{"id":1172,"date":"2026-03-12T06:48:46","date_gmt":"2026-03-12T14:48:46","guid":{"rendered":"https:\/\/51ai.website\/?p=1172"},"modified":"2026-03-12T06:49:53","modified_gmt":"2026-03-12T14:49:53","slug":"openclaw-code-review","status":"publish","type":"post","link":"https:\/\/51ai.website\/en\/blog\/openclaw-code-review\/","title":{"rendered":"OpenClaw \u6e90\u7801\u67b6\u6784\u6df1\u5ea6\u89e3\u6790"},"content":{"rendered":"
\n

\n<\/span>\u5f15\u8a00<\/span><\/span><\/span>
\n<\/h2>\n

OpenClaw\uff08\u539fClawdbot\uff09\u4f5c\u4e3a\u5f53\u524d\u5168\u7403\u6700\u7099\u624b\u53ef\u70ed\u7684\u5f00\u6e90AI Agent\u6846\u67b6\uff0c\u5176GitHub\u661f\u6807\u6570\u5df2\u8d85\u8d8aLinux\u548cReact\uff0c\u767b\u9876\u5168\u7403\u699c\u9996\u3002\u5b83\u7684\u7206\u706b\u7edd\u975e\u5076\u7136\u2014\u2014\u8fd9\u5957\u67b6\u6784\u5b8c\u7f8e\u89e3\u51b3\u4e86AI Agent\u843d\u5730\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff0c\u5b9e\u73b0\u4e86\u4ece\u4e91\u7aef\u5927\u8111\u5230\u672c\u5730\u80a2\u4f53\u7684\u65e0\u7f1d\u534f\u540c\u3002<\/span><\/p>\n

\u672c\u6587\u5c06\u6df1\u5165OpenClaw\u6e90\u7801\uff0c\u4ece<\/span>\u56db\u5c42\u67b6\u6784<\/span><\/strong>\u3001<\/span>\u63d2\u4ef6\u5316\u91cd\u6784<\/span><\/strong>\u3001<\/span>\u4e09\u7ea7\u8bb0\u5fc6\u7cfb\u7edf<\/span><\/strong>\u3001<\/span>Gateway-Pi\u6267\u884c\u94fe\u8def<\/span><\/strong>\u56db\u4e2a\u7ef4\u5ea6\uff0c\u5f7b\u5e95\u62c6\u89e3\u8fd9\u5957\u7cfb\u7edf\u7684\u8bbe\u8ba1\u54f2\u5b66\u4e0e\u5b9e\u73b0\u7ec6\u8282\u3002<\/span><\/p>\n

\n<\/span>\u4e00\u3001\u6574\u4f53\u67b6\u6784\uff1a\u56db\u5c42\u89e3\u8026\u8bbe\u8ba1<\/span><\/span><\/span>
\n<\/h2>\n

OpenClaw\u91c7\u7528\u7ecf\u5178\u7684\u56db\u5c42\u89e3\u8026\u67b6\u6784\uff0c\u4ece\u5916\u5230\u5185\u4f9d\u6b21\u662f\uff1a\u4ea4\u4e92\u5c42\u3001\u7f51\u5173\u5c42\u3001\u667a\u80fd\u4f53\u5c42\u3001\u6267\u884c\u5c42\u3002\u8fd9\u79cd\u5206\u5c42\u8bbe\u8ba1\u786e\u4fdd\u4e86\u5404\u6a21\u5757\u804c\u8d23\u6e05\u6670\u3001\u53ef\u72ec\u7acb\u6f14\u8fdb\u3002<\/span><\/p>\n

<\/span>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span>
<\/span>\u2502                        \u4ea4\u4e92\u5c42 (Channels)                      \u2502<\/span>
<\/span>\u2502  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510      \u2502<\/span>
<\/span>\u2502  \u2502 WhatsApp \u2502 \u2502 Telegram \u2502 \u2502  \u98de\u4e66    \u2502 \u2502  iMessage \u2502  ...  \u2502<\/span>
<\/span>\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518      \u2502<\/span>
<\/span>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span>
<\/span>                              \u2502<\/span>
<\/span>                              \u25bc<\/span>
<\/span>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span>
<\/span>\u2502                     \u7f51\u5173\u5c42 (Gateway)                          \u2502<\/span>
<\/span>\u2502             \u8def\u7531 \u00b7 \u6392\u961f \u00b7 \u8c03\u5ea6 \u00b7 \u9274\u6743 \u00b7 \u534f\u8bae\u8f6c\u6362                \u2502<\/span>
<\/span>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span>
<\/span>                              \u2502<\/span>
