{"id":32,"date":"2026-07-26T14:54:34","date_gmt":"2026-07-26T06:54:34","guid":{"rendered":"https:\/\/blog.memnetai.com\/?p=32"},"modified":"2026-07-26T14:54:34","modified_gmt":"2026-07-26T06:54:34","slug":"10-%e5%88%86%e9%92%9f%ef%bc%8c%e7%bb%99-agent-%e8%a3%85%e4%b8%8a%e9%95%bf%e6%9c%9f%e8%ae%b0%e5%bf%86","status":"publish","type":"post","link":"https:\/\/blog.memnetai.com\/?p=32","title":{"rendered":"10 \u5206\u949f\uff0c\u7ed9 Agent \u88c5\u4e0a\u957f\u671f\u8bb0\u5fc6"},"content":{"rendered":"\n<!-- ===================== MemNetAI \u535a\u5ba2 \u00b7 \u7b2c\u4e8c\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>\u5de5\u7a0b\u5b9e\u6218 \u00b7 \u5f00\u53d1\u8005<\/p>\n      <h1 class=\"mn-h1 mn-rv\">10 \u5206\u949f\uff0c\u7ed9 Agent \u88c5\u4e0a<br><em>\u957f\u671f\u8bb0\u5fc6<\/em><\/h1>\n      <p class=\"mn-deck mn-rv\"><em>\u8bb0\u5fc6 \/ \u56de\u5fc6 \/ \u601d\u8003 \/ \u505a\u68a6 \/ \u6dfb\u52a0\u5e38\u8bc6<\/em>\u2014\u2014\u4e94\u4e2a\u6838\u5fc3 API \u5404\u7ba1\u4ec0\u4e48\uff0c\u4efb\u52a1\u7ba1\u7406 API \u5982\u4f55\u628a\u8017\u65f6\u64cd\u4f5c\u5f02\u6b65\u5316\uff0c\u9644 Python \u4e0e Java \u7684\u6700\u5c0f\u96c6\u6210\u95ed\u73af\uff0c\u5e76\u7528\u90a3\u5bb6&#8221;\u65e9\u9910\u5e97&#8221;\u628a\u6574\u6761\u8bb0\u5fc6\u751f\u547d\u5468\u671f\u8dd1\u4e00\u904d\u3002<\/p>\n      <div class=\"mn-meta mn-rv\">\n        <span>2026 \u00b7 07 \u00b7 24<\/span><b><\/b><span>\u9605\u8bfb \u2248 12 \u5206\u949f<\/span><b><\/b><span>MemNetAI Team<\/span>\n      <\/div>\n      <div class=\"mn-tags mn-rv\">\n        <a href=\"#mn-t1\">API \u5168\u666f<\/a><a href=\"#mn-t3\">Python<\/a><a href=\"#mn-t3\">Java<\/a><a href=\"#mn-t4\">\u8bb0\u5fc6\u6f14\u53d8<\/a><a href=\"#mn-t6\">\u67b6\u6784<\/a>\n      <\/div>\n    <\/div>\n  <\/header>\n\n  <div class=\"mn-body\">\n    <div class=\"mn-wrap\">\n\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-t1\"><span>01<\/span>\u4e94\u5927\u6838\u5fc3 API<\/a>\n          <a href=\"#mn-t2\"><span>02<\/span>\u4efb\u52a1\u7ba1\u7406 API<\/a>\n          <a href=\"#mn-t3\"><span>03<\/span>\u6700\u5c0f\u96c6\u6210\u95ed\u73af<\/a>\n          <a href=\"#mn-t4\"><span>04<\/span>\u8dd1\u4e00\u904d\u65e9\u9910\u5e97<\/a>\n          <a href=\"#mn-t5\"><span>05<\/span>\u67e5\u8be2\u6f14\u5316\u8def\u5f84<\/a>\n          <a href=\"#mn-t6\"><span>06<\/span>\u67b6\u6784\u5efa\u8bae<\/a>\n          <a href=\"#mn-t7\"><span>07<\/span>\u7ed3\u8bed<\/a>\n        <\/div>\n      <\/nav>\n\n      <div class=\"mn-prose\">\n\n        <p class=\"mn-lead mn-rv\">\u4e0a\u4e00\u7bc7\u6211\u4eec\u8bf4\uff0c\u957f\u8bb0\u5fc6\u8ba9\u667a\u80fd\u4f53\u4ece&#8221;\u51fd\u6570&#8221;\u53d8\u6210&#8221;\u6709\u7ecf\u5386\u7684\u4e3b\u4f53&#8221;\u3002\u8fd9\u7bc7\u628a\u90a3\u53e5\u8bdd\u7ffb\u8bd1\u6210\u63a5\u53e3\uff1a\u4f60\u9700\u8981\u8c03\u7528\u54ea\u51e0\u4e2a API\u3001\u6570\u636e\u600e\u4e48\u6d41\u3001\u8017\u65f6\u64cd\u4f5c\u4ea4\u7ed9\u8c01\u3002\u76ee\u6807\u5f88\u5177\u4f53\u2014\u2014<strong>\u5341\u5206\u949f\u5185\uff0c\u8ba9\u4f60\u7684 Agent \u7b2c\u4e00\u6b21&#8221;\u8bb0\u4f4f&#8221;\u4e00\u4ef6\u4e8b<\/strong>\u3002<\/p>\n\n        <h2 id=\"mn-t1\" class=\"mn-rv\"><span class=\"mn-num\">01<\/span>\u5148\u770b\u6e05\u5730\u56fe\uff1a\u4e94\u4e2a\u6838\u5fc3 API<\/h2>\n        <p class=\"mn-rv\">MemNet \u628a&#8221;\u6a21\u62df\u771f\u5b9e\u4eba\u7c7b\u8bb0\u5fc6&#8221;\u62c6\u6210\u4e94\u4e2a\u52a8\u8bcd\uff0c\u5bf9\u5e94\u4e94\u4e2a\u6838\u5fc3 API\u3002\u5b83\u4eec\u8986\u76d6\u4e86\u4e00\u6761\u8bb0\u5fc6\u4ece\u8bde\u751f\u5230\u88ab\u60f3\u8d77\u7684\u5b8c\u6574\u52a8\u4f5c\uff0c\u547d\u540d\u5373\u8bed\u4e49\uff1a<\/p>\n\n        <div class=\"mn-table-wrap mn-rv\">\n          <table class=\"mn-table\">\n            <thead><tr><th>\u6838\u5fc3 API<\/th><th>\u5b83\u505a\u4ec0\u4e48<\/th><th>\u5bf9\u5e94\u7684\u7c7b\u4eba\u673a\u5236<\/th><\/tr><\/thead>\n            <tbody>\n              <tr><td><code>\u8bb0\u5fc6 API<\/code><\/td><td>\u628a\u4e00\u6bb5\u4ea4\u4e92\/\u4e8b\u5b9e\u5199\u5165\u957f\u671f\u8bb0\u5fc6\uff0c\u7531\u5e73\u53f0\u62bd\u53d6\u3001\u53bb\u91cd\u3001\u5f52\u6863<\/td><td>\u65e0\u9650\u8bb0\u5fc6<\/td><\/tr>\n              <tr><td><code>\u56de\u5fc6 API<\/code><\/td><td>\u6309\u8bed\u4e49+\u60c5\u5883\u68c0\u7d22\u76f8\u5173\u8bb0\u5fc6\uff0c\u652f\u6301\u8054\u60f3\u5f0f\u53ec\u56de<\/td><td>\u8054\u60f3\u63a8\u7406<\/td><\/tr>\n              <tr><td><code>\u601d\u8003 API<\/code><\/td><td>\u5bf9\u5df2\u6709\u8bb0\u5fc6\u505a\u5f52\u7eb3\u4e0e\u63a8\u65ad\uff0c\u51dd\u6210\u66f4\u7a33\u5b9a\u7684\u8ba4\u77e5<\/td><td>\u81ea\u4e3b\u601d\u8003<\/td><\/tr>\n              <tr><td><code>\u505a\u68a6 API<\/code><\/td><td>\u89e6\u53d1\u79bb\u7ebf\u8bb0\u5fc6\u6574\u5408\uff1a\u5de9\u56fa\u3001\u8870\u51cf\u3001\u91cd\u7ec4\u3001\u53d1\u73b0\u5173\u8054<\/td><td>\u68a6\u5883\u80fd\u529b<\/td><\/tr>\n              <tr><td><code>\u6dfb\u52a0\u5e38\u8bc6 API<\/code><\/td><td>\u6ce8\u5165\u5148\u9a8c\/\u5e38\u8bc6\u77e5\u8bc6\uff0c\u4f5c\u4e3a\u8bb0\u5fc6\u63a8\u7406\u7684\u5e95\u5ea7<\/td><td>\u8bb0\u5fc6\u7684\u5148\u9a8c\u5c42<\/td><\/tr>\n            <\/tbody>\n          <\/table>\n        <\/div>\n        <p class=\"mn-rv\">\u76f4\u89c9\u4e0a\u53ef\u4ee5\u8fd9\u6837\u8bb0\uff1a<code>\u8bb0\u5fc6<\/code> \u662f\u5199\uff0c<code>\u56de\u5fc6<\/code> \u662f\u8bfb\uff0c<code>\u601d\u8003<\/code> \u4e0e <code>\u505a\u68a6<\/code> \u662f&#8221;\u5728\u540e\u53f0\u6d88\u5316&#8221;\uff0c<code>\u6dfb\u52a0\u5e38\u8bc6<\/code> \u662f\u7ed9\u8bb0\u5fc6\u4e00\u5f20\u5e95\u56fe\u3002\u524d\u4e24\u4e2a\u662f\u540c\u6b65\u7684\u3001\u9762\u5411\u6bcf\u6b21\u5bf9\u8bdd\u7684\uff1b\u540e\u4e09\u4e2a\u5f80\u5f80\u66f4\u91cd\uff0c\u9002\u5408\u5f02\u6b65\u8c03\u5ea6\u2014\u2014\u8fd9\u5c31\u5f15\u51fa\u4e86\u4e0b\u4e00\u7ec4\u63a5\u53e3\u3002<\/p>\n\n        <h2 id=\"mn-t2\" class=\"mn-rv\"><span class=\"mn-num\">02<\/span>\u6838\u5fc3\u4e4b\u5916\uff1a\u4efb\u52a1\u7ba1\u7406 API<\/h2>\n        <p