{"id":220,"date":"2026-03-26T15:56:06","date_gmt":"2026-03-26T07:56:06","guid":{"rendered":"https:\/\/win7er.com\/?p=220"},"modified":"2026-03-26T15:56:06","modified_gmt":"2026-03-26T07:56:06","slug":"openclaw-%e8%ae%b0%e5%bf%86%e7%b3%bb%e7%bb%9f%e9%85%8d%e7%bd%ae%e5%ae%8c%e5%85%a8%e6%8c%87%e5%8d%97%ef%bc%9a%e4%bb%8e%e9%9b%b6%e6%90%ad%e5%bb%ba%e6%99%ba%e8%83%bd%e4%bd%93%e9%95%bf%e6%9c%9f%e8%ae%b0","status":"publish","type":"post","link":"https:\/\/win7er.com\/?p=220","title":{"rendered":"OpenClaw \u8bb0\u5fc6\u7cfb\u7edf\u914d\u7f6e\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u96f6\u642d\u5efa\u667a\u80fd\u4f53\u957f\u671f\u8bb0\u5fc6"},"content":{"rendered":"<h1 class=\"wp-block-heading\">OpenClaw \u8bb0\u5fc6\u7cfb\u7edf\u914d\u7f6e\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u96f6\u642d\u5efa\u667a\u80fd\u4f53\u957f\u671f\u8bb0\u5fc6<\/h1>\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba\u5148\u884c<\/h2>\n<p>OpenClaw \u7684\u8bb0\u5fc6\u7cfb\u7edf\u662f\u5176\u533a\u522b\u4e8e\u666e\u901a AI \u52a9\u624b\u7684\u6838\u5fc3\u80fd\u529b\u3002\u901a\u8fc7\u4e09\u5c42\u8bb0\u5fc6\u67b6\u6784\uff08\u5de5\u4f5c\u533a\u6587\u4ef6 + \u5411\u91cf\u7d22\u5f15 + \u8bed\u4e49\u641c\u7d22\uff09\uff0c\u4f60\u53ef\u4ee5\u8ba9\u667a\u80fd\u4f53\u62e5\u6709<strong>\u771f\u6b63\u7684\u957f\u671f\u8bb0\u5fc6<\/strong>\u2014\u2014\u8bb0\u4f4f\u4f60\u7684\u504f\u597d\u3001\u9879\u76ee\u4e0a\u4e0b\u6587\u3001\u751a\u81f3\u51e0\u4e2a\u6708\u524d\u7684\u5bf9\u8bdd\u7ec6\u8282\u3002\u672c\u6587\u5c06\u63d0\u4f9b<strong>\u4e09\u5957\u53ef\u843d\u5730\u7684\u914d\u7f6e\u65b9\u6848<\/strong>\uff0c\u8986\u76d6\u4ece\u4e2a\u4eba\u7528\u6237\u5230\u4f01\u4e1a\u7ea7\u90e8\u7f72\u7684\u5b8c\u6574\u573a\u666f\u3002<\/p>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u6838\u5fc3\u6982\u5ff5\uff1aOpenClaw \u8bb0\u5fc6\u7cfb\u7edf\u5982\u4f55\u5de5\u4f5c<\/h2>\n<h3 class=\"wp-block-heading\">1.1 \u4e09\u5c42\u8bb0\u5fc6\u67b6\u6784<\/h3>\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\">\n<thead>\n<tr>\n<th>\u5c42\u7ea7<\/th>\n<th>\u5b58\u50a8\u4f4d\u7f6e<\/th>\n<th>\u7528\u9014<\/th>\n<th>\u6301\u4e45\u6027<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u77ed\u671f\u8bb0\u5fc6<\/strong><\/td>\n<td>\u4f1a\u8bdd\u4e0a\u4e0b\u6587<\/td>\n<td>\u5f53\u524d\u5bf9\u8bdd\u6d41<\/td>\n<td>\u4f1a\u8bdd\u7ed3\u675f\u5373\u4e22\u5931<\/td>\n<\/tr>\n<tr>\n<td><strong>\u65e5\u8bb0\u5fc6<\/strong><\/td>\n<td><code>memory\/YYYY-MM-DD.md<\/code><\/td>\n<td>\u6bcf\u65e5\u65e5\u5fd7\u3001\u4e34\u65f6\u7b14\u8bb0<\/td>\n<td>\u6c38\u4e45\u5b58\u50a8<\/td>\n<\/tr>\n<tr>\n<td><strong>\u957f\u671f\u8bb0\u5fc6<\/strong><\/td>\n<td><code>MEMORY.md<\/code><\/td>\n<td>\u6838\u5fc3\u504f\u597d\u3001\u91cd\u8981\u51b3\u7b56<\/td>\n<td>\u6c38\u4e45\u5b58\u50a8<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n<p><strong>\u5173\u952e\u6d1e\u5bdf<\/strong>\uff1aOpenClaw \u7684\u8bb0\u5fc6\u672c\u8d28\u662f<strong>\u7eaf Markdown \u6587\u4ef6<\/strong>\u3002\u667a\u80fd\u4f53\u53ea\u80fd&#8221;\u8bb0\u4f4f&#8221;\u5199\u5165\u78c1\u76d8\u7684\u5185\u5bb9\u2014\u2014\u6ca1\u6709\u6587\u4ef6\uff0c\u5c31\u6ca1\u6709\u8bb0\u5fc6\u3002<\/p>\n<h3 class=\"wp-block-heading\">1.2 \u8bb0\u5fc6\u5de5\u4f5c\u6d41\u7a0b<\/h3>\n<pre><code>\u7528\u6237\u5bf9\u8bdd &rarr; \u667a\u80fd\u4f53\u5224\u65ad &rarr; \u5199\u5165 memory\/ \u6216 MEMORY.md &rarr; \u5411\u91cf\u7d22\u5f15\u66f4\u65b0 &rarr; \u8bed\u4e49\u641c\u7d22\u53ef\u7528<\/code><\/pre>\n<p><strong>\u81ea\u52a8\u8bb0\u5fc6\u5237\u65b0\u673a\u5236<\/strong>\uff1a\u5f53\u4f1a\u8bdd\u63a5\u8fd1\u538b\u7f29\u9608\u503c\u65f6\uff0cOpenClaw \u4f1a\u81ea\u52a8\u89e6\u53d1\u9759\u9ed8\u56de\u5408\uff0c\u63d0\u9192\u667a\u80fd\u4f53\u5728\u4e0a\u4e0b\u6587\u88ab\u538b\u7f29\u524d\u5199\u5165\u6301\u4e45\u8bb0\u5fc6\u3002<\/p>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u57fa\u7840\u914d\u7f6e\uff1a5 \u5206\u949f\u5feb\u901f\u4e0a\u624b<\/h2>\n<h3 class=\"wp-block-heading\">2.1 \u5de5\u4f5c\u533a\u76ee\u5f55\u7ed3\u6784<\/h3>\n<pre><code>~\/.openclaw\/workspace\/\n\u251c\u2500\u2500 AGENTS.md          # \u667a\u80fd\u4f53\u884c\u4e3a\u6307\u5357\n\u251c\u2500\u2500 SOUL.md            # \u667a\u80fd\u4f53\u4eba\u683c\u8bbe\u5b9a\n\u251c\u2500\u2500 USER.md            # \u7528\u6237\u4fe1\u606f\n\u251c\u2500\u2500 IDENTITY.md        # \u667a\u80fd\u4f53\u8eab\u4efd\n\u251c\u2500\u2500 TOOLS.md           # \u672c\u5730\u5de5\u5177\u7b14\u8bb0\n\u251c\u2500\u2500 MEMORY.md          # \u957f\u671f\u8bb0\u5fc6\uff08\u6838\u5fc3\uff09\n\u251c\u2500\u2500 HEARTBEAT.md       # \u5fc3\u8df3\u4efb\u52a1\u6e05\u5355\n\u2514\u2500\u2500 memory\/            # \u65e5\u8bb0\u5fc6\u76ee\u5f55\n    \u251c\u2500\u2500 2026-03-26.md\n    \u251c\u2500\u2500 2026-03-25.md\n    \u2514\u2500\u2500 ...<\/code><\/pre>\n<h3 class=\"wp-block-heading\">2.2 \u6700\u5c0f\u53ef\u7528\u914d\u7f6e<\/h3>\n<p>\u7f16\u8f91 <code>~\/.openclaw\/openclaw.json<\/code>\uff1a<\/p>\n<pre><code class=\"lang-json5 language-json5 json5\">{\n  &quot;agents&quot;: {\n    &quot;defaults&quot;: {\n      &quot;workspace&quot;: &quot;~\/.openclaw\/workspace&quot;,\n      &quot;memorySearch&quot;: {\n        &quot;enabled&quot;: true,\n        &quot;provider&quot;: &quot;gemini&quot;,  \/\/ \u6216 &quot;openai&quot;\n        &quot;model&quot;: &quot;gemini-embedding-001&quot;,\n        &quot;remote&quot;: {\n          &quot;apiKey&quot;: &quot;${GEMINI_API_KEY}&quot;\n        }\n      }\n    }\n  }\n}<\/code><\/pre>\n<p><strong>\u73af\u5883\u53d8\u91cf\u8bbe\u7f6e<\/strong>\uff08\u6dfb\u52a0\u5230 <code>~\/.zshrc<\/code> \u6216 <code>~\/.bashrc<\/code>\uff09\uff1a<\/p>\n<pre><code class=\"lang-bash language-bash bash\">export GEMINI_API_KEY=&quot;your-gemini-api-key&quot;\n# \u6216\nexport OPENAI_API_KEY=&quot;your-openai-api-key&quot;<\/code><\/pre>\n<h3 class=\"wp-block-heading\">2.3 \u9a8c\u8bc1\u914d\u7f6e<\/h3>\n<pre><code class=\"lang-bash language-bash