<\/span>                              \u25bc<\/span>
<\/span>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span>
<\/span>\u2502                     \u667a\u80fd\u4f53\u5c42 (Agent)                           \u2502<\/span>
<\/span>\u2502  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510              \u2502<\/span>
<\/span>\u2502  \u2502\u4f1a\u8bdd\u7ba1\u7406\u5668   \u2502 \u2502\u4e0a\u4e0b\u6587\u7ec4\u88c5\u5668 \u2502 \u2502 \u8bb0\u5fc6\u7cfb\u7edf   \u2502              \u2502<\/span>
<\/span>\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518              \u2502<\/span>
<\/span>\u2502  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510                              \u2502<\/span>
<\/span>\u2502  \u2502\u6267\u884c\u5faa\u73af     \u2502 \u2502\u5de5\u5177\u8c03\u7528     \u2502                              \u2502<\/span>
<\/span>\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518                              \u2502<\/span>
<\/span>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span>
<\/span>                              \u2502<\/span>
<\/span>                              \u25bc<\/span>
<\/span>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span>
<\/span>\u2502                      \u6267\u884c\u5c42 (Execution)                       \u2502<\/span>
<\/span>\u2502  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510      \u2502<\/span>
<\/span>\u2502  \u2502 \u672c\u5730\u8282\u70b9  \u2502 \u2502 \u8fdc\u7aef\u8282\u70b9  \u2502 \u2502  \u6280\u80fd    \u2502 \u2502  \u6c99\u7bb1    \u2502      \u2502<\/span>
<\/span>\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518      \u2502<\/span>
<\/span>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span>
<\/span><\/code><\/pre>\n
\n<\/span>1.1 \u4ea4\u4e92\u5c42\uff1a\u62b9\u5e73\u6240\u6709IM\u5dee\u5f02<\/span><\/span><\/span>
\n<\/h3>\n
\u4ea4\u4e92\u5c42\u7684\u6838\u5fc3\u804c\u8d23\u662f<\/span>\u534f\u8bae\u9002\u914d<\/span><\/strong>\u3002OpenClaw\u5185\u7f6e\u652f\u63018\u4e2a\u6838\u5fc3\u901a\u9053\uff08Telegram\u3001WhatsApp\u3001Discord\u7b49\uff09\uff0c\u5e76\u901a\u8fc7\u63d2\u4ef6\u7cfb\u7edf\u652f\u6301\u8d85\u8fc750\u4e2a\u6269\u5c55\u901a\u9053\u3002<\/span><\/p>\n
\u6e90\u7801\u4e2d\uff0c\u6bcf\u4e2a\u901a\u9053\u90fd\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u63d2\u4ef6\uff0c\u5fc5\u987b\u5b9e\u73b0\u7edf\u4e00\u7684<\/span>ChannelPlugin<\/span><\/code>\u63a5\u53e3\uff1a<\/span><\/p>\n
<\/span>export<\/span><\/span> <\/span>type<\/span><\/span> ChannelPlugin = {<\/span>
<\/span>  id: ChannelId;              <\/span>\/\/ \u901a\u9053\u552f\u4e00\u6807\u8bc6<\/span><\/span>
<\/span>  meta: ChannelMeta;          <\/span>\/\/ \u901a\u9053\u5143\u4fe1\u606f<\/span><\/span>
<\/span>  capabilities: ChannelCapabilities; <\/span>\/\/ \u80fd\u529b\u58f0\u660e<\/span><\/span>
<\/span>  config: ChannelConfigAdapter;      <\/span>\/\/ \u914d\u7f6e\u7ba1\u7406<\/span><\/span>
<\/span>
<\/span>\/\/ \u53ef\u9009\u5b9e\u73b0<\/span><\/span>
<\/span>  outbound?: ChannelOutboundAdapter;  <\/span>\/\/ \u53d1\u9001\u6d88\u606f<\/span><\/span>