class=\"mn-rv\">&#8220;\u505a\u68a6&#8221;\u548c&#8221;\u601d\u8003&#8221;\u4e0d\u662f\u6beb\u79d2\u7ea7\u7684\u4e8b\u2014\u2014\u5b83\u4eec\u8981\u904d\u5386\u3001\u91cd\u7ec4\u3001\u8c03\u7528\u6a21\u578b\u53bb\u6d88\u5316\u8bb0\u5fc6\u3002\u5982\u679c\u540c\u6b65\u963b\u585e\u5728\u4e00\u6b21\u5bf9\u8bdd\u91cc\uff0c\u5ef6\u8fdf\u548c\u6210\u672c\u90fd\u4e0d\u53ef\u63a5\u53d7\u3002\u56e0\u6b64\u5e73\u53f0\u5728\u4e94\u4e2a\u6838\u5fc3 API \u4e4b\u5916\uff0c\u53e6\u63d0\u4f9b\u4e00\u7ec4<strong>\u4efb\u52a1\u7ba1\u7406 API<\/strong>\uff0c\u628a\u8fd9\u7c7b\u8017\u65f6\u64cd\u4f5c\u4ee5<em>\u5f02\u6b65\u4efb\u52a1<\/em>\u7684\u5f62\u5f0f\u63d0\u4ea4\u3001\u67e5\u8be2\u4e0e\u8ffd\u8e2a\uff1a\u4f60\u63d0\u4ea4\u4e00\u4e2a&#8221;\u5bf9\u8be5\u7528\u6237\u505a\u4e00\u6b21\u68a6\u5883\u6574\u5408&#8221;\u7684\u4f5c\u4e1a\uff0c\u62ff\u5230\u4efb\u52a1\u53e5\u67c4\uff0c\u7a0d\u540e\u67e5\u8be2\u72b6\u6001\u4e0e\u7ed3\u679c\uff0c\u800c\u4e0d\u8ba9\u5728\u7ebf\u8bf7\u6c42\u5e72\u7b49\u3002<\/p>\n        <p class=\"mn-rv\">\u8fd9\u4e5f\u5929\u7136\u670d\u52a1\u4e8e<strong>\u53ef\u6eaf\u6e90<\/strong>\uff1a\u6bcf\u4e00\u6b21\u540e\u53f0\u6574\u5408\u672c\u8eab\u5c31\u662f\u4e00\u6761\u5e26\u72b6\u6001\u3001\u5e26\u65f6\u95f4\u6233\u3001\u53ef\u56de\u67e5\u7684\u4efb\u52a1\u8bb0\u5f55\uff0c\u8bb0\u5fc6&#8221;\u4e3a\u4ec0\u4e48\u53d8\u6210\u73b0\u5728\u8fd9\u6837&#8221;\u56e0\u6b64\u6709\u636e\u53ef\u4f9d\u3002<\/p>\n        <blockquote class=\"mn-rv\"><p>\u5206\u5de5\u539f\u5219\uff1a<strong>\u6838\u5fc3 API \u7ba1&#8221;\u8bb0\u5fc6\u672c\u8eab&#8221;\u7684\u8bfb\u5199\uff0c\u4efb\u52a1\u7ba1\u7406 API \u7ba1&#8221;\u8bb0\u5fc6\u4e4b\u4e0a&#8221;\u7684\u5f02\u6b65\u4f5c\u4e1a\u3002<\/strong>\u5728\u7ebf\u94fe\u8def\u53ea\u8c03\u524d\u8005\uff0c\u79bb\u7ebf\u5de9\u56fa\u4ea4\u7ed9\u540e\u8005\u3002<\/p><\/blockquote>\n        <p class=\"mn-rv mn-note\"><em>\u8bf4\u660e\uff1a<\/em>\u4e94\u4e2a\u6838\u5fc3 API \u7684\u540d\u79f0\u53d6\u81ea\u5b98\u65b9\u6587\u6863\uff1b\u4efb\u52a1\u7ba1\u7406\u7c7b\u63a5\u53e3\u7684\u6700\u65b0\u7aef\u70b9\u4e0e\u53c2\u6570\uff0c\u8bf7\u4ee5 <a href=\"https:\/\/docs.memnetai.com\/\" target=\"_blank\" rel=\"noopener\">docs.memnetai.com<\/a> \u7684 API \u53c2\u8003\u4e3a\u51c6\u3002\u4e0b\u6587\u4ee3\u7801\u4e3a\u6982\u5ff5\u793a\u610f\uff0c\u65b9\u6cd5\u7b7e\u540d\u540c\u6b64\u3002<\/p>\n\n        <h2 id=\"mn-t3\" class=\"mn-rv\"><span class=\"mn-num\">03<\/span>10 \u5206\u949f\u6700\u5c0f\u95ed\u73af<\/h2>\n        <p class=\"mn-rv\">\u4e00\u4e2a\u80fd\u8dd1\u901a\u7684\u95ed\u73af\u53ea\u9700\u8981\u56db\u6b65\uff1a\u521d\u59cb\u5316\u5ba2\u6237\u7aef \u2192 <code>\u8bb0\u5fc6<\/code> \u5199\u5165 \u2192 <code>\u56de\u5fc6<\/code> \u68c0\u7d22 \u2192 \u628a\u68c0\u7d22\u7ed3\u679c\u5582\u56de\u4f60\u7684\u5927\u6a21\u578b\u3002\u4e0b\u9762\u662f Python \u4e0e Java \u4e24\u79cd\u5199\u6cd5\u3002<\/p>\n\n        <div class=\"mn-code mn-rv\" data-lang=\"python\">\n          <div class=\"mn-code-bar\"><span class=\"mn-lang\">python<\/span><button type=\"button\" class=\"mn-copy\">\u590d\u5236<\/button><\/div>\n<pre><code><span class=\"tk-com\"># pip install memnet  \uff08\u5305\u540d\u4ee5\u5b98\u65b9\u6587\u6863\u4e3a\u51c6\uff09<\/span>\n<span class=\"tk-kw\">from<\/span> memnet <span class=\"tk-kw\">import<\/span> MemNet\n\nclient = MemNet(api_key=<span class=\"tk-str\">\"sk-...