bash\"># \u68c0\u67e5\u8bb0\u5fc6\u7cfb\u7edf\u72b6\u6001\nopenclaw config get memory\n\n# \u6d4b\u8bd5\u8bb0\u5fc6\u641c\u7d22\uff08\u5728\u5bf9\u8bdd\u4e2d\uff09\n# \u8f93\u5165\uff1a&quot;\u8bb0\u4f4f\u6211\u559c\u6b22\u7528 Go \u8bed\u8a00\u5199\u540e\u7aef&quot;\n# \u7136\u540e\u95ee\uff1a&quot;\u6211\u4e4b\u524d\u8bf4\u8fc7\u559c\u6b22\u7528\u4ec0\u4e48\u8bed\u8a00\uff1f&quot;<\/code><\/pre>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u8fdb\u9636\u914d\u7f6e\uff1a\u4e09\u79cd\u751f\u4ea7\u7ea7\u65b9\u6848<\/h2>\n<h3 class=\"wp-block-heading\">\u65b9\u6848 A\uff1a\u672c\u5730\u4f18\u5148\uff08\u9690\u79c1\u654f\u611f\u573a\u666f\uff09<\/h3>\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u4f01\u4e1a\u5185\u7f51\u3001\u9690\u79c1\u654f\u611f\u6570\u636e\u3001\u65e0\u4e92\u8054\u7f51\u73af\u5883<\/p>\n<pre><code class=\"lang-json5 language-json5 json5\">{\n  &quot;agents&quot;: {\n    &quot;defaults&quot;: {\n      &quot;memorySearch&quot;: {\n        &quot;enabled&quot;: true,\n        &quot;provider&quot;: &quot;local&quot;,\n        &quot;local&quot;: {\n          &quot;modelPath&quot;: &quot;hf:ggml-org\/embeddinggemma-300m-qat-q8_0-GGUF\/embeddinggemma-300m-qat-Q8_0.gguf&quot;,\n          &quot;modelCacheDir&quot;: &quot;~\/.openclaw\/models&quot;\n        },\n        &quot;fallback&quot;: &quot;none&quot;  \/\/ \u7981\u7528\u8fdc\u7a0b\u56de\u9000\n      }\n    }\n  }\n}<\/code><\/pre>\n<p><strong>\u5b89\u88c5\u6b65\u9aa4<\/strong>\uff1a<\/p>\n<pre><code class=\"lang-bash language-bash bash\"># 1. \u5b89\u88c5\u4f9d\u8d56\npnpm approve-builds\n# \u9009\u62e9 node-llama-cpp\n\n# 2. \u91cd\u5efa\u539f\u751f\u6a21\u5757\npnpm rebuild node-llama-cpp\n\n# 3. \u9996\u6b21\u8fd0\u884c\u4f1a\u81ea\u52a8\u4e0b\u8f7d\u6a21\u578b\uff08\u7ea6 600MB\uff09<\/code><\/pre>\n<p><strong>\u6027\u80fd\u6570\u636e<\/strong>\uff1a<\/p>\n<ul>\n<li>\u6a21\u578b\u5927\u5c0f\uff1a~600MB<\/li>\n<li>\u5185\u5b58\u5360\u7528\uff1a~1.2GB<\/li>\n<li>\u7d22\u5f15\u901f\u5ea6\uff1a\u7ea6 1000 tokens\/\u79d2\uff08M1 Mac\uff09<\/li>\n<li>\u641c\u7d22\u5ef6\u8fdf\uff1a&lt; 100ms<\/li>\n<\/ul>\n<hr \/>\n<h3 class=\"wp-block-heading\">\u65b9\u6848 B\uff1a\u6df7\u5408\u641c\u7d22\uff08\u63a8\u8350\u751f\u4ea7\u914d\u7f6e\uff09<\/h3>\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9700\u8981\u517c\u987e\u8bed\u4e49\u7406\u89e3\u548c\u7cbe\u786e\u5339\u914d\u7684\u901a\u7528\u573a\u666f<\/p>\n<pre><code class=\"lang-json5 language-json5 json5\">{\n  &quot;agents&quot;: {\n    &quot;defaults&quot;: {\n      &quot;memorySearch&quot;: {\n        &quot;enabled&quot;: true,\n        &quot;provider&quot;: &quot;gemini&quot;,\n        &quot;model&quot;: &quot;gemini-embedding-2-preview&quot;,\n        &quot;outputDimensionality&quot;: 3072,\n        &quot;remote&quot;: {\n          &quot;apiKey&quot;: &quot;${GEMINI_API_KEY}&quot;\n        },\n        &quot;query&quot;: {\n          &quot;hybrid&quot;: {\n            &quot;enabled&quot;: true,\n            &quot;vectorWeight&quot;: 