<\/span>  pairing?: ChannelPairingAdapter;    <\/span>\/\/ \u914d\u5bf9\u903b\u8f91<\/span><\/span>
<\/span>  messaging?: ChannelMessagingAdapter; <\/span>\/\/ \u6d88\u606f\u5904\u7406<\/span><\/span>
<\/span>\/\/ ...<\/span><\/span>
<\/span>}<\/span>
<\/span><\/code><\/pre>\n
\u8fd9\u79cd\u8bbe\u8ba1\u7684\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\uff1a<\/span>\u6838\u5fc3\u6a21\u5757\u4e0d\u9762\u5411\u4efb\u4f55\u5177\u4f53IM\u7f16\u7a0b\uff0c\u53ea\u9762\u5411\u63a5\u53e3\u7f16\u7a0b<\/span><\/strong>\u3002\u65e0\u8bba\u672a\u6765\u51fa\u73b0\u4ec0\u4e48\u65b0\u7684IM\u5de5\u5177\uff0c\u53ea\u8981\u5b9e\u73b0\u8fd9\u5957\u63a5\u53e3\uff0c\u5c31\u80fd\u65e0\u7f1d\u63a5\u5165OpenClaw\u751f\u6001\u3002<\/span><\/p>\n
\n<\/span>1.2 \u7f51\u5173\u5c42\uff1a\u7cfb\u7edf\u7684\u63a7\u5236\u4e2d\u67a2<\/span><\/span><\/span>
\n<\/h3>\n
Gateway\u662f\u6574\u4e2aOpenClaw\u7684\u6838\u5fc3\u670d\u52a1\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u5e38\u9a7b\u7684Node.js\u8fdb\u7a0b\uff0c\u5b83\u627f\u62c5\u7740\uff1a<\/span><\/p>\n
    \n
  1. \n
    \u8def\u7531<\/span><\/strong>\uff1a\u6839\u636e\u6d88\u606f\u6765\u6e90\u5206\u914d\u7ed9\u5bf9\u5e94\u7684\u4f1a\u8bdd<\/span><\/section>\n<\/li>\n
  2. \n
    \u6392\u961f<\/span><\/strong>\uff1a\u5b9e\u73b0\u201c\u8f66\u9053\u5f0f\u961f\u5217\u201d\uff08Lane Queue\uff09\uff0c\u9ed8\u8ba4\u4e32\u884c\u3001\u663e\u5f0f\u5e76\u884c<\/span><\/section>\n<\/li>\n
  3. \n
    \u8c03\u5ea6<\/span><\/strong>\uff1a\u7ba1\u7406\u5b9a\u65f6\u4efb\u52a1\uff08Heartbeat\uff09<\/span><\/section>\n<\/li>\n
  4. \n
    \u9274\u6743<\/span><\/strong>\uff1a\u9a8c\u8bc1\u8bf7\u6c42\u5408\u6cd5\u6027<\/span><\/section>\n<\/li>\n
  5. \n
    \u534f\u8bae\u8f6c\u6362<\/span><\/strong>\uff1a\u5c06\u4e0d\u540c\u901a\u9053\u7684\u6d88\u606f\u7edf\u4e00\u6210\u5185\u90e8\u683c\u5f0f<\/span><\/section>\n<\/li>\n<\/ol>\n
    \u7f51\u5173\u5c42\u7684\u6838\u5fc3\u5b9e\u73b0\u5728<\/span>src\/gateway\/server.py<\/span><\/code>\u4e2d\uff0c\u5173\u952e\u4ee3\u7801\u7247\u6bb5\uff1a<\/span><\/p>\n
    <\/span># gateway\/dispatcher.py<\/span><\/span>
    <\/span>def<\/span><\/span> <\/span>dispatch_task<\/span><\/span>(payload)<\/span><\/span>:<\/span><\/span>
    <\/span>    <\/span># \u63d0\u53d6\u610f\u56fe\uff0c\u8fc7\u6ee4\u65e0\u7528\u7684\u5bf9\u8bdd\u5386\u53f2<\/span><\/span>
    <\/span>    intent = extractor.analyze(payload.content)<\/span>
    <\/span>    <\/span># \u5339\u914d\u6700\u5408\u9002\u7684\u6267\u884c\u8282\u70b9<\/span><\/span>
    <\/span>    node_id = registry.get_active_node(payload.affinity)<\/span>
    <\/span>    <\/span>return<\/span><\/span> forward_to_node(node_id, intent)<\/span>
    <\/span><\/code><\/pre>\n
    Gateway\u8fd8\u7ef4\u62a4\u7740\u8282\u70b9\u7684<\/span>\u5fc3\u8df3\u673a\u5236<\/span><\/strong>\uff08\u9ed8\u8ba4\u4f7f\u7528Redis\uff09\uff0c\u5982\u679c\u8282\u70b9\u5931\u8054\uff0c\u6307\u4ee4\u4f1a\u88ab\u6b63\u786e\u8def\u7531\u5230\u5176\u4ed6\u53ef\u7528\u8282\u70b9\u3002<\/span><\/p>\n
    \n<\/span>\u4e8c\u3001\u63d2\u4ef6\u5316\u91cd\u6784\uff1a\u4ece\u5355\u4f53\u5230\u751f\u6001<\/span><\/span><\/span>
    \n<\/h2>\n
