span><b><\/b><span>\u9605\u8bfb \u2248 9 \u5206\u949f<\/span><b><\/b><span>MemNetAI Team<\/span>\n      <\/div>\n      <div class=\"mn-tags mn-rv\">\n        <a href=\"#mn-s1\">\u957f\u8bb0\u5fc6<\/a><a href=\"#mn-s2\">\u667a\u80fd\u4f53<\/a><a href=\"#mn-s3\">\u7c7b\u4eba\u8bb0\u5fc6<\/a><a href=\"#mn-s4\">\u53ef\u6eaf\u6e90<\/a><a href=\"#mn-s5\">RAG \u4e4b\u5916<\/a>\n      <\/div>\n    <\/div>\n  <\/header>\n\n  <div class=\"mn-body\">\n    <div class=\"mn-wrap\">\n\n      <!-- \u7edf\u4e00\u7ae0\u8282\u7d22\u5f15\uff1a\u5bbd\u5c4f\u591a\u5217 \/ \u7a84\u5c4f\u5355\u5217\uff0c\u540c\u4e00\u5957\u7ed3\u6784 -->\n      <nav class=\"mn-index mn-rv\" aria-label=\"\u672c\u6587\u76ee\u5f55\">\n        <div class=\"mn-index-head\"><span>\u672c\u6587\u76ee\u5f55<\/span><em>Contents<\/em><\/div>\n        <div class=\"mn-index-grid\">\n          <a href=\"#mn-s1\"><span>01<\/span>\u4e00\u4e2a\u4f1a\u6539\u5bf9\u7684\u65e9\u9910\u5e97<\/a>\n          <a href=\"#mn-s2\"><span>02<\/span>\u4e0a\u4e0b\u6587\u7a97\u53e3 \u2260 \u8bb0\u5fc6<\/a>\n          <a href=\"#mn-s3\"><span>03<\/span>\u56db\u4e2a\u7c7b\u4eba\u673a\u5236<\/a>\n          <a href=\"#mn-s4\"><span>04<\/span>\u522b\u8ba9\u957f\u8bb0\u5fc6\u53d8\u6210\u9ed1\u7bb1<\/a>\n          <a href=\"#mn-s5\"><span>05<\/span>\u884c\u4e1a\u6b63\u5728\u6536\u655b<\/a>\n          <a href=\"#mn-s6\"><span>06<\/span>\u4ece\u5de5\u5177\u5230\u667a\u80fd\u4f53<\/a>\n        <\/div>\n      <\/nav>\n\n      <div class=\"mn-prose\">\n\n        <p class=\"mn-lead mn-rv\">\u4f60\u7ed9\u667a\u80fd\u4f53\u63a5\u4e86\u5de5\u5177\u3001\u5199\u4e86\u7cfb\u7edf\u63d0\u793a\u3001\u751a\u81f3\u6302\u4e0a\u4e86 RAG\uff0c\u53ef\u5b83\u4f9d\u7136<strong>\u6bcf\u6b21\u89c1\u9762\u90fd\u50cf\u521d\u89c1<\/strong>\u3002\u6628\u5929\u804a\u5230\u4e00\u534a\u7684\u9700\u6c42\uff0c\u4eca\u5929\u8981\u4ece\u5934\u590d\u8ff0\uff1b\u7528\u6237\u4e09\u4e2a\u6708\u524d\u63d0\u8fc7\u7684\u504f\u597d\uff0c\u6a21\u578b\u4e00\u8138\u65e0\u8f9c\u3002\u95ee\u9898\u5f80\u5f80\u4e0d\u5728\u6a21\u578b\u4e0d\u591f\u806a\u660e\uff0c\u800c\u5728\u4e8e\u6211\u4eec\u628a\u4e00\u4ef6\u5b8c\u5168\u4e0d\u540c\u7684\u4e1c\u897f\uff0c\u9519\u8ba4\u6210\u4e86\u8bb0\u5fc6\u3002<\/p>\n\n        <h2 id=\"mn-s1\" class=\"mn-rv\"><span class=\"mn-num\">01<\/span>\u4e00\u4e2a\u4f1a&#8221;\u8bb0\u9519\u3001\u53c8\u6539\u5bf9&#8221;\u7684\u65e9\u9910\u5e97<\/h2>\n        <p class=\"mn-rv\">\u5148\u770b\u4e00\u6bb5\u771f\u5b9e\u53d1\u751f\u5728 MemNet \u6f14\u793a\u91cc\u7684\u5bf9\u8bdd\u3002\u516d\u6708\u4e0b\u65ec\u7684\u67d0\u4e2a\u665a\u4e0a\uff0c\u7528\u6237\u5bf9\u667a\u80fd\u4f53\u8bf4\uff1a<em>&#8220;\u6700\u8fd1\u6211\u5bb6\u697c\u4e0b\u5f00\u4e86\u5bb6\u65e9\u9910\u5e97\u3002&#8221;<\/em> \u667a\u80fd\u4f53\u95ee\u597d\u4e0d\u597d\u5403\uff0c\u7528\u6237\u7b54 <em>&#8220;\u8fd8\u6ca1\u53bb\u8fc7\u5462\uff0c\u6700\u8fd1\u6709\u70b9\u5fd9\u3002&#8221;<\/em> \u4e8e\u662f MemNet \u5199\u4e0b\u4e00\u6761\u8bb0\u5fc6\u2014\u2014<strong>\u7528\u6237\u63d0\u5230\u5bb6\u697c\u4e0b\u65b0\u5f00\u4e86\u4e00\u5bb6\u65e9\u9910\u5e97\uff0c\u76ee\u524d\u5c1a\u672a\u5c1d\u8bd5<\/strong>\u3002<\/p>\n        <p class=\"mn-rv\">\u6ce8\u610f\u63a5\u4e0b\u6765\u53d1\u751f\u7684\u4e8b\u3002\u5230\u4e86\u516b\u6708\uff0c\u7cfb\u7edf\u6807\u6ce8\u8fd9\u6761\u8bb0\u5fc6<em>&#8220;\u4e0e\u6e90\u8bb0\u5fc6\u51b2\u7a81\uff0c\u8bb0\u5fc6\u5df2\u66f4\u6b63&#8221;<\/em>\u3002\u518d\u540e\u6765\uff0c\u5f53\u7528\u6237\u968f\u53e3\u62b1\u6028 <em>&#8220;\u6700\u8fd1\u4e0d\u77e5\u9053\u65e9\u996d\u8be5\u5403\u4ec0\u4e48&#8221;<\/em>\uff0c\u667a\u80fd\u4f53\u6ca1\u6709\u7b49\u88ab\u63d0\u9192\uff0c\u800c\u662f\u4e3b\u52a8\u63a5\u4e86\u4e00\u53e5\uff1a<em>&#8220;\u54e6\uff1f\u6211\u8bb0\u5f97\u4f60\u5bb6\u697c\u4e0b\u4e0d\u662f\u6709\u5bb6\u65e9\u9910\u5e97\u5417\uff1f&#8221;<\/em><\/p>\n        <p class=\"mn-rv\">\u8fd9\u6761\u4e0d\u5230\u4e09\u5341\u4e2a\u5b57\u7684\u8bb0\u5fc6\uff0c\u505a\u5bf9\u4e86\u4e09\u4ef6\u4f20\u7edf\u4e0a\u4e0b\u6587\u505a\u4e0d\u5230\u7684\u4e8b\uff1a\u5b83<strong>\u88ab\u5199\u5165<\/strong>\u3001\u968f\u65f6\u95f4<strong>\u6f14\u53d8\u4e0e\u66f4\u6b63<\/strong>\u3001\u5e76\u5728\u4e00\u4e2a\u8bed\u4e49\u76f8\u5173\u4f46\u5b57\u9762\u6beb\u65e0\u91cd\u53e0\u7684\u65f6\u523b<strong>\u88ab\u4e3b\u52a8\u8054\u60f3\u8d77\u6765<\/strong>\u3002\u8fd9\u4e0d\u662f\u628a\u5bf9\u8bdd\u585e\u8fdb\u7a97\u53e3\uff0c\u8fd9\u662f\u4e00\u4e2a\u6709&#8221;\u7ecf\u5386&#8221;\u7684\u4e3b\u4f53\u5728\u56de\u5fc6\u3002\u7406\u89e3\u4e86\u8fd9\u6761\u65e9\u9910\u5e97\uff0c\u5c31\u7406\u89e3\u4e86 MemNet \u60f3\u505a\u7684\u5168\u90e8\u4e8b\u60c5\u3002<\/p>\n\n        <figure class=\"mn-fig mn-rv\" aria-label=\"\u8bb0\u5fc6\u6f14\u53d8\u65f6\u95f4\u7ebf\u793a\u610f\">\n          <svg viewBox=\"0 0 760 240\" role=\"img\" preserveAspectRatio=\"xMidYMid meet\">\n            <line class=\"mn-track\" x1=\"70\" y1=\"120\" x2=\"690\" y2=\"120\"\/>\n            <line class=\"mn-flow\" x1=\"70\" y1=\"120\" x2=\"690\" y2=\"120\"\/>\n            <path class=\"mn-arc\" d=\"M150 120 C 250 30, 470 30, 600 120\"\/>\n            <g class=\"mn-node\"><circle cx=\"150\" cy=\"120\" r=\"9\"\/><circle