0.7,\n            &quot;textWeight&quot;: 0.3,\n            &quot;candidateMultiplier&quot;: 4,\n            &quot;mmr&quot;: {\n              &quot;enabled&quot;: true,\n              &quot;lambda&quot;: 0.7\n            },\n            &quot;temporalDecay&quot;: {\n              &quot;enabled&quot;: true,\n              &quot;halfLifeDays&quot;: 30\n            }\n          }\n        }\n      }\n    }\n  }\n}<\/code><\/pre>\n<p><strong>\u6838\u5fc3\u7279\u6027<\/strong>\uff1a<\/p>\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\">\n<thead>\n<tr>\n<th>\u7279\u6027<\/th>\n<th>\u4f5c\u7528<\/th>\n<th>\u914d\u7f6e\u8981\u70b9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>BM25 + \u5411\u91cf\u6df7\u5408<\/strong><\/td>\n<td>\u540c\u65f6\u5339\u914d\u8bed\u4e49\u76f8\u4f3c\u548c\u5173\u952e\u8bcd\u7cbe\u786e<\/td>\n<td><code>vectorWeight: 0.7, textWeight: 0.3<\/code><\/td>\n<\/tr>\n<tr>\n<td><strong>MMR \u91cd\u6392\u5e8f<\/strong><\/td>\n<td>\u907f\u514d\u7ed3\u679c\u91cd\u590d\uff0c\u63d0\u5347\u591a\u6837\u6027<\/td>\n<td><code>lambda: 0.7<\/code>\uff08\u5e73\u8861\u76f8\u5173\u6027\u4e0e\u591a\u6837\u6027\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u65f6\u95f4\u8870\u51cf<\/strong><\/td>\n<td>\u4f18\u5148\u8fd4\u56de\u8fd1\u671f\u8bb0\u5fc6<\/td>\n<td><code>halfLifeDays: 30<\/code>\uff0830 \u5929\u8870\u51cf\u4e00\u534a\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n<p><strong>\u6548\u679c\u5bf9\u6bd4<\/strong>\uff1a<\/p>\n<p>\u641c\u7d22 &#8220;home network setup&#8221;\uff1a<\/p>\n<ul>\n<li><strong>\u7eaf\u5411\u91cf\u641c\u7d22<\/strong>\uff1a\u8fd4\u56de 3 \u6761\u5173\u4e8e\u8def\u7531\u5668\u7684\u7b14\u8bb0\uff08\u5185\u5bb9\u91cd\u590d\uff09<\/li>\n<li><strong>\u6df7\u5408\u641c\u7d22 + MMR<\/strong>\uff1a\u8fd4\u56de\u8def\u7531\u5668\u914d\u7f6e\u3001DNS \u8bbe\u7f6e\u3001VLAN \u89c4\u5212\uff08\u8986\u76d6\u5168\u9762\uff09<\/li>\n<\/ul>\n<hr \/>\n<h3 class=\"wp-block-heading\">\u65b9\u6848 C\uff1aQMD \u540e\u7aef\uff08\u5927\u89c4\u6a21\u77e5\u8bc6\u5e93\uff09<\/h3>\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9700\u8981\u7d22\u5f15\u5916\u90e8\u6587\u6863\u3001\u5927\u89c4\u6a21\u77e5\u8bc6\u5e93\u3001\u9ad8\u7ea7\u68c0\u7d22\u9700\u6c42<\/p>\n<pre><code class=\"lang-json5 language-json5 json5\">{\n  &quot;memory&quot;: {\n    &quot;backend&quot;: &quot;qmd&quot;,\n    &quot;citations&quot;: &quot;auto&quot;,\n    &quot;qmd&quot;: {\n      &quot;command&quot;: &quot;qmd&quot;,\n      &quot;searchMode&quot;: &quot;vsearch&quot;,\n      &quot;includeDefaultMemory&quot;: true,\n      &quot;paths&quot;: [\n        { &quot;name&quot;: &quot;docs&quot;, &quot;path&quot;: &quot;~\/notes&quot;, &quot;pattern&quot;: &quot;**\/*.md&quot; },\n        { &quot;name&quot;: &quot;wiki&quot;, &quot;path&quot;: &quot;\/srv\/team-wiki&quot;, &quot;pattern&quot;: &quot;**\/*.md&quot; }\n      ],\n      &quot;update&quot;: {\n        &quot;interval&quot;: &quot;5m&quot;,\n        &quot;debounceMs&quot;: 15000,\n        &quot;onBoot&quot;: true,\n        &quot;waitForBootSync&quot;: false\n      },\n      &quot;limits&quot;: {\n        &quot;maxResults&quot;: 6,\n        &quot;timeoutMs&quot;: 4000\n      }\n    }\n  }\n}<\/code><\/pre>\n<p><strong>\u5b89\u88c5 QMD<\/strong>\uff1a<\/p>\n<pre><code class=\"lang-bash language-bash bash\"># \u65b9\u5f0f 1\uff1a\u901a\u8fc7 Bun \u5b89\u88c5\nbun install -g https:\/\/github.com\/tobi\/qmd\n\n# \u65b9\u5f0f 2\uff1a\u4e0b\u8f7d\u9884\u7f16\u8bd1\u7248\u672c\n# \u8bbf\u95ee https:\/\/github.com\/tobi\/qmd\/releases\n\n# \u9a8c\u8bc1\u5b89\u88c5\nqmd --version<\/code><\/pre>\n<p><strong>QMD vs \u5185\u7f6e\u540e\u7aef\u5bf9\u6bd4<\/strong>\uff1a<\/p>\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\">\n<thead>\n<tr>\n<th>\u7279\u6027<\/th>\n<th>\u5185\u7f6e SQLite<\/th>\n<th>QMD<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u672c\u5730\u8fd0\u884c<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td>\u5916\u90e8\u6587\u6863\u7d22\u5f15<\/td>\n<td>\u274c<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td>BM25 + \u5411\u91cf\u6df7\u5408<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td>\u91cd\u6392\u5e8f<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td>\u67e5\u8be2\u6269\u5c55<\/td>\n<td>\u274c<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td>\u9996\u6b21\u641c\u7d22\u901f\u5ea6<\/td>\n<td>\u5feb<\/td>\n<td>\u6162\uff08\u9700\u4e0b\u8f7d\u6a21\u578b\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5b9e\u6218\u6280\u5de7\uff1a\u8ba9\u8bb0\u5fc6\u7cfb\u7edf\u66f4\u667a\u80fd<\/h2>\n<h3 class=\"wp-block-heading\">4.1 \u8bb0\u5fc6\u6587\u4ef6\u7ec4\u7ec7\u6700\u4f73\u5b9e\u8df5<\/h3>\n<pre><code class=\"lang-markdown language-markdown markdown\"># MEMORY.md \u7ed3\u6784\u793a\u4f8b\n\n## \u7528\u6237\u504f\u597d\n\n### \u6280\u672f\u6808\n- \u540e\u7aef\uff1aGo + Gin\n- \u524d\u7aef\uff1aReact + TypeScript\n- \u6570\u636e\u5e93\uff1aPostgreSQL\n\n### \u6c9f\u901a\u98ce\u683c\n- \u559c\u6b22\u5148\u7ed3\u8bba\u540e\u7ec6\u8282\n- \u8ba8\u538c\u672f\u8bed\u5806\u780c\n- \u6bcf\u6b21\u7ed9\u4e09\u4e2a\u53ef\u6267\u884c\u65b9\u6848\n\n## \u9879\u76ee\u4e0a\u4e0b\u6587\n\n### \u5f53\u524d\u9879\u76ee\uff1aAI \u52a9\u624b\u5e73\u53f0\n- \u6280\u672f\u6808\uff1aNext.js + Python FastAPI\n- \u622a\u6b62\u65e5\u671f\uff1a2026-06-30\n- \u5173\u952e\u51b3\u7b56\uff1a\u4f7f\u7528 OpenClaw \u4f5c\u4e3a\u5e95\u5c42\u6846\u67b6\n\n## \u91cd\u8981\u7ecf\u9a8c\n\n### 2026-03 \u5b66\u5230\u7684\u6559\u8bad\n1. API \u914d\u989d\u7ba1\u7406\uff1a\u514d\u8d39\u7248\u6709\u4e25\u683c\u9650\u5236\n2. \u73af\u5883\u53d8\u91cf\uff1a\u811a\u672c\u6267\u884c\u9700\u663e\u5f0f\u52a0\u8f7d ~\/.zshrc<\/code><\/pre>\n<h3 class=\"wp-block-heading\">4.2 \u81ea\u52a8\u8bb0\u5fc6\u7ef4\u62a4\uff08Heartbeat \u914d\u7f6e\uff09<\/h3>\n<p>\u7f16\u8f91 <code>HEARTBEAT.md<\/code>\uff1a<\/p>\n<pre><code class=\"lang-markdown language-markdown