{"id":93,"date":"2026-03-21T22:47:17","date_gmt":"2026-03-21T14:47:17","guid":{"rendered":"https:\/\/pa.yingzhi8.cn\/index.php\/2026\/03\/21\/concepts-memory\/"},"modified":"2026-03-21T23:08:57","modified_gmt":"2026-03-21T15:08:57","slug":"concepts-memory","status":"publish","type":"post","link":"https:\/\/pa.yingzhi8.cn\/index.php\/2026\/03\/21\/concepts-memory\/","title":{"rendered":"\u8bb0\u5fc6"},"content":{"rendered":"<h1>\u8bb0\u5fc6<\/h1>\n<p>OpenClaw \u8bb0\u5fc6\u662f<strong>\u667a\u80fd\u4f53\u5de5\u4f5c\u7a7a\u95f4\u4e2d\u7684\u7eaf Markdown \u6587\u4ef6<\/strong>\u3002\u8fd9\u4e9b\u6587\u4ef6\u662f\u552f\u4e00\u7684\u4e8b\u5b9e\u6765\u6e90\uff1b\u6a21\u578b\u53ea&#8221;\u8bb0\u4f4f&#8221;\u5199\u5165\u78c1\u76d8\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u8bb0\u5fc6\u641c\u7d22\u5de5\u5177\u7531\u6d3b\u52a8\u7684\u8bb0\u5fc6\u63d2\u4ef6\u63d0\u4f9b\uff08\u9ed8\u8ba4\uff1a<code>memory-core<\/code>\uff09\u3002\u4f7f\u7528 <code>plugins.slots.memory = \"none\"<\/code> \u7981\u7528\u8bb0\u5fc6\u63d2\u4ef6\u3002<\/p>\n<h2>\u8bb0\u5fc6\u6587\u4ef6\uff08Markdown\uff09<\/h2>\n<p>\u9ed8\u8ba4\u5de5\u4f5c\u7a7a\u95f4\u5e03\u5c40\u4f7f\u7528\u4e24\u4e2a\u8bb0\u5fc6\u5c42\uff1a<\/p>\n<ul>\n<li><code>memory\/YYYY-MM-DD.md<\/code><\/li>\n<li>\u6bcf\u65e5\u65e5\u5fd7\uff08\u4ec5\u8ffd\u52a0\uff09\u3002<\/li>\n<li>\u5728\u4f1a\u8bdd\u5f00\u59cb\u65f6\u8bfb\u53d6\u4eca\u5929\u548c\u6628\u5929\u7684\u5185\u5bb9\u3002<\/li>\n<li><code>MEMORY.md<\/code>\uff08\u53ef\u9009\uff09<\/li>\n<li>\u7cbe\u5fc3\u6574\u7406\u7684\u957f\u671f\u8bb0\u5fc6\u3002<\/li>\n<li><strong>\u4ec5\u5728\u4e3b\u8981\u7684\u79c1\u4eba\u4f1a\u8bdd\u4e2d\u52a0\u8f7d<\/strong>\uff08\u7edd\u4e0d\u5728\u7fa4\u7ec4\u4e0a\u4e0b\u6587\u4e2d\u52a0\u8f7d\uff09\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u6587\u4ef6\u4f4d\u4e8e\u5de5\u4f5c\u7a7a\u95f4\u4e0b\uff08<code>agents.defaults.workspace<\/code>\uff0c\u9ed8\u8ba4 <code>~\/.openclaw\/workspace<\/code>\uff09\u3002\u5b8c\u6574\u5e03\u5c40\u53c2\u89c1<a href=\"\/concepts\/agent-workspace\">\u667a\u80fd\u4f53\u5de5\u4f5c\u7a7a\u95f4<\/a>\u3002<\/p>\n<h2>\u4f55\u65f6\u5199\u5165\u8bb0\u5fc6<\/h2>\n<ul>\n<li>\u51b3\u7b56\u3001\u504f\u597d\u548c\u6301\u4e45\u6027\u4e8b\u5b9e\u5199\u5165 <code>MEMORY.md<\/code>\u3002<\/li>\n<li>\u65e5\u5e38\u7b14\u8bb0\u548c\u8fd0\u884c\u4e0a\u4e0b\u6587\u5199\u5165 <code>memory\/YYYY-MM-DD.md<\/code>\u3002<\/li>\n<li>\u5982\u679c\u6709\u4eba\u8bf4&#8221;\u8bb0\u4f4f\u8fd9\u4e2a&#8221;\uff0c\u5c31\u5199\u4e0b\u6765\uff08\u4e0d\u8981\u53ea\u4fdd\u5b58\u5728\u5185\u5b58\u4e2d\uff09\u3002<\/li>\n<li>\u8fd9\u4e2a\u9886\u57df\u4ecd\u5728\u53d1\u5c55\u4e2d\u3002\u63d0\u9192\u6a21\u578b\u5b58\u50a8\u8bb0\u5fc6\u4f1a\u6709\u5e2e\u52a9\uff1b\u5b83\u4f1a\u77e5\u9053\u8be5\u600e\u4e48\u505a\u3002<\/li>\n<li>\u5982\u679c\u4f60\u60f3\u8ba9\u67d0\u4e9b\u5185\u5bb9\u6301\u4e45\u4fdd\u5b58\uff0c<strong>\u8bf7\u8981\u6c42\u673a\u5668\u4eba\u5c06\u5176\u5199\u5165<\/strong>\u8bb0\u5fc6\u3002<\/li>\n<\/ul>\n<h2>\u81ea\u52a8\u8bb0\u5fc6\u5237\u65b0\uff08\u538b\u7f29\u524d\u89e6\u53d1\uff09<\/h2>\n<p>\u5f53\u4f1a\u8bdd<strong>\u63a5\u8fd1\u81ea\u52a8\u538b\u7f29<\/strong>\u65f6\uff0cOpenClaw \u4f1a\u89e6\u53d1\u4e00\u4e2a<strong>\u9759\u9ed8\u7684\u667a\u80fd\u4f53\u56de\u5408<\/strong>\uff0c\u63d0\u9192\u6a21\u578b\u5728\u4e0a\u4e0b\u6587\u88ab\u538b\u7f29<strong>\u4e4b\u524d<\/strong>\u5199\u5165\u6301\u4e45\u8bb0\u5fc6\u3002\u9ed8\u8ba4\u63d0\u793a\u660e\u786e\u8bf4\u660e\u6a21\u578b<em>\u53ef\u4ee5\u56de\u590d<\/em>\uff0c\u4f46\u901a\u5e38 <code>NO_REPLY<\/code> \u662f\u6b63\u786e\u7684\u54cd\u5e94\uff0c\u56e0\u6b64\u7528\u6237\u6c38\u8fdc\u4e0d\u4f1a\u770b\u5230\u8fd9\u4e2a\u56de\u5408\u3002<\/p>\n<p>\u8fd9\u7531 <code>agents.defaults.compaction.memoryFlush<\/code> \u63a7\u5236\uff1a<\/p>\n<p>&#8220;`json5  theme={&#8220;theme&#8221;:{&#8220;light&#8221;:&#8221;min-light&#8221;,&#8221;dark&#8221;:&#8221;min-dark&#8221;}}<br \/>\n{<br \/>\n  agents: {<br \/>\n    defaults: {<br \/>\n      compaction: {<br \/>\n        reserveTokensFloor: 20000,<br \/>\n        memoryFlush: {<br \/>\n          enabled: true,<br \/>\n          softThresholdTokens: 4000,<br \/>\n          systemPrompt: &#8220;Session nearing compaction. Store durable memories now.&#8221;,<br \/>\n          prompt: &#8220;Write any lasting notes to memory\/YYYY-MM-DD.md; reply with NO_REPLY if nothing to store.&#8221;,<br \/>\n        },<br \/>\n      },<br \/>\n    },<br \/>\n  },<br \/>\n}<\/p>\n<pre><code>\n\u8be6\u60c5\uff1a\n\n* **\u8f6f\u9608\u503c**\uff1a\u5f53\u4f1a\u8bdd token \u4f30\u8ba1\u8d85\u8fc7 `contextWindow - reserveTokensFloor - softThresholdTokens` \u65f6\u89e6\u53d1\u5237\u65b0\u3002\n* \u9ed8\u8ba4**\u9759\u9ed8**\uff1a\u63d0\u793a\u5305\u542b `NO_REPLY`\uff0c\u56e0\u6b64\u4e0d\u4f1a\u53d1\u9001\u4efb\u4f55\u5185\u5bb9\u3002\n* **\u4e24\u4e2a\u63d0\u793a**\uff1a\u4e00\u4e2a\u7528\u6237\u63d0\u793a\u52a0\u4e00\u4e2a\u7cfb\u7edf\u63d0\u793a\u9644\u52a0\u63d0\u9192\u3002\n* **\u6bcf\u4e2a\u538b\u7f29\u5468\u671f\u5237\u65b0\u4e00\u6b21**\uff08\u5728 `sessions.json` \u4e2d\u8ddf\u8e2a\uff09\u3002\n* **\u5de5\u4f5c\u7a7a\u95f4\u5fc5\u987b\u53ef\u5199**\uff1a\u5982\u679c\u4f1a\u8bdd\u4ee5 `workspaceAccess: &quot;ro&quot;` \u6216 `&quot;none&quot;` \u5728\u6c99\u7bb1\u4e2d\u8fd0\u884c\uff0c\u5219\u8df3\u8fc7\u5237\u65b0\u3002\n\n\u5b8c\u6574\u7684\u538b\u7f29\u751f\u547d\u5468\u671f\u53c2\u89c1[\u4f1a\u8bdd\u7ba1\u7406 + \u538b\u7f29](\/reference\/session-management-compaction)\u3002\n\n## \u5411\u91cf\u8bb0\u5fc6\u641c\u7d22\n\nOpenClaw \u53ef\u4ee5\u5728 `MEMORY.md` \u548c `memory\/*.md`\uff08\u4ee5\u53ca\u4f60\u9009\u62e9\u52a0\u5165\u7684\u4efb\u4f55\u989d\u5916\u76ee\u5f55\u6216\u6587\u4ef6\uff09\u4e0a\u6784\u5efa\u5c0f\u578b\u5411\u91cf\u7d22\u5f15\uff0c\u4ee5\u4fbf\u8bed\u4e49\u67e5\u8be2\u53ef\u4ee5\u627e\u5230\u76f8\u5173\u7b14\u8bb0\uff0c\u5373\u4f7f\u63aa\u8f9e\u4e0d\u540c\u3002\n\n\u9ed8\u8ba4\u503c\uff1a\n\n* \u9ed8\u8ba4\u542f\u7528\u3002\n* \u76d1\u89c6\u8bb0\u5fc6\u6587\u4ef6\u7684\u66f4\u6539\uff08\u53bb\u6296\u52a8\uff09\u3002\n* \u9ed8\u8ba4\u4f7f\u7528\u8fdc\u7a0b\u5d4c\u5165\u3002\u5982\u679c\u672a\u8bbe\u7f6e `memorySearch.provider`\uff0cOpenClaw \u81ea\u52a8\u9009\u62e9\uff1a\n  1. \u5982\u679c\u914d\u7f6e\u4e86 `memorySearch.local.modelPath` \u4e14\u6587\u4ef6\u5b58\u5728\uff0c\u5219\u4f7f\u7528 `local`\u3002\n  2. \u5982\u679c\u53ef\u4ee5\u89e3\u6790 OpenAI \u5bc6\u94a5\uff0c\u5219\u4f7f\u7528 `openai`\u3002\n  3. \u5982\u679c\u53ef\u4ee5\u89e3\u6790 Gemini \u5bc6\u94a5\uff0c\u5219\u4f7f\u7528 `gemini`\u3002\n  4. \u5426\u5219\u8bb0\u5fc6\u641c\u7d22\u4fdd\u6301\u7981\u7528\u72b6\u6001\u76f4\u5230\u914d\u7f6e\u5b8c\u6210\u3002\n* \u672c\u5730\u6a21\u5f0f\u4f7f\u7528 node-llama-cpp\uff0c\u53ef\u80fd\u9700\u8981\u8fd0\u884c `pnpm approve-builds`\u3002\n* \u4f7f\u7528 sqlite-vec\uff08\u5982\u679c\u53ef\u7528\uff09\u5728 SQLite \u4e2d\u52a0\u901f\u5411\u91cf\u641c\u7d22\u3002\n\n\u8fdc\u7a0b\u5d4c\u5165**\u9700\u8981**\u5d4c\u5165\u63d0\u4f9b\u5546\u7684 API \u5bc6\u94a5\u3002OpenClaw \u4ece\u8eab\u4efd\u9a8c\u8bc1\u914d\u7f6e\u6587\u4ef6\u3001`models.providers.