    2026\u5e74\u521d\uff0cOpenClaw\u901a\u8fc7PR #661\u5b8c\u6210\u4e86\u91cd\u5927<\/a><\/span>\u63d2\u4ef6\u5316\u91cd\u6784<\/span><\/strong>\uff0c\u8fd9\u662f\u67b6\u6784\u6f14\u8fdb\u7684\u5206\u6c34\u5cad\u3002<\/span><\/p>\n
    \n<\/span>2.1 \u5355\u4f53\u67b6\u6784\u7684\u6280\u672f\u503a\u52a1<\/span><\/span><\/span>
    \n<\/h3>\n
    \u91cd\u6784\u524d\uff0c\u6dfb\u52a0\u4e00\u4e2a\u65b0\u6a21\u578b\u63d0\u4f9b\u5546\u9700\u8981\u4fee\u65394\u4e2a\u6838\u5fc3\u6587\u4ef6\uff1a<\/span><\/p>\n
      \n
    • \n
      \u7ee7\u627f<\/span>BaseProvider<\/span><\/code>\u62bd\u8c61\u7c7b<\/span><\/section>\n<\/li>\n
    • \n
      \u5728<\/span>providers\/index.ts<\/span><\/code>\u624b\u52a8\u6ce8\u518c<\/span><\/section>\n<\/li>\n
    • \n
      \u5728<\/span>model-router.ts<\/span><\/code>\u6dfb\u52a0\u8def\u7531\u5206\u652f<\/span><\/section>\n<\/li>\n
    • \n
      \u66f4\u65b0\u914d\u7f6eSchema<\/span><\/section>\n<\/li>\n<\/ul>\n
      \u8def\u7531\u6587\u4ef6\u5145\u65a5\u7740\u5927\u91cf\u7684<\/span>else-if<\/span><\/code>\u5206\u652f\uff0c\u4ee3\u7801\u590d\u6742\u5ea6\u968f\u63d0\u4f9b\u5546\u6570\u91cf\u7ebf\u6027\u589e\u957f\uff1a<\/span><\/p>\n
      <\/span>\/\/ \u91cd\u6784\u524d\u7684\u8def\u7531\u903b\u8f91<\/span><\/span>
      <\/span>export<\/span><\/span>class<\/span><\/span> ModelRouter {<\/span>
      <\/span>async<\/span><\/span> route(model: <\/span>string<\/span><\/span>, ...args) {<\/span>
      <\/span>    <\/span>if<\/span><\/span> (model.startsWith(<\/span>'anthropic\/'<\/span><\/span>)) {<\/span>
      <\/span>      <\/span>return<\/span><\/span>this<\/span><\/span>.anthropicProvider.call(...args);<\/span>
      <\/span>    } <\/span>else<\/span><\/span>if<\/span><\/span> (model.startsWith(<\/span>'openai\/'<\/span><\/span>)) {<\/span>
      <\/span>      <\/span>return<\/span><\/span>this<\/span><\/span>.openaiProvider.call(...args);<\/span>
      <\/span>    } <\/span>else<\/span><\/span>if<\/span><\/span> (model.startsWith(<\/span>'gemini\/'<\/span><\/span>)) {<\/span>
      <\/span>      <\/span>return<\/span><\/span>this<\/span><\/span>.geminiProvider.call(...args);<\/span>
      <\/span>    }<\/span>
      <\/span>    <\/span>\/\/ ... \u8fd8\u670915+\u4e2aelse-if<\/span><\/span>
      <\/span>  }<\/span>
      <\/span>}<\/span>
      <\/span><\/code><\/pre>\n
      \n<\/span>2.2 \u63d2\u4ef6\u5316\u67b6\u6784\u8bbe\u8ba1<\/span><\/span><\/span>
      \n<\/h3>\n
      \u91cd\u6784\u540e\u7684\u67b6\u6784\u6838\u5fc3\u662f<\/span>\u63a5\u53e3\u6807\u51c6\u5316+\u52a8\u6001\u52a0\u8f7d<\/span><\/strong>\uff1a<\/span><\/p>\n
      <\/span>\/\/ packages\/core\/src\/provider-interface.ts<\/span><\/span>
      <\/span>export<\/span><\/span> <\/span>interface<\/span><\/span> Provider {<\/span>
      <\/span>  readonly name: <\/span>string<\/span><\/span>;<\/span>
      <\/span>  readonly version: <\/span>string<\/span><\/span>;<\/span>
      <\/span>  <\/span>
      <\/span>  chat(messages: Message[], options: ChatOptions): AsyncIteratorstring<\/span><\/span>>;<\/span>
      <\/span>  estimateTokens(text: <\/span>string<\/span><\/span>): <\/span>number<\/span><\/span>;<\/span>