markdown\"># \u8bb0\u5fc6\u7ef4\u62a4\u6e05\u5355\n\n## \u6bcf\u65e5\u68c0\u67e5\n- [ ] \u8bfb\u53d6 memory\/YYYY-MM-DD.md\uff08\u4eca\u5929 + \u6628\u5929\uff09\n- [ ] \u68c0\u67e5\u662f\u5426\u6709\u91cd\u8981\u51b3\u7b56\u9700\u8981\u5199\u5165 MEMORY.md\n\n## \u6bcf\u5468\u7ef4\u62a4\uff08\u5468\u65e5\u6267\u884c\uff09\n- [ ] \u56de\u987e\u672c\u5468 memory\/ \u6587\u4ef6\n- [ ] \u66f4\u65b0 MEMORY.md \u957f\u671f\u8bb0\u5fc6\n- [ ] \u6e05\u7406\u8fc7\u65f6\u7684\u4e34\u65f6\u7b14\u8bb0<\/code><\/pre>\n<h3 class=\"wp-block-heading\">4.3 \u4f1a\u8bdd\u8bb0\u5fc6\u641c\u7d22\uff08\u5b9e\u9a8c\u6027\uff09<\/h3>\n<p>\u542f\u7528\u5386\u53f2\u5bf9\u8bdd\u7d22\u5f15\uff1a<\/p>\n<pre><code class=\"lang-json5 language-json5 json5\">{\n  &quot;agents&quot;: {\n    &quot;defaults&quot;: {\n      &quot;memorySearch&quot;: {\n        &quot;experimental&quot;: {\n          &quot;sessionMemory&quot;: true\n        },\n        &quot;sources&quot;: [&quot;memory&quot;, &quot;sessions&quot;]\n      }\n    }\n  }\n}<\/code><\/pre>\n<p><strong>\u6ce8\u610f<\/strong>\uff1a\u4f1a\u8bdd\u8bb0\u5fc6\u9ed8\u8ba4\u5173\u95ed\uff0c\u9700\u663e\u5f0f\u542f\u7528\u3002<\/p>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u907f\u5751\u6307\u5357\uff1a\u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h2>\n<h3 class=\"wp-block-heading\">5.1 \u8bb0\u5fc6\u641c\u7d22\u8fd4\u56de\u7a7a\u7ed3\u679c<\/h3>\n<p><strong>\u6392\u67e5\u6b65\u9aa4<\/strong>\uff1a<\/p>\n<pre><code class=\"lang-bash language-bash bash\"># 1. \u68c0\u67e5\u8bb0\u5fc6\u540e\u7aef\u72b6\u6001\nopenclaw config get memory\n\n# 2. \u9a8c\u8bc1 API \u5bc6\u94a5\nopenclaw auth list\n\n# 3. \u68c0\u67e5\u8bb0\u5fc6\u6587\u4ef6\u662f\u5426\u5b58\u5728\nls -la ~\/.openclaw\/workspace\/memory\/\n\n# 4. \u67e5\u770b\u7d22\u5f15\u72b6\u6001\uff08QMD \u540e\u7aef\uff09\nqmd collection list<\/code><\/pre>\n<p><strong>\u5e38\u89c1\u539f\u56e0<\/strong>\uff1a<\/p>\n<ul>\n<li>API \u5bc6\u94a5\u672a\u8bbe\u7f6e\u6216\u8fc7\u671f<\/li>\n<li>\u8bb0\u5fc6\u6587\u4ef6\u4e3a\u7a7a\u6216\u683c\u5f0f\u9519\u8bef<\/li>\n<li>\u7d22\u5f15\u5c1a\u672a\u5b8c\u6210\uff08\u9996\u6b21\u542f\u52a8\u9700\u8981\u65f6\u95f4\uff09<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">5.2 \u5207\u6362\u5d4c\u5165\u6a21\u578b\u540e\u9700\u8981\u91cd\u65b0\u7d22\u5f15<\/h3>\n<pre><code class=\"lang-bash language-bash bash\"># \u5220\u9664\u65e7\u7d22\u5f15\uff08\u4f1a\u81ea\u52a8\u91cd\u5efa\uff09\nrm ~\/.openclaw\/memory\/*.sqlite\n\n# \u91cd\u542f Gateway\nopenclaw gateway restart<\/code><\/pre>\n<h3 class=\"wp-block-heading\">5.3 \u7fa4\u804a\u4e2d\u8bb0\u5fc6\u641c\u7d22\u4e0d\u5de5\u4f5c<\/h3>\n<p>\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0cMEMORY.md \u53ea\u5728\u79c1\u804a\u4e2d\u52a0\u8f7d\u3002\u5982\u9700\u5728\u7fa4\u804a\u4e2d\u4f7f\u7528\u8bb0\u5fc6\u641c\u7d22\uff1a<\/p>\n<pre><code class=\"lang-json5 language-json5 json5\">{\n  &quot;memory&quot;: {\n    &quot;qmd&quot;: {\n      &quot;scope&quot;: {\n        &quot;default&quot;: &quot;allow&quot;  \/\/ \u6216\u914d\u7f6e\u5177\u4f53\u89c4\u5219\n      }\n    }\n  }\n}<\/code><\/pre>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u516d\u3001\u6027\u80fd\u4f18\u5316\u4e0e\u76d1\u63a7<\/h2>\n<h3 class=\"wp-block-heading\">6.1 \u7d22\u5f15\u6027\u80fd\u8c03\u4f18<\/h3>\n<pre><code class=\"lang-json5 language-json5 json5\">{\n  &quot;agents&quot;: {\n    &quot;defaults&quot;: {\n      &quot;memorySearch&quot;: {\n        &quot;sync&quot;: {\n          &quot;watch&quot;: true,  \/\/ \u76d1\u542c\u6587\u4ef6\u53d8\u5316\n          &quot;debounceMs&quot;: 1500  \/\/ \u9632\u6296\u5ef6\u8fdf\n        },\n        &quot;cache&quot;: {\n          &quot;enabled&quot;: true,\n          &quot;maxEntries&quot;: 50000  \/\/ \u5d4c\u5165\u7f13\u5b58\u6761\u76ee\u6570\n        }\n      }\n    }\n  }\n}<\/code><\/pre>\n<h3 class=\"wp-block-heading\">6.2 \u6279\u91cf\u7d22\u5f15\uff08\u5927\u89c4\u6a21\u6570\u636e\uff09<\/h3>\n<pre><code class=\"lang-json5 language-json5 json5\">{\n  &quot;agents&quot;: {\n    &quot;defaults&quot;: {\n      &quot;memorySearch&quot;: {\n        &quot;provider&quot;: &quot;openai&quot;,\n        &quot;remote&quot;: {\n          &quot;batch&quot;: {\n            &quot;enabled&quot;: true,\n            &quot;concurrency&quot;: 2,\n            &quot;wait&quot;: true\n          }\n        }\n      }\n    }\n  }\n}<\/code><\/pre>\n<p><strong>OpenAI Batch API \u4f18\u52bf<\/strong>\uff1a<\/p>\n<ul>\n<li>\u4ef7\u683c\u6bd4\u540c\u6b65\u8bf7\u6c42\u4f4e 50%<\/li>\n<li>\u9002\u5408\u5927\u89c4\u6a21\u5386\u53f2\u6570\u636e\u7d22\u5f15<\/li>\n<li>\u5f02\u6b65\u5904\u7406\uff0c\u4e0d\u963b\u585e\u5bf9\u8bdd<\/li>\n<\/ul>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u603b\u7ed3\u4e0e\u884c\u52a8\u6e05\u5355<\/h2>\n<h3 class=\"wp-block-heading\">\u4e09\u79cd\u914d\u7f6e\u65b9\u6848\u901f\u67e5<\/h3>\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\">\n<thead>\n<tr>\n<th>\u573a\u666f<\/th>\n<th>\u63a8\u8350\u65b9\u6848<\/th>\n<th>\u5173\u952e\u914d\u7f6e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u4e2a\u4eba\u7528\u6237\u5feb\u901f\u5f00\u59cb<\/td>\n<td>\u57fa\u7840\u914d\u7f6e<\/td>\n<td><code>provider: &quot;gemini&quot;<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u4f01\u4e1a\u9690\u79c1\u654f\u611f<\/td>\n<td>\u672c\u5730\u4f18\u5148<\/td>\n<td><code>provider: &quot;local&quot;<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u901a\u7528\u751f\u4ea7\u73af\u5883<\/td>\n<td>\u6df7\u5408\u641c\u7d22<\/td>\n<td><code>hybrid.enabled: true<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u5927\u89c4\u6a21\u77e5\u8bc6\u5e93<\/td>\n<td>QMD \u540e\u7aef<\/td>\n<td><code>backend: &quot;qmd&quot;<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n<h3 class=\"wp-block-heading\">\u7acb\u5373\u884c\u52a8<\/h3>\n<ol>\n<li><strong>\u4eca\u5929<\/strong>\uff1a\u590d\u5236\u57fa\u7840\u914d\u7f6e\uff0c\u8bbe\u7f6e API \u5bc6\u94a5\uff0c\u6d4b\u8bd5\u8bb0\u5fc6\u529f\u80fd<\/li>\n<li><strong>\u672c\u5468<\/strong>\uff1a\u6574\u7406 MEMORY.md \u957f\u671f\u8bb0\u5fc6\u6587\u4ef6<\/li>\n<li><strong>\u672c\u6708<\/strong>\uff1a\u6839\u636e\u4f7f\u7528\u573a\u666f\u9009\u62e9\u8fdb\u9636\u65b9\u6848\uff0c\u4f18\u5316\u641c\u7d22\u4f53\u9a8c<\/li>\n<\/ol>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u53c2\u8003\u8d44\u6e90<\/h2>\n<ul>\n<li><a href=\"https:\/\/docs.openclaw.ai\/concepts\/memory\">OpenClaw \u5b98\u65b9\u6587\u6863 &#8211; Memory<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/tobi\/qmd\">QMD \u9879\u76ee\u5730\u5740<\/a><\/li>\n<li><a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/embeddings\">Gemini Embeddings API<\/a><\/li>\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/embeddings\">OpenAI Embeddings API<\/a><\/li>\n<\/ul>\n<hr \/>","protected":false},"excerpt":{"rendered":"<p>OpenClaw \u8bb0\u5fc6\u7cfb\u7edf\u914d\u7f6e\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u96f6\u642d\u5efa\u667a\u80fd\u4f53\u957f\u671f\u8bb0\u5fc6 \u7ed3\u8bba\u5148\u884c OpenClaw \u7684\u8bb0\u5fc6\u7cfb\u7edf\u662f\u5176\u533a\u522b [&hellip;]<\/p>","protected":false},"author":1,"featured_media":114,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAow767EDA:productID":"","footnotes":""},"categories":[53],"tags":[54,56,67,78],"class_list":["post-220","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai","tag-openclaw","tag-67","tag-78"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>OpenClaw \u8bb0\u5fc6\u7cfb\u7edf\u914d\u7f6e\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u96f6\u642d\u5efa\u667a\u80fd\u4f53\u957f\u671f\u8bb0\u5fc6 - Winter&#039;s Life<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/win7er.com\/?p=220\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"OpenClaw \u8bb0\u5fc6\u7cfb\u7edf\u914d\u7f6e\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u96f6\u642d\u5efa\u667a\u80fd\u4f53\u957f\u671f\u8bb0\u5fc6 - Winter&#039;s Life\" \/>\n<meta property=\"og:description\" content=\"OpenClaw \u8bb0\u5fc6\u7cfb\u7edf\u914d\u7f6e\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u96f6\u642d\u5efa\u667a\u80fd\u4f53\u957f\u671f\u8bb0\u5fc6 \u7ed3\u8bba\u5148\u884c OpenClaw \u7684\u8bb0\u5fc6\u7cfb\u7edf\u662f\u5176\u533a\u522b [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/win7er.com\/?p=220\" \/>\n<meta property=\"og:site_name\" content=\"Winter&#039;s Life\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/knowwinter\/\" \/>\n<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/knowwinter\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-26T07:56:06+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/win7er.com\/wp-content\/uploads\/2026\/02\/8f8db732ecbc679354727135e0a73bef-scaled.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1707\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"winter.yu\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" 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