*.apiKey` \u6216\u73af\u5883\u53d8\u91cf\u89e3\u6790\u5bc6\u94a5\u3002Codex OAuth \u4ec5\u6db5\u76d6\u804a\u5929\/\u8865\u5168\uff0c**\u4e0d**\u6ee1\u8db3\u8bb0\u5fc6\u641c\u7d22\u7684\u5d4c\u5165\u9700\u6c42\u3002\u5bf9\u4e8e Gemini\uff0c\u4f7f\u7528 `GEMINI_API_KEY` \u6216 `models.providers.google.apiKey`\u3002\u4f7f\u7528\u81ea\u5b9a\u4e49 OpenAI \u517c\u5bb9\u7aef\u70b9\u65f6\uff0c\u8bbe\u7f6e `memorySearch.remote.apiKey`\uff08\u4ee5\u53ca\u53ef\u9009\u7684 `memorySearch.remote.headers`\uff09\u3002\n\n### \u989d\u5916\u8bb0\u5fc6\u8def\u5f84\n\n\u5982\u679c\u4f60\u60f3\u7d22\u5f15\u9ed8\u8ba4\u5de5\u4f5c\u7a7a\u95f4\u5e03\u5c40\u4e4b\u5916\u7684 Markdown \u6587\u4ef6\uff0c\u6dfb\u52a0\u663e\u5f0f\u8def\u5f84\uff1a\n\n```json5  theme={&quot;theme&quot;:{&quot;light&quot;:&quot;min-light&quot;,&quot;dark&quot;:&quot;min-dark&quot;}}\nagents: {\n  defaults: {\n    memorySearch: {\n      extraPaths: [&quot;..\/team-docs&quot;, &quot;\/srv\/shared-notes\/overview.md&quot;]\n    }\n  }\n}\n<\/code><\/pre>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u8def\u5f84\u53ef\u4ee5\u662f\u7edd\u5bf9\u8def\u5f84\u6216\u5de5\u4f5c\u7a7a\u95f4\u76f8\u5bf9\u8def\u5f84\u3002<\/li>\n<li>\u76ee\u5f55\u4f1a\u9012\u5f52\u626b\u63cf <code>.md<\/code> \u6587\u4ef6\u3002<\/li>\n<li>\u4ec5\u7d22\u5f15 Markdown \u6587\u4ef6\u3002<\/li>\n<li>\u7b26\u53f7\u94fe\u63a5\u88ab\u5ffd\u7565\uff08\u6587\u4ef6\u6216\u76ee\u5f55\uff09\u3002<\/li>\n<\/ul>\n<h3>Gemini \u5d4c\u5165\uff08\u539f\u751f\uff09<\/h3>\n<p>\u5c06\u63d0\u4f9b\u5546\u8bbe\u7f6e\u4e3a <code>gemini<\/code> \u4ee5\u76f4\u63a5\u4f7f\u7528 Gemini \u5d4c\u5165 API\uff1a<\/p>\n<p>&#8220;`json5  theme={&#8220;theme&#8221;:{&#8220;light&#8221;:&#8221;min-light&#8221;,&#8221;dark&#8221;:&#8221;min-dark&#8221;}}<br \/>\nagents: {<br \/>\n  defaults: {<br \/>\n    memorySearch: {<br \/>\n      provider: &#8220;gemini&#8221;,<br \/>\n      model: &#8220;gemini-embedding-001&#8221;,<br \/>\n      remote: {<br \/>\n        apiKey: &#8220;YOUR_GEMINI_API_KEY&#8221;<br \/>\n      }<br \/>\n    }<br \/>\n  }<br \/>\n}<\/p>\n<pre><code>\n\u8bf4\u660e\uff1a\n\n* `remote.baseUrl` \u662f\u53ef\u9009\u7684\uff08\u9ed8\u8ba4\u4e3a Gemini API \u57fa\u7840 URL\uff09\u3002\n* `remote.headers` \u8ba9\u4f60\u53ef\u4ee5\u5728\u9700\u8981\u65f6\u6dfb\u52a0\u989d\u5916\u7684\u6807\u5934\u3002\n* \u9ed8\u8ba4\u6a21\u578b\uff1a`gemini-embedding-001`\u3002\n\n\u5982\u679c\u4f60\u60f3\u4f7f\u7528**\u81ea\u5b9a\u4e49 OpenAI \u517c\u5bb9\u7aef\u70b9**\uff08OpenRouter\u3001vLLM \u6216\u4ee3\u7406\uff09\uff0c\u53ef\u4ee5\u4f7f\u7528 `remote` \u914d\u7f6e\u4e0e OpenAI \u63d0\u4f9b\u5546\uff1a\n\n```json5  theme={&quot;theme&quot;:{&quot;light&quot;:&quot;min-light&quot;,&quot;dark&quot;:&quot;min-dark&quot;}}\nagents: {\n  defaults: {\n    memorySearch: {\n      provider: &quot;openai&quot;,\n      model: &quot;text-embedding-3-small&quot;,\n      remote: {\n        baseUrl: &quot;https:\/\/api.example.com\/v1\/&quot;,\n        apiKey: &quot;YOUR_OPENAI_COMPAT_API_KEY&quot;,\n        headers: { &quot;X-Custom-Header&quot;: &quot;value&quot; }\n      }\n    }\n  }\n}\n<\/code><\/pre>\n<p>\u5982\u679c\u4f60\u4e0d\u60f3\u8bbe\u7f6e API \u5bc6\u94a5\uff0c\u4f7f\u7528 <code>memorySearch.provider = \"local\"<\/code> \u6216\u8bbe\u7f6e <code>memorySearch.fallback = \"none\"<\/code>\u3002<\/p>\n<p>\u56de\u9000\uff1a<\/p>\n<ul>\n<li><code>memorySearch.fallback<\/code> \u53ef\u4ee5\u662f <code>openai<\/code>\u3001<code>gemini<\/code>\u3001<code>local<\/code> \u6216 <code>none<\/code>\u3002<\/li>\n<li>\u56de\u9000\u63d0\u4f9b\u5546\u4ec5\u5728\u4e3b\u5d4c\u5165\u63d0\u4f9b\u5546\u5931\u8d25\u65f6\u4f7f\u7528\u3002<\/li>\n<\/ul>\n<p>\u6279\u91cf\u7d22\u5f15\uff08OpenAI + Gemini\uff09\uff1a<\/p>\n<ul>\n<li>OpenAI \u548c Gemini \u5d4c\u5165\u9ed8\u8ba4\u542f\u7528\u3002\u8bbe\u7f6e <code>agents.defaults.memorySearch.remote.batch.enabled = false<\/code> \u4ee5\u7981\u7528\u3002<\/li>\n<li>\u9ed8\u8ba4\u884c\u4e3a\u7b49\u5f85\u6279\u5904\u7406\u5b8c\u6210\uff1b\u5982\u679c\u9700\u8981\u53ef\u4ee5\u8c03\u6574 <code>remote.batch.wait<\/code>\u3001<code>remote.batch.pollIntervalMs<\/code> \u548c <code>remote.batch.timeoutMinutes<\/code>\u3002<\/li>\n<li>\u8bbe\u7f6e <code>remote.batch.concurrency<\/code> \u4ee5\u63a7\u5236\u6211\u4eec\u5e76\u884c\u63d0\u4ea4\u591a\u5c11\u4e2a\u6279\u5904\u7406\u4f5c\u4e1a\uff08\u9ed8\u8ba4\uff1a2\uff09\u3002<\/li>\n<li>\u6279\u5904\u7406\u6a21\u5f0f\u5728 <code>memorySearch.provider = \"openai\"<\/code> \u6216 <code>\"gemini\"<\/code> \u65f6\u9002\u7528\uff0c\u5e76\u4f7f\u7528\u76f8\u5e94\u7684 API \u5bc6\u94a5\u3002<\/li>\n<li>Gemini \u6279\u5904\u7406\u4f5c\u4e1a\u4f7f\u7528\u5f02\u6b65\u5d4c\u5165\u6279\u5904\u7406\u7aef\u70b9\uff0c\u9700\u8981 Gemini Batch API \u53ef\u7528\u3002<\/li>\n<\/ul>\n<p>\u4e3a\u4ec0\u4e48 OpenAI \u6279\u5904\u7406\u5feb\u901f\u53c8\u4fbf\u5b9c\uff1a<\/p>\n<ul>\n<li>\u5bf9\u4e8e\u5927\u578b\u56de\u586b\uff0cOpenAI \u901a\u5e38\u662f\u6211\u4eec\u652f\u6301\u7684\u6700\u5feb\u9009\u9879\uff0c\u56e0\u4e3a\u6211\u4eec\u53ef\u4ee5\u5728\u5355\u4e2a\u6279\u5904\u7406\u4f5c\u4e1a\u4e2d\u63d0\u4ea4\u8bb8\u591a\u5d4c\u5165\u8bf7\u6c42\uff0c\u8ba9 OpenAI \u5f02\u6b65\u5904\u7406\u5b83\u4eec\u3002<\/li>\n<li>OpenAI \u4e3a Batch API \u5de5\u4f5c\u8d1f\u8f7d\u63d0\u4f9b\u6298\u6263\u5b9a\u4ef7\uff0c\u56e0\u6b64\u5927\u578b\u7d22\u5f15\u8fd0\u884c\u901a\u5e38\u6bd4\u540c\u6b65\u53d1\u9001\u76f8\u540c\u8bf7\u6c42\u66f4\u4fbf\u5b9c\u3002<\/li>\n<li>\u8be6\u60c5\u53c2\u89c1 OpenAI Batch API \u6587\u6863\u548c\u5b9a\u4ef7\uff1a<\/li>\n<li><a href=\"https:\/\/platform.openai.com\/docs\/api-reference\/batch\">https:\/\/platform.openai.com\/docs\/api-reference\/batch<\/a><\/li>\n<li><a href=\"https:\/\/platform.openai.com\/pricing\">https:\/\/platform.openai.com\/pricing<\/a><\/li>\n<\/ul>\n<p>\u914d\u7f6e\u793a\u4f8b\uff1a<\/p>\n<p>&#8220;`json5  theme={&#8220;theme&#8221;:{&#8220;light&#8221;:&#8221;min-light&#8221;,&#8221;dark&#8221;:&#8221;min-dark&#8221;}}<br \/>\nagents: {<br \/>\n  defaults: {<br \/>\n    memorySearch: {<br \/>\n      provider: &#8220;openai&#8221;,<br \/>\n      model: &#8220;text-embedding-3-small&#8221;,<br \/>\n      fallback: &#8220;openai&#8221;,<br \/>\n      remote: {<br \/>\n        batch: { enabled: true, concurrency: 2 }<br \/>\n      },<br \/>\n      sync: { watch: true }<br \/>\n    }<br \/>\n  }<br \/>\n}<\/p>\n<pre><code>\n\u5de5\u5177\uff1a\n\n* `memory_search` \u2014 \u8fd4\u56de\u5e26\u6709\u6587\u4ef6 + \u884c\u8303\u56f4\u7684\u7247\u6bb5\u3002\n* `memory_get` \u2014 \u6309\u8def\u5f84\u8bfb\u53d6\u8bb0\u5fc6\u6587\u4ef6\u5185\u5bb9\u3002\n\n\u672c\u5730\u6a21\u5f0f\uff1a\n\n* \u8bbe\u7f6e `agents.defaults.memorySearch.provider = &quot;local&quot;`\u3002\n* \u63d0\u4f9b `agents.defaults.memorySearch.local.modelPath`\uff08GGUF \u6216 `hf:` URI\uff09\u3002\n* \u53ef\u9009\uff1a\u8bbe\u7f6e `agents.defaults.memorySearch.fallback = &quot;none&quot;` \u4ee5\u907f\u514d\u8fdc\u7a0b\u56de\u9000\u3002\n\n### \u8bb0\u5fc6\u5de5\u5177\u7684\u5de5\u4f5c\u539f\u7406\n\n* `memory_search` \u4ece `MEMORY.md` + `memory\/**\/*.md` \u8bed\u4e49\u641c\u7d22 Markdown \u5757\uff08\u76ee\u6807\u7ea6 400 \u4e2a token\uff0c80 \u4e2a token \u91cd\u53e0\uff09\u3002\u5b83\u8fd4\u56de\u7247\u6bb5\u6587\u672c\uff08\u4e0a\u9650\u7ea6 700 \u4e2a\u5b57\u7b26\uff09\u3001\u6587\u4ef6\u8def\u5f84\u3001\u884c\u8303\u56f4\u3001\u5206\u6570\u3001\u63d0\u4f9b\u5546\/\u6a21\u578b\uff0c\u4ee5\u53ca\u6211\u4eec\u662f\u5426\u4ece\u672c\u5730\u56de\u9000\u5230\u8fdc\u7a0b\u5d4c\u5165\u3002\u4e0d\u8fd4\u56de\u5b8c\u6574\u6587\u4ef6\u5185\u5bb9\u3002\n* `memory_get` \u8bfb\u53d6\u7279\u5b9a\u7684\u8bb0\u5fc6 Markdown \u6587\u4ef6\uff08\u5de5\u4f5c\u7a7a\u95f4\u76f8\u5bf9\u8def\u5f84\uff09\uff0c\u53ef\u9009\u4ece\u8d77\u59cb\u884c\u5f00\u59cb\u8bfb\u53d6 N \u884c\u3002`MEMORY.md` \/ `memory\/` \u4e4b\u5916\u7684\u8def\u5f84\u4ec5\u5728\u660e\u786e\u5217\u5728 `memorySearch.extraPaths` \u4e2d\u65f6\u624d\u5141\u8bb8\u3002\n* \u4e24\u4e2a\u5de5\u5177\u4ec5\u5728\u667a\u80fd\u4f53\u7684 `memorySearch.enabled` \u89e3\u6790\u4e3a true \u65f6\u542f\u7528\u3002\n\n### \u7d22\u5f15\u5185\u5bb9\uff08\u53ca\u65f6\u673a\uff09\n\n* \u6587\u4ef6\u7c7b\u578b\uff1a\u4ec5 Markdown\uff08`MEMORY.md`\u3001`memory\/**\/*.md`\uff0c\u4ee5\u53ca `memorySearch.extraPaths` \u4e0b\u7684\u4efb\u4f55 `.md` \u6587\u4ef6\uff09\u3002\n* \u7d22\u5f15\u5b58\u50a8\uff1a\u6bcf\u4e2a\u667a\u80fd\u4f53\u7684 SQLite \u4f4d\u4e8e `~\/.openclaw\/memory\/&lt;agentId&gt;.sqlite`\uff08\u53ef\u901a\u8fc7 `agents.defaults.memorySearch.store.path` \u914d\u7f6e\uff0c\u652f\u6301 `{agentId}` \u4ee4\u724c\uff09\u3002\n* \u65b0\u9c9c\u5ea6\uff1a\u76d1\u89c6\u5668\u76d1\u89c6 `MEMORY.md`\u3001`memory\/` \u548c `memorySearch.extraPaths`\uff0c\u6807\u8bb0\u7d22\u5f15\u4e3a\u810f\uff08\u53bb\u6296\u52a8 1.5 \u79d2\uff09\u3002\u540c\u6b65\u5728\u4f1a\u8bdd\u5f00\u59cb\u65f6\u3001\u641c\u7d22\u65f6\u6216\u6309\u95f4\u9694\u5b89\u6392\uff0c\u5e76\u5f02\u6b65\u8fd0\u884c\u3002\u4f1a\u8bdd\u8bb0\u5f55\u4f7f\u7528\u589e\u91cf\u9608\u503c\u89e6\u53d1\u540e\u53f0\u540c\u6b65\u3002\n* \u91cd\u65b0\u7d22\u5f15\u89e6\u53d1\u5668\uff1a\u7d22\u5f15\u5b58\u50a8\u5d4c\u5165\u7684**\u63d0\u4f9b\u5546\/\u6a21\u578b + \u7aef\u70b9\u6307\u7eb9 + \u5206\u5757\u53c2\u6570**\u3002\u5982\u679c\u5176\u4e2d\u4efb\u4f55\u4e00\u4e2a\u53d1\u751f\u53d8\u5316\uff0cOpenClaw \u4f1a\u81ea\u52a8\u91cd\u7f6e\u5e76\u91cd\u65b0\u7d22\u5f15\u6574\u4e2a\u5b58\u50a8\u3002\n\n### \u6df7\u5408\u641c\u7d22\uff08BM25 + \u5411\u91cf\uff09\n\n\u542f\u7528\u65f6\uff0cOpenClaw \u7ed3\u5408\uff1a\n\n* **\u5411\u91cf\u76f8\u4f3c\u5ea6**\uff08\u8bed\u4e49\u5339\u914d\uff0c\u63aa\u8f9e\u53ef\u4ee5\u4e0d\u540c\uff09\n* **BM25 \u5173\u952e\u8bcd\u76f8\u5173\u6027**\uff08\u7cbe\u786e\u4ee4\u724c\u5982 ID\u3001\u73af\u5883\u53d8\u91cf\u3001\u4ee3\u7801\u7b26\u53f7\uff09\n\n\u5982\u679c\u4f60\u7684\u5e73\u53f0\u4e0a\u5168\u6587\u641c\u7d22\u4e0d\u53ef\u7528\uff0cOpenClaw \u4f1a\u56de\u9000\u5230\u7eaf\u5411\u91cf\u641c\u7d22\u3002\n\n#### \u4e3a\u4ec0\u4e48\u4f7f\u7528\u6df7\u5408\u641c\u7d22\uff1f\n\n\u5411\u91cf\u641c\u7d22\u64c5\u957f&quot;\u8fd9\u610f\u5473\u7740\u540c\u4e00\u4ef6\u4e8b&quot;\uff1a\n\n* &quot;Mac Studio gateway host&quot; vs &quot;\u8fd0\u884c gateway \u7684\u673a\u5668&quot;\n* &quot;debounce file updates&quot; vs &quot;\u907f\u514d\u6bcf\u6b21\u5199\u5165\u90fd\u7d22\u5f15&quot;\n\n\u4f46\u5b83\u5728\u7cbe\u786e\u7684\u9ad8\u4fe1\u53f7\u4ee4\u724c\u4e0a\u53ef\u80fd\u8f83\u5f31\uff1a\n\n* ID\uff08`a828e60`\u3001`b3b9895a\u2026`\uff09\n* \u4ee3\u7801\u7b26\u53f7\uff08`memorySearch.query.hybrid`\uff09\n* \u9519\u8bef\u5b57\u7b26\u4e32\uff08&quot;sqlite-vec