      <\/span>  getSupportedFeatures(): ProviderFeatures;<\/span>
      <\/span>}<\/span>
      <\/span><\/span><\/code><\/pre>\n
      \u52a8\u6001\u52a0\u8f7d\u673a\u5236\u901a\u8fc7<\/span>ProviderLoader<\/span><\/code>\u5b9e\u73b0\uff1a<\/span><\/p>\n
      <\/span>export<\/span><\/span> <\/span>class<\/span><\/span> ProviderLoader {<\/span>
      <\/span>private<\/span><\/span> providers = <\/span>new<\/span><\/span> Mapstring<\/span><\/span>, Provider>();<\/span>
      <\/span>
      <\/span>async<\/span><\/span> loadFromPackage(packageName: <\/span>string<\/span><\/span>): <\/span>Promise<\/span><\/span>void<\/span><\/span>> {<\/span>
      <\/span>    <\/span>const<\/span><\/span>module<\/span><\/span> = await import(packageName);  \/\/ \u52a8\u6001\u5bfc\u5165<\/span>
      <\/span>    if (!this.validateProvider(<\/span>module<\/span><\/span>.default)) {<\/span>
      <\/span>      <\/span>throw<\/span><\/span>new<\/span><\/span>Error<\/span><\/span>(<\/span>`Invalid provider: <\/span>${packageName}<\/span><\/span>`<\/span><\/span>);<\/span>
      <\/span>    }<\/span>
      <\/span>    <\/span>const<\/span><\/span> provider = <\/span>new<\/span><\/span>module<\/span><\/span>.<\/span>default<\/span><\/span>();<\/span>
      <\/span>    <\/span>this<\/span><\/span>.providers.set(provider.name, provider);<\/span>
      <\/span>  }<\/span>
      <\/span>}<\/span>
      <\/span><\/span><\/span><\/code><\/pre>\n
      \u91cd\u6784\u540e\u7684\u8def\u7531\u903b\u8f91\u4eceO(n)\u964d\u4e3aO(1)\uff1a<\/span><\/p>\n
      <\/span>export<\/span><\/span> <\/span>class<\/span><\/span> ModelRouter {<\/span>
      <\/span>  <\/span>async<\/span><\/span> route(model: <\/span>string<\/span><\/span>, ...args) {<\/span>
      <\/span>    <\/span>const<\/span><\/span> [providerName] = model.split(<\/span>'\/'<\/span><\/span>);<\/span>
      <\/span>    <\/span>const<\/span><\/span> provider = <\/span>this<\/span><\/span>.loader.getProvider(providerName);<\/span>
      <\/span>    <\/span>if<\/span><\/span> (!provider) <\/span>throw<\/span><\/span> <\/span>new<\/span><\/span> <\/span>Error<\/span><\/span>(<\/span>`Provider not found: <\/span>${providerName}<\/span><\/span>`<\/span><\/span>);<\/span>
      <\/span>    <\/span>return<\/span><\/span> provider.chat(...args);<\/span>
      <\/span>  }<\/span>
      <\/span>}<\/span>
      <\/span><\/code><\/pre>\n
      \n<\/span>2.3 \u63d2\u4ef6\u5316\u7684\u56db\u5927\u4f18\u52bf<\/span><\/span><\/span>
      \n<\/h3>\n
        \n
      1. \n
        \u4f9d\u8d56\u9694\u79bb<\/span><\/strong>\uff1a\u6838\u5fc3\u6846\u67b6\u4ece45MB\u964d\u81f38MB<\/span><\/section>\n<\/li>\n
      2. \n
        \u5e76\u884c\u5f00\u53d1<\/span><\/strong>\uff1a\u793e\u533a\u53ef\u72ec\u7acb\u5f00\u53d1\u63d2\u4ef6\uff0c\u65e0\u9700\u7b49\u5f85\u6838\u5fc3\u8fed\u4ee3<\/span><\/section>\n<\/li>\n
      3. \n
        \u7248\u672c\u81ea\u6cbb<\/span><\/strong>\uff1a\u5404\u63d2\u4ef6\u72ec\u7acb\u7248\u672c\uff0c\u53ef\u5355\u72ec\u66f4\u65b0<\/span><\/section>\n<\/li>\n
      4. \n
        \u5b89\u5168\u589e\u5f3a<\/span><\/strong>\uff1a\u6c99\u7bb1\u673a\u5236+\u6743\u9650\u58f0\u660e\uff0c\u98ce\u9669\u53ef\u63a7<\/span><\/section>\n<\/li>\n<\/ol>\n