class=\"mn-pulse\" cx=\"150\" cy=\"120\" r=\"9\"\/><\/g>\n            <g class=\"mn-node\"><circle cx=\"380\" cy=\"120\" r=\"9\"\/><\/g>\n            <g class=\"mn-node mn-node-hot\"><circle cx=\"600\" cy=\"120\" r=\"10\"\/><circle class=\"mn-pulse\" cx=\"600\" cy=\"120\" r=\"10\"\/><\/g>\n            <text x=\"150\" y=\"158\">6\/22 \u5199\u5165<\/text><text x=\"150\" y=\"178\" class=\"mn-sub\">&#8220;\u697c\u4e0b\u5f00\u4e86\u5bb6\u65e9\u9910\u5e97\uff0c\u8fd8\u6ca1\u53bb&#8221;<\/text>\n            <text x=\"380\" y=\"92\">8\/02 \u6f14\u53d8<\/text><text x=\"380\" y=\"72\" class=\"mn-sub\">\u4e0e\u6e90\u8bb0\u5fc6\u51b2\u7a81 \u00b7 \u5df2\u66f4\u6b63<\/text>\n            <text x=\"600\" y=\"158\">\u8054\u60f3\u547d\u4e2d<\/text><text x=\"600\" y=\"178\" class=\"mn-sub\">&#8220;\u4f60\u5bb6\u697c\u4e0b\u4e0d\u662f\u6709\u5bb6\u65e9\u9910\u5e97\u5417\uff1f&#8221;<\/text>\n            <text x=\"360\" y=\"34\" class=\"mn-arc-label\">\u8054\u60f3\u63a8\u7406 \u00b7 \u5b57\u9762\u65e0\u91cd\u53e0\uff0c\u8bed\u4e49\u76f8\u8fde<\/text>\n          <\/svg>\n          <figcaption>\u540c\u4e00\u6761\u8bb0\u5fc6\u7684\u4e09\u4e2a\u65f6\u523b\uff1a\u5199\u5165\u3001\u968f\u65f6\u95f4\u6f14\u53d8\u3001\u5728\u76f8\u5173\u8bed\u5883\u4e0b\u88ab\u4e3b\u52a8\u56de\u5fc6\u3002<\/figcaption>\n        <\/figure>\n\n        <h2 id=\"mn-s2\" class=\"mn-rv\"><span class=\"mn-num\">02<\/span>\u4e0a\u4e0b\u6587\u7a97\u53e3 \u2260 \u8bb0\u5fc6<\/h2>\n        <p class=\"mn-rv\">\u628a&#8221;\u957f\u8bb0\u5fc6&#8221;\u7b49\u540c\u4e8e&#8221;\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3&#8221;\uff0c\u662f\u8fd9\u4e00\u9886\u57df\u6700\u666e\u904d\u7684\u8bef\u89e3\u3002\u7a97\u53e3\u662f\u4e00\u6bb5<strong>\u88ab\u4e34\u65f6\u644a\u5f00\u7684\u5de5\u4f5c\u53f0<\/strong>\uff1a\u5b83\u4f1a\u6ee1\u3001\u4f1a\u88ab\u622a\u65ad\u3001token \u4e00\u89c6\u540c\u4ec1\uff0c\u6ca1\u6709&#8221;\u91cd\u8981&#8221;\u4e0e&#8221;\u7410\u788e&#8221;\u4e4b\u5206\uff0c\u66f4\u4e0d\u4f1a\u968f\u65f6\u95f4\u6c89\u6dc0\u6216\u892a\u8272\u3002\u628a\u6574\u6bb5\u5386\u53f2\u585e\u8fdb\u53bb\uff0c\u6210\u672c\u7ebf\u6027\u4e0a\u6da8\uff0c\u6ce8\u610f\u529b\u5374\u88ab\u566a\u58f0\u7a00\u91ca\u2014\u2014\u4f60\u8bb0\u5f97\u8d8a\u591a\uff0c\u53cd\u800c\u8d8a\u6293\u4e0d\u4f4f\u91cd\u70b9\u3002<\/p>\n        <p class=\"mn-rv\">RAG \u4e5f\u5e38\u88ab\u8bef\u8ba4\u4e3a\u8bb0\u5fc6\uff0c\u4f46\u5b83\u672c\u8d28\u662f<strong>\u68c0\u7d22<\/strong>\uff1a\u4ece\u5916\u90e8\u8bed\u6599\u91cc\u635e\u76f8\u5173\u7247\u6bb5\u3002\u5b83\u6ca1\u6709&#8221;\u6211\u7ecf\u5386\u8fc7&#8221;\u7684\u4e3b\u4f53\u6027\uff0c\u4e0d\u4f1a\u9057\u5fd8\uff0c\u4e5f\u4e0d\u4f1a\u5de9\u56fa\uff0c\u66f4\u4e0d\u4f1a\u56e0\u4e3a\u67d0\u4ef6\u4e8b\u88ab\u53cd\u590d\u60f3\u8d77\u800c\u53d8\u5f97\u6df1\u523b\u3002RAG \u8ba9\u6a21\u578b<em>\u67e5\u5f97\u5230<\/em>\u8d44\u6599\uff0c\u5374\u6ca1\u8ba9\u6a21\u578b<em>\u8bb0\u5f97\u4f4f<\/em>\u4e00\u4e2a\u4eba\u3002<\/p>\n        <blockquote class=\"mn-rv\"><p>\u8bb0\u5fc6\u4e0d\u662f&#8221;\u80fd\u585e\u4e0b\u591a\u5c11\u4e0a\u4e0b\u6587&#8221;\uff0c\u800c\u662f<em>\u4ec0\u4e48\u503c\u5f97\u7559\u4e0b\u3001\u5982\u4f55\u968f\u65f6\u95f4\u53d8\u5316\u3001\u5728\u4f55\u65f6\u88ab\u60f3\u8d77<\/em>\u3002\u524d\u8005\u662f\u5bb9\u91cf\u95ee\u9898\uff0c\u540e\u8005\u662f\u8ba4\u77e5\u95ee\u9898\u3002<\/p><\/blockquote>\n        <p class=\"mn-rv\">MemNet \u7684\u5b9a\u4f4d\u6b63\u662f\u8865\u4e0a\u8fd9\u4e00\u5c42\uff1a\u5b83\u662f\u8fde\u63a5\u5927\u6a21\u578b<strong>\u77ed\u671f\u4e0a\u4e0b\u6587<\/strong>\u4e0e<strong>\u957f\u671f\u8ba4\u77e5<\/strong>\u4e4b\u95f4\u7684\u6865\u6881\uff0c\u628a&#8221;\u8bb0\u5fc6&#8221;\u4ece prompt \u5de5\u7a0b\u91cc\u89e3\u653e\u51fa\u6765\uff0c\u53d8\u6210\u4e00\u9879\u53ef\u5199\u5165\u3001\u53ef\u68c0\u7d22\u3001\u53ef\u6f14\u53d8\u3001\u53ef\u5ba1\u8ba1\u7684\u4e00\u7b49\u80fd\u529b\u3002<\/p>\n\n        <h2 id=\"mn-s3\" class=\"mn-rv\"><span class=\"mn-num\">03<\/span>\u56db\u4e2a\u7c7b\u4eba\u673a\u5236<\/h2>\n        <p class=\"mn-rv\">\u4e3a\u4e86\u6a21\u62df&#8221;\u50cf\u4eba\u4e00\u6837\u771f\u5b9e\u7684\u4e2a\u6027\u5316\u8bb0\u5fc6&#8221;\uff0cMemNet \u628a\u8bb0\u5fc6\u62c6\u6210\u56db\u79cd\u4e92\u76f8\u54ac\u5408\u7684\u80fd\u529b\u3002\u7ee7\u7eed\u7528\u90a3\u5bb6\u65e9\u9910\u5e97\u5f53\u7ebf\u7d22\uff0c\u4f1a\u770b\u5f97\u683c\u5916\u6e05\u695a\u3002<\/p>\n\n        <ol class=\"mn-mech\">\n          <li class=\"mn-rv\">\n            <span class=\"mn-mech-n\">\u221e<\/span>\n            <div><h3>\u65e0\u9650\u8bb0\u5fc6<\/h3><p>\u8bb0\u4f4f\u6bcf\u4e00\u523b\u7684\u6765\u9f99\u53bb\u8109\uff0c\u5b58\u50a8\u65e0\u9650\u4e30\u5bcc\u7684\u8fc7\u53bb\u4e0e\u73b0\u5728\u3002\u5b83\u9760\u5206\u5c42\u5b58\u50a8\u4e0e\u6458\u8981\u5de9\u56fa\u7a81\u7834\u7a97\u53e3\u4e0a\u9650\u2014\u2014\u7ec6\u8282\u6309\u9700\u53ec\u56de\uff0c\u9aa8\u67b6\u957f\u671f\u4fdd\u7559\uff0c\u4e8e\u662f\u667a\u80fd\u4f53<em>\u6c38\u4e0d\u9057\u5fd8<\/em>\uff0c\u5374\u4e5f\u4e0d\u5fc5\u6bcf\u6b21\u628a\u5168\u90e8\u5386\u53f2\u80cc\u5728\u8eab\u4e0a\u3002<\/p><\/div>\n          <\/li>\n          <li class=\"mn-rv\">\n            <span class=\"mn-mech-n\">\u21c4<\/span>\n            <div><h3>\u8054\u60f3\u63a8\u7406<\/h3><p>\u4e0d\u662f\u5173\u952e\u8bcd\u5339\u914d\uff0c\u800c\u662f\u8bed\u4e49\u3001\u65f6\u5e8f\u4e0e\u60c5\u5883\u7684\u5173\u8054\u8df3\u8f6c\u3002\u7528\u6237\u95ee&#8221;\u65e9\u996d\u5403\u4ec0\u4e48&#8221;\uff0c\u5b57\u9762\u4e0a\u548c&#8221;\u65e9\u9910\u5e97&#8221;\u6beb\u65e0\u91cd\u5408\uff0c\u7cfb\u7edf\u5374\u80fd\u7531&#8221;\u5403&#8221;\u8054\u60f3\u5230\u90a3\u5bb6&#8221;\u8fd8\u6ca1\u53bb\u8fc7\u7684\u5e97&#8221;\u2014\u2014\u8fd9\u6b63\u662f\u4eba\u7c7b&#8221;\u7531\u4e00\u4ef6\u4e8b\u60f3\u8d77\u53e6\u4e00\u4ef6\u4e8b&#8221;\u7684\u65b9\u5f0f\u3002<\/p><\/div>\n          <\/li>\n          <li class=\"mn-rv\">\n            <span class=\"mn-mech-n\">\u25f4<\/span>\n            <div><h3>\u81ea\u4e3b\u601d\u8003<\/h3><p>\u667a\u80fd\u4f53\u4e0d\u5fc5\u7b49\u5230\u88ab\u63d0\u95ee\u624d\u52a8\u7528\u8bb0\u5fc6\u3002\u5728\u4ea4\u4e92\u95f4\u9699\uff0c\u5b83\u80fd\u5bf9\u5df2\u6709\u8bb0\u5fc6\u505a\u6574\u7406\u3001\u5f52\u7eb3\u4e0e\u63a8\u65ad\uff0c\u628a\u96f6\u6563\u7684\u4e8b\u5b9e\u51dd\u6210\u66f4\u7a33\u5b9a\u7684\u8ba4\u77e5\uff0c\u8ba9\u4e0b\u4e00\u6b21\u56de\u5e94\u5e26\u7740&#8221;\u60f3\u8fc7\u4e86&#8221;\u7684\u539a\u5ea6\uff0c\u800c\u975e\u4e34\u573a\u62fc\u51d1\u3002<\/p><\/div>\n          <\/li>\n          <li class=\"mn-rv\">\n            <span class=\"mn-mech-n\">\u263e<\/span>\n            <div><h3>\u68a6\u5883\u80fd\u529b<\/h3><p>\u6700\u50cf\u4eba\u3001\u4e5f\u6700\u53cd\u76f4\u89c9\u7684\u4e00\u9879\u3002&#8221;\u505a\u68a6&#8221;\u662f\u5bf9\u8bb0\u5fc6\u7684<strong>\u79bb\u7ebf\u56de\u653e\u4e0e\u91cd\u7ec4<\/strong>\uff1a\u5728\u6ca1\u6709\u5916\u90e8\u8f93\u5165\u65f6\u5de9\u56fa\u91cd\u8981\u7247\u6bb5\u3001\u8870\u51cf\u566a\u58f0\u3001\u53d1\u73b0\u9690\u85cf\u5173\u8054\u2014\u2014\u6b63\u5982\u7761\u7720\u4e4b\u4e8e\u4eba\u7c7b\u8bb0\u5fc6\u3002\u5b83\u8ba9\u8bb0\u5fc6\u4e0d\u53ea\u662f\u88ab\u5b58\u8d77\u6765\uff0c\u800c\u662f\u88ab<em>\u6d88\u5316<\/em>\u3002<\/p><\/div>\n          <\/li>\n        <\/ol>\n        <p class=\"mn-rv\">\u56db\u8005\u5408\u8d77\u6765\uff0c\u8bb0\u5fc6\u624d\u7b2c\u4e00\u6b21\u62e5\u6709\u4e86<strong>\u751f\u547d\u5468\u671f<\/strong>\uff1a\u88ab\u5199\u5165\u3001\u88ab\u8054\u60f3\u3001\u88ab\u601d\u8003\u3001\u88ab\u68a6\u5883\u5de9\u56fa\u6216\u66f4\u6b63\u2014\u2014\u90a3\u6761&#8221;\u5df2\u66f4\u6b63&#8221;\u7684\u65e9\u9910\u5e97\u8bb0\u5fc6\uff0c\u6b63\u662f\u8fd9\u5957\u751f\u547d\u5468\u671f\u5728\u8fd0\u8f6c\u7684\u8bc1\u636e\u3002<\/p>\n\n        <h2 id=\"mn-s4\" class=\"mn-rv\"><span