unavailable&quot;\uff09\n\nBM25\uff08\u5168\u6587\uff09\u6b63\u597d\u76f8\u53cd\uff1a\u64c5\u957f\u7cbe\u786e\u4ee4\u724c\uff0c\u5f31\u4e8e\u91ca\u4e49\u3002\n\u6df7\u5408\u641c\u7d22\u662f\u52a1\u5b9e\u7684\u4e2d\u95f4\u5730\u5e26\uff1a**\u540c\u65f6\u4f7f\u7528\u4e24\u79cd\u68c0\u7d22\u4fe1\u53f7**\uff0c\u8fd9\u6837\u4f60\u53ef\u4ee5\u5728&quot;\u81ea\u7136\u8bed\u8a00&quot;\u67e5\u8be2\u548c&quot;\u5927\u6d77\u635e\u9488&quot;\u67e5\u8be2\u4e0a\u90fd\u83b7\u5f97\u597d\u7ed3\u679c\u3002\n\n#### \u6211\u4eec\u5982\u4f55\u5408\u5e76\u7ed3\u679c\uff08\u5f53\u524d\u8bbe\u8ba1\uff09\n\n\u5b9e\u73b0\u6982\u8ff0\uff1a\n\n1. \u4ece\u53cc\u65b9\u68c0\u7d22\u5019\u9009\u6c60\uff1a\n\n* **\u5411\u91cf**\uff1a\u6309\u4f59\u5f26\u76f8\u4f3c\u5ea6\u53d6\u524d `maxResults * candidateMultiplier` \u4e2a\u3002\n* **BM25**\uff1a\u6309 FTS5 BM25 \u6392\u540d\u53d6\u524d `maxResults * candidateMultiplier` \u4e2a\uff08\u8d8a\u4f4e\u8d8a\u597d\uff09\u3002\n\n2. \u5c06 BM25 \u6392\u540d\u8f6c\u6362\u4e3a 0..1 \u8303\u56f4\u7684\u5206\u6570\uff1a\n\n* `textScore = 1 \/ (1 + max(0, bm25Rank))`\n\n3. \u6309\u5757 id \u5408\u5e76\u5019\u9009\u5e76\u8ba1\u7b97\u52a0\u6743\u5206\u6570\uff1a\n\n* `finalScore = vectorWeight * vectorScore + textWeight * textScore`\n\n\u8bf4\u660e\uff1a\n\n* \u5728\u914d\u7f6e\u89e3\u6790\u4e2d `vectorWeight` + `textWeight` \u5f52\u4e00\u5316\u4e3a 1.0\uff0c\u56e0\u6b64\u6743\u91cd\u8868\u73b0\u4e3a\u767e\u5206\u6bd4\u3002\n* \u5982\u679c\u5d4c\u5165\u4e0d\u53ef\u7528\uff08\u6216\u63d0\u4f9b\u5546\u8fd4\u56de\u96f6\u5411\u91cf\uff09\uff0c\u6211\u4eec\u4ecd\u7136\u8fd0\u884c BM25 \u5e76\u8fd4\u56de\u5173\u952e\u8bcd\u5339\u914d\u3002\n* \u5982\u679c\u65e0\u6cd5\u521b\u5efa FTS5\uff0c\u6211\u4eec\u4fdd\u6301\u7eaf\u5411\u91cf\u641c\u7d22\uff08\u4e0d\u4f1a\u786c\u5931\u8d25\uff09\u3002\n\n\u8fd9\u4e0d\u662f&quot;IR \u7406\u8bba\u5b8c\u7f8e&quot;\u7684\uff0c\u4f46\u5b83\u7b80\u5355\u3001\u5feb\u901f\uff0c\u5e76\u4e14\u5f80\u5f80\u80fd\u63d0\u9ad8\u771f\u5b9e\u7b14\u8bb0\u7684\u53ec\u56de\u7387\/\u7cbe\u786e\u7387\u3002\n\u5982\u679c\u6211\u4eec\u4ee5\u540e\u60f3\u8981\u66f4\u590d\u6742\u7684\u65b9\u6848\uff0c\u5e38\u89c1\u7684\u4e0b\u4e00\u6b65\u662f\u5012\u6570\u6392\u540d\u878d\u5408\uff08RRF\uff09\u6216\u5728\u6df7\u5408\u4e4b\u524d\u8fdb\u884c\u5206\u6570\u5f52\u4e00\u5316\uff08\u6700\u5c0f\/\u6700\u5927\u6216 z \u5206\u6570\uff09\u3002\n\n\u914d\u7f6e\uff1a\n\n```json5  theme={&quot;theme&quot;:{&quot;light&quot;:&quot;min-light&quot;,&quot;dark&quot;:&quot;min-dark&quot;}}\nagents: {\n  defaults: {\n    memorySearch: {\n      query: {\n        hybrid: {\n          enabled: true,\n          vectorWeight: 0.7,\n          textWeight: 0.3,\n          candidateMultiplier: 4\n        }\n      }\n    }\n  }\n}\n<\/code><\/pre>\n<h3>\u5d4c\u5165\u7f13\u5b58<\/h3>\n<p>OpenClaw \u53ef\u4ee5\u5728 SQLite \u4e2d\u7f13\u5b58<strong>\u5757\u5d4c\u5165<\/strong>\uff0c\u8fd9\u6837\u91cd\u65b0\u7d22\u5f15\u548c\u9891\u7e41\u66f4\u65b0\uff08\u7279\u522b\u662f\u4f1a\u8bdd\u8bb0\u5f55\uff09\u4e0d\u4f1a\u91cd\u65b0\u5d4c\u5165\u672a\u66f4\u6539\u7684\u6587\u672c\u3002<\/p>\n<p>\u914d\u7f6e\uff1a<\/p>\n<p>&#8220;`json5  theme={&#8220;theme&#8221;:{&#8220;light&#8221;:&#8221;min-light&#8221;,&#8221;dark&#8221;:&#8221;min-dark&#8221;}}<br \/>\nagents: {<br \/>\n  defaults: {<br \/>\n    memorySearch: {<br \/>\n      cache: {<br \/>\n        enabled: true,<br \/>\n        maxEntries: 50000<br \/>\n      }<br \/>\n    }<br \/>\n  }<br \/>\n}<\/p>\n<pre><code>\n### \u4f1a\u8bdd\u8bb0\u5fc6\u641c\u7d22\uff08\u5b9e\u9a8c\u6027\uff09\n\n\u4f60\u53ef\u4ee5\u9009\u62e9\u6027\u5730\u7d22\u5f15**\u4f1a\u8bdd\u8bb0\u5f55**\u5e76\u901a\u8fc7 `memory_search` \u5448\u73b0\u5b83\u4eec\u3002\n\u8fd9\u7531\u5b9e\u9a8c\u6027\u6807\u5fd7\u63a7\u5236\u3002\n\n```json5  theme={&quot;theme&quot;:{&quot;light&quot;:&quot;min-light&quot;,&quot;dark&quot;:&quot;min-dark&quot;}}\nagents: {\n  defaults: {\n    memorySearch: {\n      experimental: { sessionMemory: true },\n      sources: [&quot;memory&quot;, &quot;sessions&quot;]\n    }\n  }\n}\n<\/code><\/pre>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u4f1a\u8bdd\u7d22\u5f15\u662f<strong>\u9009\u62e9\u52a0\u5165<\/strong>\u7684\uff08\u9ed8\u8ba4\u5173\u95ed\uff09\u3002<\/li>\n<li>\u4f1a\u8bdd\u66f4\u65b0\u88ab\u53bb\u6296\u52a8\u5e76\u5728\u8d85\u8fc7\u589e\u91cf\u9608\u503c\u540e<strong>\u5f02\u6b65\u7d22\u5f15<\/strong>\uff08\u5c3d\u529b\u800c\u4e3a\uff09\u3002<\/li>\n<li><code>memory_search<\/code> \u6c38\u8fdc\u4e0d\u4f1a\u963b\u585e\u7d22\u5f15\uff1b\u5728\u540e\u53f0\u540c\u6b65\u5b8c\u6210\u4e4b\u524d\uff0c\u7ed3\u679c\u53ef\u80fd\u7565\u6709\u5ef6\u8fdf\u3002<\/li>\n<li>\u7ed3\u679c\u4ecd\u7136\u53ea\u5305\u542b\u7247\u6bb5\uff1b<code>memory_get<\/code> \u4ecd\u7136\u4ec5\u9650\u4e8e\u8bb0\u5fc6\u6587\u4ef6\u3002<\/li>\n<li>\u4f1a\u8bdd\u7d22\u5f15\u6309\u667a\u80fd\u4f53\u9694\u79bb\uff08\u4ec5\u7d22\u5f15\u8be5\u667a\u80fd\u4f53\u7684\u4f1a\u8bdd\u65e5\u5fd7\uff09\u3002<\/li>\n<li>\u4f1a\u8bdd\u65e5\u5fd7\u5b58\u50a8\u5728\u78c1\u76d8\u4e0a\uff08<code>~\/.openclaw\/agents\/&lt;agentId&gt;\/sessions\/*.jsonl<\/code>\uff09\u3002\u4efb\u4f55\u5177\u6709\u6587\u4ef6\u7cfb\u7edf\u8bbf\u95ee\u6743\u9650\u7684\u8fdb\u7a0b\/\u7528\u6237\u90fd\u53ef\u4ee5\u8bfb\u53d6\u5b83\u4eec\uff0c\u56e0\u6b64\u5c06\u78c1\u76d8\u8bbf\u95ee\u89c6\u4e3a\u4fe1\u4efb\u8fb9\u754c\u3002\u5bf9\u4e8e\u66f4\u4e25\u683c\u7684\u9694\u79bb\uff0c\u5728\u5355\u72ec\u7684\u64cd\u4f5c\u7cfb\u7edf\u7528\u6237\u6216\u4e3b\u673a\u4e0b\u8fd0\u884c\u667a\u80fd\u4f53\u3002<\/li>\n<\/ul>\n<p>\u589e\u91cf\u9608\u503c\uff08\u663e\u793a\u9ed8\u8ba4\u503c\uff09\uff1a<\/p>\n<p>&#8220;`json5  theme={&#8220;theme&#8221;:{&#8220;light&#8221;:&#8221;min-light&#8221;,&#8221;dark&#8221;:&#8221;min-dark&#8221;}}<br \/>\nagents: {<br \/>\n  defaults: {<br \/>\n    memorySearch: {<br \/>\n      sync: {<br \/>\n        sessions: {<br \/>\n          deltaBytes: 100000,   \/\/ ~100 KB<br \/>\n          deltaMessages: 50     \/\/ JSONL \u884c\u6570<br \/>\n        }<br \/>\n      }<br \/>\n    }<br \/>\n  }<br \/>\n}<\/p>\n<pre><code>\n### SQLite \u5411\u91cf\u52a0\u901f\uff08sqlite-vec\uff09\n\n\u5f53 sqlite-vec \u6269\u5c55\u53ef\u7528\u65f6\uff0cOpenClaw \u5c06\u5d4c\u5165\u5b58\u50a8\u5728 SQLite \u865a\u62df\u8868\uff08`vec0`\uff09\u4e2d\uff0c\u5e76\u5728\u6570\u636e\u5e93\u4e2d\u6267\u884c\u5411\u91cf\u8ddd\u79bb\u67e5\u8be2\u3002\u8fd9\u4f7f\u641c\u7d22\u4fdd\u6301\u5feb\u901f\uff0c\u65e0\u9700\u5c06\u6bcf\u4e2a\u5d4c\u5165\u52a0\u8f7d\u5230 JS \u4e2d\u3002\n\n\u914d\u7f6e\uff08\u53ef\u9009\uff09\uff1a\n\n```json5  theme={&quot;theme&quot;:{&quot;light&quot;:&quot;min-light&quot;,&quot;dark&quot;:&quot;min-dark&quot;}}\nagents: {\n  defaults: {\n    memorySearch: {\n      store: {\n        vector: {\n          enabled: true,\n          extensionPath: &quot;\/path\/to\/sqlite-vec&quot;\n        }\n      }\n    }\n  }\n}\n<\/code><\/pre>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li><code>enabled<\/code> \u9ed8\u8ba4\u4e3a true\uff1b\u7981\u7528\u65f6\uff0c\u641c\u7d22\u56de\u9000\u5230\u5bf9\u5b58\u50a8\u5d4c\u5165\u7684\u8fdb\u7a0b\u5185\u4f59\u5f26\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u3002<\/li>\n<li>\u5982\u679c sqlite-vec \u6269\u5c55\u7f3a\u5931\u6216\u52a0\u8f7d\u5931\u8d25\uff0cOpenClaw \u4f1a\u8bb0\u5f55\u9519\u8bef\u5e76\u7ee7\u7eed\u4f7f\u7528 JS \u56de\u9000\uff08\u65e0\u5411\u91cf\u8868\uff09\u3002<\/li>\n<li><code>extensionPath<\/code> \u8986\u76d6\u6346\u7ed1\u7684 