        \n<\/span>\u4e09\u3001\u8bb0\u5fc6\u7cfb\u7edf\uff1a\u4e09\u7ea7\u5b58\u50a8\u67b6\u6784<\/span><\/span><\/span>
        \n<\/h2>\n
        OpenClaw\u7684\u8bb0\u5fc6\u7cfb\u7edf\u662f\u5176\u6700\u60ca\u8273\u7684\u8bbe\u8ba1\u4e4b\u4e00\u3002\u5b83\u91c7\u7528<\/span>\u4e09\u7ea7\u8bb0\u5fc6\u67b6\u6784<\/span><\/strong>\uff0c\u6a21\u62df\u4eba\u7c7b\u8bb0\u5fc6\u7684\u5206\u5c42\u7279\u6027\u3002<\/span><\/p>\n
        \n<\/span>3.1 \u5de5\u4f5c\u533a\u7ed3\u6784<\/span><\/span><\/span>
        \n<\/h3>\n
        \u6bcf\u4e2aAgent\u5bf9\u5e94\u4e00\u4e2a\u72ec\u7acb\u7684\u5de5\u4f5c\u533a\uff1a<\/span><\/p>\n
        <\/span>~\/.openclaw\/workspace\/<\/span>
        <\/span>\u251c\u2500\u2500 MEMORY.md                <\/span># \u957f\u671f\u8bb0\u5fc6<\/span><\/span>
        <\/span>\u251c\u2500\u2500 memory\/<\/span>
        <\/span>\u2502   \u251c\u2500\u2500 2026-03-10.md        <\/span># \u4eca\u65e5\u65e5\u5fd7\uff08\u77ed\u671f\uff09<\/span><\/span>
        <\/span>\u2502   \u2514\u2500\u2500 2026-03-09.md        <\/span># \u6628\u65e5\u65e5\u5fd7<\/span><\/span>
        <\/span>\u251c\u2500\u2500 sessions\/                 <\/span># \u4f1a\u8bdd\u5b58\u6863\uff08\u8fd1\u7aef\uff09<\/span><\/span>
        <\/span>\u251c\u2500\u2500 USER.md                   <\/span># \u7528\u6237\u8eab\u4efd<\/span><\/span>
        <\/span>\u2514\u2500\u2500 SOUL.md                   <\/span># Agent\u4eba\u683c\u8bbe\u5b9a<\/span><\/span>
        <\/span><\/code><\/pre>\n
        \n<\/span>3.2 \u5b58\u50a8\u5c42\uff1aSQLite + \u5411\u91cf<\/span><\/span><\/span>
        \n<\/h3>\n
        \u6bcf\u4e2aAgent\u5bf9\u5e94\u4e00\u4e2a\u72ec\u7acb\u7684SQLite\u6570\u636e\u5e93\uff0c\u8868\u7ed3\u6784\u8bbe\u8ba1\u7cbe\u5de7\uff1a<\/span><\/p>\n
        <\/span>-- \u6587\u4ef6\u5143\u6570\u636e<\/span><\/span>
        <\/span>CREATE<\/span><\/span>TABLE<\/span><\/span> files (<\/span>
        <\/span>id<\/span><\/span>INTEGER<\/span><\/span> PRIMARY <\/span>KEY<\/span><\/span>,<\/span>
        <\/span>path<\/span><\/span>TEXT<\/span><\/span>UNIQUE<\/span><\/span>,<\/span>
        <\/span>  mtime <\/span>INTEGER<\/span><\/span>,    <\/span>-- \u4fee\u6539\u65f6\u95f4\uff0c\u7528\u4e8e\u589e\u91cf\u7d22\u5f15<\/span><\/span>
        <\/span>hash<\/span><\/span>TEXT<\/span><\/span>         <\/span>-- \u5185\u5bb9\u54c8\u5e0c\uff0c\u53bb\u91cd<\/span><\/span>
        <\/span>);<\/span>
        <\/span>
        <\/span>-- \u6587\u672c\u5757\u5b58\u50a8<\/span><\/span>
        <\/span>CREATE<\/span><\/span>TABLE<\/span><\/span> chunks (<\/span>
        <\/span>id<\/span><\/span>INTEGER<\/span><\/span> PRIMARY <\/span>KEY<\/span><\/span>,<\/span>
        <\/span>  file_id <\/span>INTEGER<\/span><\/span>,<\/span>
        <\/span>text<\/span><\/span>TEXT<\/span><\/span>,<\/span>
        <\/span>hash<\/span><\/span>TEXT<\/span><\/span>UNIQUE<\/span><\/span>, <\/span>-- \u6587\u672c\u54c8\u5e0c\uff0c\u8de8\u6587\u4ef6\u53bb\u91cd<\/span><\/span>
        <\/span>  embedding <\/span>TEXT<\/span><\/span>    <\/span>-- JSON\u5e8f\u5217\u5316\u7684\u5411\u91cf<\/span><\/span>