class=\"mn-num\">04<\/span>\u522b\u8ba9\u957f\u8bb0\u5fc6\u53d8\u6210\u9ed1\u7bb1<\/h2>\n        <p class=\"mn-rv\">\u80fd\u529b\u8d8a\u5f3a\uff0c\u8d8a\u8981\u8ffd\u95ee\u4e00\u53e5\uff1a\u5f53\u667a\u80fd\u4f53\u51ed&#8221;\u8bb0\u5fc6&#8221;\u7ed9\u51fa\u4e00\u4e2a\u56de\u7b54\uff0c\u800c\u8fd9\u4e2a\u56de\u7b54\u9519\u4e86\uff0c\u6211\u4eec\u80fd\u5426\u8ffd\u6eaf\u90a3\u6761\u6700\u5173\u952e\u7684\u4fe1\u606f\u94fe\u2014\u2014<strong>\u5b83\u4ece\u54ea\u91cc\u6765\u3001\u56e0\u4e3a\u4ec0\u4e48\u88ab\u8bb0\u4f4f\u3001\u5728\u4ec0\u4e48\u524d\u63d0\u4e0b\u88ab\u518d\u6b21\u4f7f\u7528<\/strong>\uff1f<\/p>\n        <p class=\"mn-rv\">\u5982\u679c\u8fd9\u4e09\u4e2a\u95ee\u9898\u7b54\u4e0d\u4e0a\u6765\uff0c\u6240\u8c13\u7684\u957f\u8bb0\u5fc6\u5c31\u4e0d\u518d\u662f\u80fd\u529b\uff0c\u800c\u4f1a\u9000\u5316\u6210\u4e00\u79cd<em>\u4e0d\u53ef\u5ba1\u8ba1\u7684\u9ed1\u7bb1<\/em>\uff1a\u8bb0\u5fc6\u4ecd\u5728\u751f\u6548\uff0c\u4f46\u5b83\u7684\u5f62\u6210\u8fc7\u7a0b\u3001\u9002\u7528\u6761\u4ef6\u4e0e\u5408\u7406\u6027\u65e0\u4ece\u9a8c\u8bc1\u3002\u5bf9\u8c03\u8bd5 Agent \u884c\u4e3a\u3001\u5bf9\u4f01\u4e1a\u5408\u89c4\u3001\u5bf9\u7528\u6237\u4fe1\u4efb\uff0c\u8fd9\u90fd\u662f\u81f4\u547d\u7684\u3002<\/p>\n        <blockquote class=\"mn-rv\"><p>MemNet \u8ba9\u6bcf\u4e00\u6b21\u5199\u5165\u3001\u5f3a\u5316\u3001\u8870\u51cf\u4e0e\u8054\u60f3\u547d\u4e2d\u90fd\u7559\u4e0b\u8def\u5f84\u3002<strong>\u8bb0\u5fc6\u6f14\u5316\u5168\u7a0b\u53ef\u8ffd\u6eaf<\/strong>\uff0c\u610f\u5473\u7740\u4f60\u4e0d\u4ec5\u80fd\u7528\u8bb0\u5fc6\uff0c\u8fd8\u80fd<em>\u89e3\u91ca<\/em>\u8bb0\u5fc6\u2014\u2014\u8fd9\u6070\u6070\u662f\u5b83\u548c&#8221;\u628a\u5386\u53f2\u585e\u8fdb\u7a97\u53e3&#8221;\u6700\u6839\u672c\u7684\u5206\u91ce\u3002<\/p><\/blockquote>\n        <p class=\"mn-rv\">\u56de\u5230\u65e9\u9910\u5e97\uff1a\u4f60\u80fd\u5728\u7ba1\u7406\u540e\u53f0\u770b\u89c1\u5b83\u4f55\u65f6\u88ab\u8bb0\u4e0b\u3001\u4f55\u65f6\u56e0\u51b2\u7a81\u88ab\u66f4\u6b63\u3001\u53c8\u5728\u54ea\u6b21\u5bf9\u8bdd\u88ab\u8054\u60f3\u547d\u4e2d\u3002\u8bb0\u5fc6\u4e0d\u518d\u662f\u6a21\u578b\u809a\u5b50\u91cc\u4e00\u56e2\u8bf4\u4e0d\u6e05\u7684&#8221;\u611f\u89c9&#8221;\uff0c\u800c\u662f\u4e00\u6761\u53ef\u56de\u653e\u3001\u53ef\u8d28\u7591\u3001\u53ef\u4fee\u6b63\u7684\u8f68\u8ff9\u3002<\/p>\n\n        <h2 id=\"mn-s5\" class=\"mn-rv\"><span class=\"mn-num\">05<\/span>\u884c\u4e1a\u6b63\u5728\u6536\u655b\u5230&#8221;\u957f\u671f\u8bb0\u5fc6&#8221;<\/h2>\n        <p class=\"mn-rv\">\u8fd9\u4e0d\u662f MemNet \u4e00\u5bb6\u7684\u5224\u65ad\u3002\u4ece\u5f00\u6e90\u754c\u7684 