sqlite-vec \u8def\u5f84\uff08\u5bf9\u4e8e\u81ea\u5b9a\u4e49\u6784\u5efa\u6216\u975e\u6807\u51c6\u5b89\u88c5\u4f4d\u7f6e\u5f88\u6709\u7528\uff09\u3002<\/li>\n<\/ul>\n<h3>\u672c\u5730\u5d4c\u5165\u81ea\u52a8\u4e0b\u8f7d<\/h3>\n<ul>\n<li>\u9ed8\u8ba4\u672c\u5730\u5d4c\u5165\u6a21\u578b\uff1a<code>hf:ggml-org\/embeddinggemma-300M-GGUF\/embeddinggemma-300M-Q8_0.gguf<\/code>\uff08\u7ea6 0.6 GB\uff09\u3002<\/li>\n<li>\u5f53 <code>memorySearch.provider = \"local\"<\/code> \u65f6\uff0c<code>node-llama-cpp<\/code> \u89e3\u6790 <code>modelPath<\/code>\uff1b\u5982\u679c GGUF \u7f3a\u5931\uff0c\u5b83\u4f1a<strong>\u81ea\u52a8\u4e0b\u8f7d<\/strong>\u5230\u7f13\u5b58\uff08\u6216 <code>local.modelCacheDir<\/code>\uff0c\u5982\u679c\u5df2\u8bbe\u7f6e\uff09\uff0c\u7136\u540e\u52a0\u8f7d\u5b83\u3002\u4e0b\u8f7d\u5728\u91cd\u8bd5\u65f6\u4f1a\u7eed\u4f20\u3002<\/li>\n<li>\u539f\u751f\u6784\u5efa\u8981\u6c42\uff1a\u8fd0\u884c <code>pnpm approve-builds<\/code>\uff0c\u9009\u62e9 <code>node-llama-cpp<\/code>\uff0c\u7136\u540e\u8fd0\u884c <code>pnpm rebuild node-llama-cpp<\/code>\u3002<\/li>\n<li>\u56de\u9000\uff1a\u5982\u679c\u672c\u5730\u8bbe\u7f6e\u5931\u8d25\u4e14 <code>memorySearch.fallback = \"openai\"<\/code>\uff0c\u6211\u4eec\u81ea\u52a8\u5207\u6362\u5230\u8fdc\u7a0b\u5d4c\u5165\uff08<code>openai\/text-embedding-3-small<\/code>\uff0c\u9664\u975e\u88ab\u8986\u76d6\uff09\u5e76\u8bb0\u5f55\u539f\u56e0\u3002<\/li>\n<\/ul>\n<h3>\u81ea\u5b9a\u4e49 OpenAI \u517c\u5bb9\u7aef\u70b9\u793a\u4f8b<\/h3>\n<p><code>json5  theme={\"theme\":{\"light\":\"min-light\",\"dark\":\"min-dark\"}}<br \/>\nagents: {<br \/>\n  defaults: {<br \/>\n    memorySearch: {<br \/>\n      provider: \"openai\",<br \/>\n      model: \"text-embedding-3-small\",<br \/>\n      remote: {<br \/>\n        baseUrl: \"https:\/\/api.example.com\/v1\/\",<br \/>\n        apiKey: \"YOUR_REMOTE_API_KEY\",<br \/>\n        headers: {<br \/>\n          \"X-Organization\": \"org-id\",<br \/>\n          \"X-Project\": \"project-id\"<br \/>\n        }<br \/>\n      }<br \/>\n    }<br \/>\n  }<br \/>\n}<\/code><\/p>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li><code>remote.*<\/code> \u4f18\u5148\u4e8e <code>models.providers.openai.*<\/code>\u3002<\/li>\n<li><code>remote.headers<\/code> \u4e0e OpenAI \u6807\u5934\u5408\u5e76\uff1b\u952e\u51b2\u7a81\u65f6 remote \u4f18\u5148\u3002\u7701\u7565 <code>remote.headers<\/code> \u4ee5\u4f7f\u7528 OpenAI \u9ed8\u8ba4\u503c\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u8bb0\u5fc6 OpenClaw \u8bb0\u5fc6\u662f\u667a\u80fd\u4f53\u5de5\u4f5c\u7a7a\u95f4\u4e2d\u7684\u7eaf Markdown \u6587\u4ef6\u3002\u8fd9\u4e9b\u6587\u4ef6\u662f\u552f\u4e00\u7684\u4e8b\u5b9e\u6765\u6e90\uff1b\u6a21\u578b\u53ea&#038; [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-93","post","type-post","status-publish","format-standard","hentry","category-docs"],"_links":{"self":[{"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/posts\/93","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/comments?post=93"}],"version-history":[{"count":1,"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/posts\/93\/revisions"}],"predecessor-version":[{"id":388,"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/posts\/93\/revisions\/388"}],"wp:attachment":[{"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/media?parent=93"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/categories?post=93"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pa.yingzhi8.cn\/index.php\/wp-json\/wp\/v2\/tags?post=93"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}