        <\/span>);<\/span>
        <\/span>
        <\/span>-- \u5168\u6587\u641c\u7d22\uff08FTS5\uff09<\/span><\/span>
        <\/span>CREATE<\/span><\/span>VIRTUAL<\/span><\/span>TABLE<\/span><\/span> chunks_fts <\/span>USING<\/span><\/span> fts5(<\/span>text<\/span><\/span>, <\/span>content<\/span><\/span>=chunks);<\/span>
        <\/span>
        <\/span>-- \u5411\u91cf\u641c\u7d22\uff08sqlite-vec\uff09<\/span><\/span>
        <\/span>CREATE<\/span><\/span>VIRTUAL<\/span><\/span>TABLE<\/span><\/span> chunks_vec <\/span>USING<\/span><\/span> vec0(embedding <\/span>float<\/span><\/span>[<\/span>1536<\/span><\/span>]);<\/span>
        <\/span><\/code><\/pre>\n
        \n<\/span>3.3 \u6df7\u5408\u68c0\u7d22\u7b56\u7565<\/span><\/span><\/span>
        \n<\/h3>\n
        OpenClaw\u7684\u6838\u5fc3\u68c0\u7d22\u5de5\u5177<\/span>memory_search<\/span><\/code>\u5b9e\u73b0\u4e86<\/span>BM25 + \u5411\u91cf<\/span><\/strong>\u7684\u6df7\u5408\u68c0\u7d22\uff1a<\/span><\/p>\n
        <\/span>async<\/span><\/span> <\/span>function<\/span><\/span> <\/span>hybridSearch<\/span><\/span>(<\/span>query, options = {}<\/span><\/span>) <\/span><\/span>{<\/span>
        <\/span>const<\/span><\/span> vecWeight = <\/span>0.7<\/span><\/span>;   <\/span>\/\/ \u5411\u91cf\u6743\u91cd<\/span><\/span>
        <\/span>const<\/span><\/span> bm25Weight = <\/span>0.3<\/span><\/span>;  <\/span>\/\/ BM25\u6743\u91cd<\/span><\/span>
        <\/span>
        <\/span>\/\/ \u5206\u522b\u68c0\u7d22\uff08\u53d6\u5e76\u96c6\uff09<\/span><\/span>
        <\/span>const<\/span><\/span> vectorResults = <\/span>await<\/span><\/span> vectorSearch(query);<\/span>
        <\/span>const<\/span><\/span> bm25Results = <\/span>await<\/span><\/span> bm25Search(query);<\/span>
        <\/span>
        <\/span>\/\/ \u5408\u5e76\u5e76\u8ba1\u7b97\u7efc\u5408\u5f97\u5206<\/span><\/span>
        <\/span>const<\/span><\/span> allChunkIds = <\/span>new<\/span><\/span> Set([<\/span>
        <\/span>    ...vectorResults.map(<\/span>r<\/span><\/span> =><\/span><\/span> r.id),<\/span>
        <\/span>    ...bm25Results.map(<\/span>r<\/span><\/span> =><\/span><\/span> r.id)<\/span>
        <\/span>  ]);<\/span>
        <\/span>
        <\/span>\/\/ \u52a0\u6743\u5e73\u5747\u540e\u6392\u5e8f\u8fd4\u56de<\/span><\/span>
        <\/span>}<\/span>
        <\/span><\/code><\/pre>\n
        \u8fd9\u5957\u7b97\u6cd5\u7684\u5173\u952e\u5728\u4e8e<\/span>\u5e76\u96c6\u800c\u975e\u4ea4\u96c6<\/span><\/strong>\u2014\u2014\u53ea\u8981\u4efb\u4e00\u65b9\u6cd5\u8ba4\u4e3a\u76f8\u5173\uff0c\u5c31\u6709\u673a\u4f1a\u8fdb\u5165\u5019\u9009\u6c60\u3002<\/span><\/p>\n
        \n<\/span>3.4 \u4f18\u96c5\u964d\u7ea7<\/span><\/span><\/span>
        \n<\/h3>\n
        \u5982\u679c<\/span>sqlite-vec<\/span><\/code>\u6269\u5c55\u672a\u5b89\u88c5\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u56de\u9000\u5230JS\u66b4\u529b\u8ba1\u7b97\uff1a<\/span><\/p>\n
        <\/span>try<\/span><\/span> {<\/span>
        <\/span>\/\/ \u5feb\u901f\u8def\u5f84\uff1a\u6570\u636e\u5e93\u5185\u8ba1\u7b97\u4f59\u5f26\u8ddd\u79bb<\/span><\/span>