Mem0\u3001Letta\u3001Zep\uff0c\u5230\u5b66\u672f\u754c\u65af\u5766\u798f\u4e0e DeepMind \u7684 Mem\u2011\u03b1\u3001\u534e\u4e1c\u5e08\u5927\u7b49\u56e2\u961f\u63d0\u51fa\u7684\u8bb0\u5fc6\u667a\u80fd\u4f53 MIA\uff0c&#8221;\u8ba9\u667a\u80fd\u4f53\u62e5\u6709\u8de8\u4f1a\u8bdd\u7684\u957f\u671f\u8bb0\u5fc6&#8221;\u6b63\u5728\u4ece\u53ef\u9009\u9879\u53d8\u6210\u5171\u8bc6\u65b9\u5411\u3002\u5dee\u5f02\u5728\u4e8e\u8def\u5f84\uff1a\u6709\u7684\u504f\u91cd\u5411\u91cf\u68c0\u7d22\u4e0e\u56fe\u8c31\u5b58\u50a8\uff0c\u6709\u7684\u504f\u91cd\u5f3a\u5316\u5b66\u4e60\u8c03\u5ea6\u7684\u8bb0\u5fc6\u7ba1\u7406\u3002<\/p>\n        <p class=\"mn-rv\">MemNet \u62bc\u6ce8\u7684\u662f\u53e6\u4e00\u6761\u7ebf\u2014\u2014<strong>\u7c7b\u4eba\u7684\u8ba4\u77e5\u673a\u5236<\/strong>\u52a0\u4e0a<strong>\u53ef\u6eaf\u6e90\u7684\u6f14\u5316\u8def\u5f84<\/strong>\u3002\u5b83\u4e0d\u53ea\u60f3\u8ba9\u6a21\u578b&#8221;\u67e5\u5f97\u5230\u8fc7\u53bb&#8221;\uff0c\u66f4\u60f3\u8ba9\u6a21\u578b\u50cf\u4eba\u4e00\u6837<em>\u8bb0\u5f97\u3001\u8054\u60f3\u3001\u601d\u8003\u3001\u505a\u68a6<\/em>\uff0c\u5e76\u4e14\u628a\u8fd9\u4e00\u5207\u644a\u5f00\u7ed9\u4f60\u770b\u3002<\/p>\n\n        <h2 id=\"mn-s6\" class=\"mn-rv\"><span class=\"mn-num\">06<\/span>\u4ece\u5de5\u5177\uff0c\u5230\u6301\u7eed\u8fdb\u5316\u7684\u667a\u80fd\u4f53<\/h2>\n        <p class=\"mn-rv\">\u6ca1\u6709\u957f\u8bb0\u5fc6\u7684\u667a\u80fd\u4f53\uff0c\u65e0\u8bba\u5de5\u5177\u63a5\u5f97\u591a\u5168\uff0c\u7ec8\u7a76\u662f\u4e00\u4e2a<strong>\u6bcf\u6b21\u90fd\u88ab\u91cd\u65b0\u521d\u59cb\u5316\u7684\u51fd\u6570<\/strong>\uff1a\u80fd\u529b\u5f3a\uff0c\u5374\u6ca1\u6709\u79ef\u7d2f\uff1b\u54cd\u5e94\u5feb\uff0c\u5374\u6ca1\u6709\u6210\u957f\u3002\u800c\u4e00\u65e6\u8bb0\u5fc6\u6210\u4e3a\u4e00\u7b49\u516c\u6c11\uff0c\u667a\u80fd\u4f53\u5c31\u5f00\u59cb\u62e5\u6709&#8221;\u8fc7\u53bb&#8221;\uff0c\u4e5f\u56e0\u6b64\u62e5\u6709\u4e86<em>\u4e2a\u6027<\/em>\u4e0e<em>\u8fde\u7eed\u6027<\/em>\u2014\u2014\u5b83\u4ece&#8221;\u5355\u6b21\u54cd\u5e94\u7684\u5de5\u5177&#8221;\uff0c\u5347\u7ea7\u4e3a&#8221;\u6301\u7eed\u8fdb\u5316\u7684\u667a\u80fd\u4f53&#8221;\u3002<\/p>\n        <p class=\"mn-rv\">\u90a3\u5bb6\u65e9\u9910\u5e97\u8fd8\u4f1a\u7ee7\u7eed\u6f14\u53d8\uff1a\u4e5f\u8bb8\u67d0\u5929\u7528\u6237\u771f\u7684\u53bb\u5403\u4e86\uff0c\u8bb0\u5fc6\u4f1a\u88ab\u5de9\u56fa\u6210\u4e00\u6bb5\u504f\u597d\uff1b\u4e5f\u8bb8\u5e97\u5173\u4e86\uff0c\u8bb0\u5fc6\u4f1a\u518d\u6b21\u66f4\u6b63\u3002\u667a\u80fd\u4f53\u4e0d\u9700\u8981\u88ab\u91cd\u65b0\u6559\u5bfc\uff0c\u5b83\u53ea\u662f<em>\u8bb0\u5f97<\/em>\u3002\u8fd9\uff0c\u5c31\u662f