\"<\/span>, agent_id=<span class=\"tk-str\">\"my-companion\"<\/span>)\n\n<span class=\"tk-com\"># 1) \u8bb0\u5fc6\uff1a\u628a\u8fd9\u6bb5\u5bf9\u8bdd\u5199\u8fdb\u957f\u671f\u8bb0\u5fc6<\/span>\nclient.memory(\n    user_id=<span class=\"tk-str\">\"u_42\"<\/span>,\n    content=<span class=\"tk-str\">\"\u6211\u5bb6\u697c\u4e0b\u5f00\u4e86\u5bb6\u65e9\u9910\u5e97\uff0c\u8fd8\u6ca1\u53bb\u8fc7\uff0c\u6700\u8fd1\u6709\u70b9\u5fd9\"<\/span>,\n)\n\n<span class=\"tk-com\"># 2) \u56de\u5fc6\uff1a\u5728\u65b0\u4e00\u8f6e\u5bf9\u8bdd\u524d\uff0c\u6309\u5f53\u524d\u8bed\u5883\u8054\u60f3\u68c0\u7d22<\/span>\nhits = client.recall(user_id=<span class=\"tk-str\">\"u_42\"<\/span>, query=<span class=\"tk-str\">\"\u6700\u8fd1\u4e0d\u77e5\u9053\u65e9\u996d\u8be5\u5403\u4ec0\u4e48\"<\/span>, top_k=<span class=\"tk-num\">3<\/span>)\n\n<span class=\"tk-com\"># 3) \u628a\u8bb0\u5fc6\u62fc\u8fdb\u63d0\u793a\uff0c\u518d\u4ea4\u7ed9\u4f60\u7684 LLM<\/span>\nprompt = build_prompt(turn=<span class=\"tk-str\">\"\u6700\u8fd1\u4e0d\u77e5\u9053\u65e9\u996d\u8be5\u5403\u4ec0\u4e48\"<\/span>, memories=hits)\nreply = your_llm.chat(prompt)   <span class=\"tk-com\"># \u2192 \"\u4f60\u5bb6\u697c\u4e0b\u4e0d\u662f\u6709\u5bb6\u65e9\u9910\u5e97\u5417\uff1f\"<\/span><\/code><\/pre>\n        <\/div>\n\n        <div class=\"mn-code mn-rv\" data-lang=\"java\">\n          <div class=\"mn-code-bar\"><span class=\"mn-lang\">java<\/span><button type=\"button\" class=\"mn-copy\">\u590d\u5236<\/button><\/div>\n<pre><code><span class=\"tk-com\">\/\/ \u5f15\u5165\u5b98\u65b9 Java SDK\uff08\u5750\u6807\u4ee5\u6587\u6863\u4e3a\u51c6\uff09<\/span>\nMemNet client = MemNet.builder()\n    .apiKey(<span class=\"tk-str\">\"sk-...\"<\/span>)\n    .agentId(<span class=\"tk-str\">\"my-companion\"<\/span>)\n    .build();\n\n<span class=\"tk-com\">\/\/ \u8bb0\u5fc6\u5199\u5165<\/span>\nclient.memory(<span class=\"tk-str\">\"u_42\"<\/span>,\n    <span class=\"tk-str\">\"\u6211\u5bb6\u697c\u4e0b\u5f00\u4e86\u5bb6\u65e9\u9910\u5e97\uff0c\u8fd8\u6ca1\u53bb\u8fc7\uff0c\u6700\u8fd1\u6709\u70b9\u5fd9\"<\/span>);\n\n<span class=\"tk-com\">\/\/ \u56de\u5fc6\u68c0\u7d22<\/span>\nList&lt;Memory&gt; hits = client.recall(<span class=\"tk-str\">\"u_42\"<\/span>,\n    <span class=\"tk-str\">\"\u6700\u8fd1\u4e0d\u77e5\u9053\u65e9\u996d\u8be5\u5403\u4ec0\u4e48\"<\/span>, <span class=\"tk-num\">3<\/span>);\n\n<span class=\"tk-com\">\/\/ \u62fc\u63d0\u793a \u2192 \u8c03\u7528\u4f60\u7684\u6a21\u578b<\/span>\nString prompt = PromptBuilder.with(turn, hits);\nString reply = yourLlm.chat(prompt);<\/code><\/pre>\n        <\/div>\n        <p class=\"mn-rv\">\u6ce8\u610f <code>recall<\/code> \u7684 query \u662f&#8221;\u65e9\u996d\u5403\u4ec0\u4e48&#8221;\uff0c\u800c\u547d\u4e2d\u8bb0\u5fc6\u7684\u539f\u6587\u662f&#8221;\u65e9\u9910\u5e97&#8221;\u2014\u2014\u5b57\u9762\u65e0\u91cd\u53e0\u5374\u88ab\u53ec\u56de\uff0c\u8fd9\u6b63\u662f<strong>\u8054\u60f3\u63a8\u7406<\/strong>\u5728\u63a5\u53e3\u5c42\u7684\u4f53\u73b0\uff0c\u4f60\u4e0d\u9700\u8981\u81ea\u5df1\u505a\u5173\u952e\u8bcd\u6269\u5c55\u3002<\/p>\n\n        <h2 id=\"mn-t4\" class=\"mn-rv\"><span class=\"mn-num\">04<\/span>\u7528\u65e9\u9910\u5e97\u628a\u751f\u547d\u5468\u671f\u8dd1\u4e00\u904d<\/h2>\n        <p class=\"mn-rv\">\u628a\u4e0a\u4e00\u7bc7\u7684\u6545\u4e8b\uff0c\u5bf9\u5e94\u5230\u8c03\u7528\u5e8f\u5217\uff0c\u6574\u6761\u8bb0\u5fc6\u751f\u547d\u5468\u671f\u5c31\u6e05\u695a\u4e86\uff1a<\/p>\n        <ol class=\"mn-steps mn-rv\">\n          <li><b>\u5199\u5165<\/b>\u3000<code>memory(...)<\/code> \u8bb0\u4e0b&#8221;\u697c\u4e0b\u5f00\u4e86\u65e9\u9910\u5e97\uff0c\u5c1a\u672a\u5c1d\u8bd5&#8221;\u3002<\/li>\n          <li><b>\u6f14\u53d8<\/b>\u3000\u540e\u7eed\u4ea4\u4e92\u4e0e\u539f\u8bb0\u5fc6\u51b2\u7a81\u65f6\uff0c\u5e73\u53f0\u6807\u6ce8<em>&#8220;\u4e0e\u6e90\u8bb0\u5fc6\u51b2\u7a81 \u00b7 \u5df2\u66f4\u6b63&#8221;<\/em>\uff0c\u8bb0\u5fc6\u7248\u672c\u968f\u4e4b\u66f4\u65b0\u3002<\/li>\n          <li><b>\u8054\u60f3<\/b>\u3000<code>recall(\"\u65e9\u996d\u5403\u4ec0\u4e48\")<\/code> \u5728\u8bed\u4e49\u76f8\u5173\u65f6\u523b\u4e3b\u52a8\u547d\u4e2d\u8be5\u8bb0\u5fc6\u3002<\/li>\n          <li><b>\u6d88\u5316<\/b>\u3000\u901a\u8fc7\u4efb\u52a1\u7ba1\u7406 API \u63d0\u4ea4\u4e00\u6b21 <code>\u505a\u68a6<\/code> \u4f5c\u4e1a\uff0c\u79bb\u7ebf\u5de9\u56fa\u8fd9\u6761\u504f\u597d\u3001\u8870\u51cf\u65e0\u5173\u566a\u58f0\u3002<\/li>\n          <li><b>\u5e95\u5ea7<\/b>\u3000\u5fc5\u8981\u65f6\u7528 <code>\u6dfb\u52a0\u5e38\u8bc6<\/code> \u6ce8\u5165&#8221;\u65e9\u9910\u65f6\u6bb5\/\u996e\u98df\u504f\u597d&#8221;\u7b49\u5148\u9a8c\uff0c\u8ba9\u63a8\u7406\u66f4\u7a33\u3002<\/li>\n        <\/ol>\n\n        <figure class=\"mn-fig mn-rv\" aria-label=\"MemNet \u5206\u5c42\u6570\u636e\u6d41\u793a\u610f\">\n          <svg viewBox=\"0 0 760 300\" role=\"img\" preserveAspectRatio=\"xMidYMid meet\">\n            <g class=\"mn-box\"><rect x=\"40\" y=\"30\" width=\"150\" height=\"54\" rx=\"12\"\/><text x=\"115\" y=\"62\">Client \u00b7 SDK<\/text><\/g>\n            <g class=\"mn-box\"><rect x=\"305\" y=\"30\" width=\"150\" height=\"54\" rx=\"12\"\/><text x=\"380\" y=\"62\">\u6838\u5fc3 API<\/text><\/g>\n            <g class=\"mn-box mn-box-hot\"><rect x=\"570\" y=\"30\" width=\"150\" height=\"54\" rx=\"12\"\/><text x=\"645\" y=\"62\">\u8bb0\u5fc6\u5b58\u50a8<\/text><\/g>\n            <g class=\"mn-box\"><rect x=\"305\" y=\"130\" width=\"150\" height=\"54\" rx=\"12\"\/><text x=\"380\" y=\"162\">\u4efb\u52a1\u961f\u5217<\/text><\/g>\n            <g class=\"mn-box\"><rect x=\"570\" y=\"130\" width=\"150\" height=\"54\" rx=\"12\"\/><text x=\"645\" y=\"155\">\u505a\u68a6 \/ \u601d\u8003<\/text><text x=\"645\" y=\"172\" class=\"mn-sub\">worker<\/text><\/g>\n            <g class=\"mn-box\"><rect x=\"305\" y=\"226\" width=\"150\" height=\"50\" rx=\"12\"\/><text x=\"380\" y=\"256\">\u6f14\u5316\u65e5\u5fd7<\/text><\/g>\n            <line class=\"mn-edge\" x1=\"190\" y1=\"57\" x2=\"305\" y2=\"57\"\/><line class=\"mn-edge mn-edge-flow\" x1=\"190\" y1=\"57\" x2=\"305\" y2=\"57\"\/>\n            <line class=\"mn-edge\" x1=\"455\" y1=\"57\" x2=\"570\" y2=\"57\"\/><line class=\"mn-edge mn-edge-flow\" x1=\"455\" y1=\"57\" x2=\"570\" y2=\"57\"\/>\n            <line class=\"mn-edge\" x1=\"380\" y1=\"84\" x2=\"380\" y2=\"130\"\/><line class=\"mn-edge mn-edge-flow mn-v\" x1=\"380\" y1=\"84\" x2=\"380\" y2=\"130\"\/>\n            <line class=\"mn-edge\" x1=\"455\" y1=\"157\" x2=\"570\" y2=\"157\"\/><line class=\"mn-edge mn-edge-flow\" x1=\"455\" y1=\"157\" x2=\"570\" y2=\"157\"\/>\n            <line class=\"mn-edge\" x1=\"380\" y1=\"184\" x2=\"380\" y2=\"226\"\/><line class=\"mn-edge mn-edge-flow mn-v\" x1=\"380\" y1=\"184\" x2=\"380\" y2=\"226\"\/>\n          <\/svg>\n          <figcaption>\u5728\u7ebf\u94fe\u8def\uff1aSDK \u2192 \u6838\u5fc3 API \u2192 \u8bb0\u5fc6\u5b58\u50a8\uff1b\u79bb\u7ebf\u94fe\u8def\uff1a\u6838\u5fc3 API \u2192 \u4efb\u52a1\u961f\u5217 \u2192 \u505a\u68a6\/\u601d\u8003 worker\uff0c\u5168\u7a0b\u5199\u5165\u6f14\u5316\u65e5\u5fd7\u3002<\/figcaption>\n        <\/figure>\n\n        <h2 id=\"mn-t5\" class=\"mn-rv\"><span class=\"mn-num\">05<\/span>\u67e5\u8be2\u8bb0\u5fc6\u6f14\u5316\u8def\u5f84<\/h2>\n        <p class=\"mn-rv\">\u53ef\u6eaf\u6e90\u4e0d\u662f\u4e00\u53e5\u53e3\u53f7\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u8c03\u7528\u7684\u80fd\u529b\u3002\u901a\u8fc7\u4efb\u52a1\u7ba1\u7406 API \u67e5\u8be2\u67d0\u6761\u8bb0\u5fc6\u7684\u6f14\u5316\u8def\u5f84\uff0c\u4f60\u4f1a\u62ff\u5230\u4e00\u6761\u5e26\u65f6\u95f4\u6233\u7684\u65f6\u95f4\u7ebf\u2014\u2014\u5b83\u4f55\u65f6\u88ab\u5199\u5165\u3001\u4f55\u65f6\u56e0\u51b2\u7a81\u88ab\u66f4\u6b63\u3001\u88ab\u54ea\u6b21 <code>recall<\/code> \u547d\u4e2d\u3001\u53c8\u88ab\u54ea\u6b21 <code>\u505a\u68a6<\/code> \u5de9\u56fa\uff1a<\/p>\n\n        <div class=\"mn-code mn-rv\" data-lang=\"json\">\n          <div class=\"mn-code-bar\"><span class=\"mn-lang\">json \u00b7 \u6f14\u5316\u8def\u5f84\uff08\u793a\u610f\uff09<\/span><button type=\"button\" class=\"mn-copy\">\u590d\u5236<\/button><\/div>\n<pre><code>{\n  <span class=\"tk-fn\">\"memory_id\"<\/span>: <span class=\"tk-str\">\"mem_8f2c\"<\/span>,\n  <span class=\"tk-fn\">\"summary\"<\/span>: <span class=\"tk-str\">\"\u7528\u6237\u5bb6\u697c\u4e0b\u65b0\u5f00\u65e9\u9910\u5e97\uff0c\u5c1a\u672a\u5c1d\u8bd5\"<\/span>,\n  <span class=\"tk-fn\">\"timeline\"<\/span>: [\n    { <span class=\"tk-fn\">\"t\"<\/span>: <span class=\"tk-str\">\"06-22 22:02\"<\/span>, <span class=\"tk-fn\">\"op\"<\/span>: <span class=\"tk-str\">\"memory\"<\/span>,  <span class=\"tk-fn\">\"note\"<\/span>: <span class=\"tk-str\">\"\u9996\u6b21\u5199\u5165\"<\/span> },\n    { <span class=\"tk-fn\">\"t\"<\/span>: <span class=\"tk-str\">\"08-02 20:18\"<\/span>, <span class=\"tk-fn\">\"op\"<\/span>: <span class=\"tk-str\">\"update\"<\/span>,  <span class=\"tk-fn\">\"note\"<\/span>: <span class=\"tk-str\">\"\u4e0e\u6e90\u8bb0\u5fc6\u51b2\u7a81\uff0c\u5df2\u66f4\u6b63\"<\/span> },\n    { <span class=\"tk-fn\">\"t\"<\/span>: <span class=\"tk-str\">\"08-09 08:11\"<\/span>, <span class=\"tk-fn\">\"op\"<\/span>: <span class=\"tk-str\">\"recall\"<\/span>,  <span class=\"tk-fn\">\"note\"<\/span>: <span class=\"tk-str\">\"\u7531\\\"\u65e9\u996d\u5403\u4ec0\u4e48\\\"\u8054\u60f3\u547d\u4e2d\"<\/span> },\n    { <span class=\"tk-fn\">\"t\"<\/span>: <span class=\"tk-str\">\"08-10 03:00\"<\/span>, <span class=\"tk-fn\">\"op\"<\/span>: <span class=\"tk-str\">\"dream\"<\/span>,   <span class=\"tk-fn\">\"note\"<\/span>: <span class=\"tk-str\">\"\u79bb\u7ebf\u5de9\u56fa\u4e3a\u996e\u98df\u504f\u597d\"<\/span> }\n  ]\n}<\/code><\/pre>\n        <\/div>\n        <p class=\"mn-rv\">\u5f53\u67d0\u6b21\u56de\u7b54&#8221;\u51ed\u8bb0\u5fc6&#8221;\u51fa\u4e86\u9519\uff0c\u4f60\u4e0d\u5fc5\u731c\u2014\u2014\u6cbf\u7740\u8fd9\u6761\u65f6\u95f4\u7ebf\u5f80\u56de\u8d70\uff0c\u5c31\u80fd\u5b9a\u4f4d\u662f\u54ea\u4e00\u6b65\u5199\u5165\u6216\u8054\u60f3\u5f15\u5165\u4e86\u504f\u5dee\u3002<strong>\u8bb0\u5fc6\u53ef\u88ab\u4f7f\u7528\uff0c\u4e5f\u53ef\u88ab\u89e3\u91ca<\/strong>\uff0c\u8fd9\u662f\u628a\u5b83\u653e\u8fdb\u751f\u4ea7\u7cfb\u7edf\u7684\u524d\u63d0\u3002<\/p>\n\n        <h2 id=\"mn-t6\" class=\"mn-rv\"><span class=\"mn-num\">06<\/span>\u51e0\u6761\u67b6\u6784\u5efa\u8bae<\/h2>\n        <ol class=\"mn-mech\">\n          <li class=\"mn-rv\"><span class=\"mn-mech-n\">\u21c5<\/span><div><h3>\u540c\u6b65 vs \u5f02\u6b65\uff0c\u522b\u6df7<\/h3><p>\u5728\u7ebf\u5bf9\u8bdd\u53ea\u8c03 <code>\u8bb0\u5fc6<\/code>\/<code>\u56de\u5fc6<\/code>\uff0c\u4fdd\u6301\u4f4e\u5ef6\u8fdf\uff1b<code>\u601d\u8003<\/code>\/<code>\u505a\u68a6<\/code> \u4e00\u5f8b\u8d70\u4efb\u52a1\u7ba1\u7406 API \u5f02\u6b65\u8dd1\uff0c\u6309\u7528\u6237\u6d3b\u8dc3\u5ea6\u6216\u5b9a\u65f6\u89e6\u53d1\uff0c\u522b\u5835\u5728\u8bf7\u6c42\u91cc\u3002<\/p><\/div><\/li>\n          <li class=\"mn-rv\"><span class=\"mn-mech-n\">\u25a4<\/span><div><h3>\u5148\u8bbe\u8ba1\u8bb0\u5fc6\u57df<\/h3><p>\u7528 <code>agent_id<\/code> + <code>user_id<\/code> \u5212\u5206\u8bb0\u5fc6\u8fb9\u754c\uff1a\u591a\u79df\u6237\u9694\u79bb\u3001\u540c\u4e00\u7528\u6237\u8de8 Agent \u5171\u4eab\u3001\u8fd8\u662f\u6309\u573a\u666f\u5206\u57df\uff0c\u5148\u60f3\u6e05\u695a\u518d\u5199\uff0c\u6bd4\u4e8b\u540e\u8fc1\u79fb\u4fbf\u5b9c\u5f97\u591a\u3002<\/p><\/div><\/li>\n          <li class=\"mn-rv\"><span class=\"mn-mech-n\">\u2295<\/span><div><h3>\u5b83\u4e0d\u66ff\u4ee3 RAG\uff0c\u5b83\u5728 RAG \u4e4b\u4e0a<\/h3><p>RAG \u7ba1&#8221;\u77e5\u8bc6\u67e5\u5f97\u5230&#8221;\uff0cMemNet \u7ba1&#8221;\u8fd9\u4e2a\u7528\u6237\/\u667a\u80fd\u4f53\u8bb0\u5f97\u4f4f&#8221;\u3002\u4e24\u8005\u4e92\u8865\uff1a\u6587\u6863\u68c0\u7d22\u4ea4\u7ed9 RAG\uff0c\u4e2a\u6027\u5316\u957f\u671f\u8bb0\u5fc6\u4ea4\u7ed9 MemNet\uff0c<code>\u6dfb\u52a0\u5e38\u8bc6<\/code> \u8fd8\u80fd\u7ed9\u4e24\u8fb9\u8865\u4e00\u5c42\u5148\u9a8c\u3002<\/p><\/div><\/li>\n          <li class=\"mn-rv\"><span class=\"mn-mech-n\">\u25c9<\/span><div><h3>\u628a\u6f14\u5316\u65e5\u5fd7\u5f53\u4e00\u7b49\u516c\u6c11<\/h3><p>\u4e0a\u7ebf\u5373\u5f00\u542f\u8def\u5f84\u8bb0\u5f55\uff0c\u5e76\u63a5\u8fdb\u4f60\u7684\u53ef\u89c2\u6d4b\u4f53\u7cfb\u3002\u8bb0\u5fc6\u662f\u4f1a&#8221;\u751f\u957f&#8221;\u7684\u72b6\u6001\uff0c\u6ca1\u6709\u65e5\u5fd7\uff0c\u8c03\u8bd5\u548c\u5408\u89c4\u90fd\u65e0\u4ece\u8c08\u8d77\u3002<\/p><\/div><\/li>\n        <\/ol>\n\n        <h2 id=\"mn-t7\" class=\"mn-rv\"><span class=\"mn-num\">07<\/span>\u7ed3\u8bed<\/h2>\n        <p class=\"mn-rv\">\u4e94\u4e2a\u6838\u5fc3 API \u7ed9\u4e86\u8bb0\u5fc6\u4e00\u5957\u5b8c\u6574\u7684\u52a8\u8bcd\uff0c\u4efb\u52a1\u7ba1\u7406 API \u8ba9&#8221;\u6d88\u5316\u8bb0\u5fc6&#8221;\u8fd9\u4ef6\u91cd\u6d3b\u9000\u5230\u540e\u53f0\uff0c\u6f14\u5316\u65e5\u5fd7\u5219\u628a\u6574\u4e2a\u8fc7\u7a0b\u644a\u5728\u9633\u5149\u4e0b\u3002\u96c6\u6210\u5b83\u4e0d\u9700\u8981\u91cd\u5199\u4f60\u7684 Agent\u2014\u2014\u53ea\u662f\u5728\u6bcf\u6b21\u5bf9\u8bdd\u524d\u540e\uff0c\u52a0\u4e0a\u4e00\u6b21 <code>\u56de\u5fc6<\/code> \u4e0e\u4e00\u6b21 <code>\u8bb0\u5fc6<\/code>\uff0c\u518d\u628a\u5de9\u56fa\u4ea4\u7ed9\u79bb\u7ebf\u4efb\u52a1\u3002<\/p>\n        <p class=\"mn-rv\">\u4ece\u8fd9\u4e00\u523b\u8d77\uff0c\u4f60\u7684\u667a\u80fd\u4f53\u4e0d\u518d\u6bcf\u6b21\u90fd\u88ab\u91cd\u65b0\u521d\u59cb\u5316\u3002\u5b83\u4f1a<em>\u8bb0\u5f97<\/em>\u90a3\u5bb6\u65e9\u9910\u5e97\uff0c\u8bb0\u5f97\u7528\u6237\u6ca1\u53bb\u5403\u7684\u539f\u56e0\uff0c\u8bb0\u5f97\u5728\u6070\u5f53\u7684\u65f6\u523b\u4e3b\u52a8\u63d0\u8d77\u2014\u2014\u800c\u8fd9\uff0c\u4ec5\u4ec5\u662f\u5b83&#8221;\u6301\u7eed\u8fdb\u5316&#8221;\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n\n        <div class=\"mn-cta mn-rv\">\n          <div><h3>\u52a8\u624b\uff0c\u6216\u8bfb\u5168\u53c2\u8003<\/h3><p>\u7ba1\u7406\u540e\u53f0\u53ef\u89c6\u5316\u7ba1\u7406\u8bb0\u5fc6\uff0c\u6587\u6863\u7ad9\u7ed9\u51fa\u6bcf\u4e2a API \u7684\u5b8c\u6574\u7b7e\u540d\u4e0e SDK \u53c2\u8003\u3002<\/p><\/div>\n          <div class=\"mn-cta-btns\">\n            <a class=\"mn-btn mn-btn-grad\" href=\"https:\/\/www.memnetai.com\/\" target=\"_blank\" rel=\"noopener\">\u5f00\u59cb\u4f53\u9a8c <span>\u2197<\/span><\/a>\n            <a class=\"mn-btn mn-btn-ghost\" href=\"https:\/\/docs.memnetai.com\/\" target=\"_blank\" rel=\"noopener\">\u5b8c\u6574 API \u53c2\u8003<\/a>\n          <\/div>\n        <\/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    <a class=\"mn-pn-card mn-pn-prev\" href=\"#\">\n      <small>\u4e0a\u4e00\u7bc7 \u00b7 \u4ea7\u54c1\u7406\u5ff5<\/small>\n      <strong>\u4e0a\u4e0b\u6587\u4e0d\u662f\u8bb0\u5fc6\uff0c\u957f\u8bb0\u5fc6\u624d\u662f\u5206\u6c34\u5cad<\/strong>\n      <span class=\"mn-pn-go\"><i>\u2190<\/i> \u9605\u8bfb<\/span>\n    <\/a>\n    <a class=\"mn-pn-card mn-pn-next\" href=\"https:\/\/docs.memnetai.com\/\" target=\"_blank\" rel=\"noopener\">\n      <small>\u7ee7\u7eed\u6df1\u5165 \u00b7 \u6587\u6863<\/small>\n      <strong>\u5b8c\u6574 API \u53c2\u8003\u4e0e SDK<\/strong>\n      <span class=\"mn-pn-go\">\u524d\u5f80 <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; color:var(--ink); background:var(--bg);\n  font-family:var(--body); line-height:1.6; 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