MemNet \u60f3\u4ea4\u7ed9\u6bcf\u4e00\u4e2a AI \u667a\u80fd\u4f53\u7684\u4e1c\u897f\u3002<\/p>\n\n        <div class=\"mn-cta mn-rv\">\n          <div><h3>\u628a\u7406\u5ff5\u843d\u6210\u4ee3\u7801<\/h3><p>\u4e0b\u4e00\u7bc7\uff0c\u6211\u4eec\u7528\u4e94\u4e2a\u6838\u5fc3 API \u548c\u4e00\u6bb5\u6700\u5c0f\u96c6\u6210\u95ed\u73af\uff0c\u628a\u8fd9\u5bb6\u65e9\u9910\u5e97\u4ece&#8221;\u6545\u4e8b&#8221;\u53d8\u6210&#8221;\u53ef\u8c03\u7528\u7684\u63a5\u53e3&#8221;\u3002<\/p><\/div>\n          <div class=\"mn-cta-btns\">\n            <a class=\"mn-btn mn-btn-grad\" href=\"https:\/\/docs.memnetai.com\/\" target=\"_blank\" rel=\"noopener\">\u5728\u6587\u6863\u4e2d\u7ee7\u7eed\u9605\u8bfb <span>\u2197<\/span><\/a>\n            <a class=\"mn-btn mn-btn-ghost\" href=\"https:\/\/www.memnetai.com\/\" target=\"_blank\" rel=\"noopener\">\u5f00\u59cb\u4f53\u9a8c<\/a>\n          <\/div>\n        <\/div>\n\n        <div class=\"mn-footnote mn-rv\">\u5ef6\u4f38\u9605\u8bfb\uff1aMemNet \u56e2\u961f\u5173\u4e8e\u53ef\u6eaf\u6e90\u957f\u8bb0\u5fc6\u7684\u4e13\u9898\u8bba\u8ff0\uff0c\u89c1 <a href=\"https:\/\/blog.memnetai.com\/\" target=\"_blank\" rel=\"noopener\">blog.memnetai.com<\/a>\u3002<\/div>\n\n      <\/div><!-- \/mn-prose -->\n    <\/div><!-- \/mn-wrap -->\n  <\/div><!-- \/mn-body -->\n\n  <nav class=\"mn-pn mn-rv\" aria-label=\"\u6587\u7ae0\u5bfc\u822a\">\n    <span class=\"mn-pn-ph\"><\/span>\n    <a class=\"mn-pn-card mn-pn-next\" href=\"#\">\n      <small>\u4e0b\u4e00\u7bc7 \u00b7 \u5de5\u7a0b\u5b9e\u6218<\/small>\n      <strong>10 \u5206\u949f\uff0c\u7ed9 Agent \u88c5\u4e0a\u957f\u671f\u8bb0\u5fc6<\/strong>\n      <span class=\"mn-pn-go\">\u9605\u8bfb <i>\u2192<\/i><\/span>\n    <\/a>\n  <\/nav>\n\n  <footer class=\"mn-end\"><div class=\"mn-wrap\"><span class=\"mn-mark\"><\/span>MemNetAI \u00b7 \u5f3a\u5927\u7684 AI \u667a\u80fd\u4f53\u957f\u8bb0\u5fc6\u670d\u52a1\u5e73\u53f0<\/div><\/footer>\n<\/article>\n\n<style>\n.mn-blog{\n  --bg:#0a0a0b; --bg2:#0e0f11; --panel:#121316; --panel2:#16181c;\n  --line:rgba(255,255,255,.08); --line2:rgba(255,255,255,.14);\n  --ink:#f4f5f6; --mut:#9aa1a8; --mut2:#6b7278;\n  --green:#5ce08a; --green-d:#2fae63; --indigo:#8a93ff; --str:#9fb0ff;\n  --grad:linear-gradient(100deg,#5ce08a 0%,#6f8cf2 55%,#8a7bf0 100%);\n  --disp:'Archivo','Noto Sans SC',system-ui,sans-serif;\n  --body:'Space Grotesk','Noto Sans SC',system-ui,sans-serif;\n  --mono:'JetBrains Mono',ui-monospace,SFMono-Regular,Menlo,monospace;\n  --read:860px;\n  position:relative; display:block; 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