        <\/span>return<\/span><\/span>await<\/span><\/span> db.all(<\/span>`SELECT ... vec_distance_cosine(...)`<\/span><\/span>);<\/span>
        <\/span>} <\/span>catch<\/span><\/span> (err) {<\/span>
        <\/span>\/\/ \u56de\u9000\u8def\u5f84\uff1a\u5168\u91cf\u52a0\u8f7d\u5230\u5185\u5b58\u66b4\u529b\u8ba1\u7b97<\/span><\/span>
        <\/span>const<\/span><\/span> allChunks = <\/span>await<\/span><\/span> db.all(<\/span>\"SELECT * FROM chunks\"<\/span><\/span>);<\/span>
        <\/span>return<\/span><\/span> allChunks.map(<\/span>chunk<\/span><\/span> =><\/span><\/span> ({<\/span>
        <\/span>    ...chunk,<\/span>
        <\/span>    dist: cosineSimilarity(queryVector, <\/span>JSON<\/span><\/span>.parse(chunk.embedding))<\/span>
        <\/span>  })).sort(<\/span>(<\/span>a, b<\/span><\/span>) =><\/span><\/span> a.dist - b.dist).slice(<\/span>0<\/span><\/span>, limit);<\/span>
        <\/span>}<\/span>
        <\/span><\/code><\/pre>\n
        \n<\/span>\u56db\u3001\u6267\u884c\u5c42\uff1aGateway-Pi \u67b6\u6784<\/span><\/span><\/span>
        \n<\/h2>\n
        OpenClaw\u6700\u786c\u6838\u7684\u90e8\u5206\u662f\u5176<\/span>\u4e91\u7aef\u5927\u8111+\u672c\u5730\u80a2\u4f53<\/span><\/strong>\u7684\u8bbe\u8ba1\u3002<\/span><\/p>\n
        \n<\/span>4.1 \u4e09\u5c42\u6267\u884c\u94fe\u8def<\/span><\/span><\/span>
        \n<\/h3>\n
          \n
        1. \n
          Orchestrator\uff08\u5927\u8111\uff09<\/span><\/strong>\uff1a\u4e91\u7aef\u90e8\u7f72\uff0c\u8d1f\u8d23LLM\u63a8\u7406\u548c\u4efb\u52a1\u62c6\u89e3<\/span><\/section>\n<\/li>\n
        2. \n
          Gateway\uff08\u534f\u8bae\u6865\uff09<\/span><\/strong>\uff1a\u9274\u6743\u3001\u6d41\u91cf\u6574\u5f62\u3001\u6307\u4ee4\u7ffb\u8bd1<\/span><\/section>\n<\/li>\n
        3. \n
          Pi-embedded\uff08\u6267\u884c\u7aef\uff09<\/span><\/strong>\uff1a\u8fd0\u884c\u5728\u672c\u5730\u8bbe\u5907\uff0c\u771f\u6b63\u6267\u884c\u811a\u672c<\/span><\/section>\n<\/li>\n<\/ol>\n
          \n<\/span>4.2 \u6c99\u7bb1\u9694\u79bb\u673a\u5236<\/span><\/span><\/span>
          \n<\/h3>\n
          Pi-embedded\u5b9e\u73b0\u4e86\u4e00\u5957\u540d\u4e3a <\/span>\u201cCell Isolation\u201d<\/span><\/strong> \u7684\u6c99\u7bb1\u673a\u5236\uff1a<\/span><\/p>\n
          <\/span># packages\/pi-embedded\/runtime\/executor.py<\/span><\/span>
          <\/span>class<\/span><\/span> <\/span>ExecutionEngine<\/span><\/span>:<\/span><\/span>
          <\/span>    <\/span>def<\/span><\/span> <\/span>execute<\/span><\/span>(self, skill_code)<\/span><\/span>:<\/span><\/span>
          <\/span>        <\/span># \u73af\u5883\u5feb\u7167<\/span><\/span>
          <\/span>        snapshot = self.take_snapshot()<\/span>
          <\/span>        <\/span>
          <\/span>        <\/span># \u5728\u72ec\u7acbvenv\u4e2d\u8fd0\u884c<\/span><\/span>
          <\/span>        <\/span>with<\/span><\/span> self.isolated_venv() <\/span>as<\/span><\/span> venv:<\/span>
          <\/span>            <\/span># \u52a8\u6001\u5b89\u88c5\u4f9d\u8d56<\/span><\/span>
          <\/span>            self.install_dependencies(skill_code.dependencies)<\/span>
          <\/span>            <\/span># \u6267\u884c\u6280\u80fd<\/span><\/span>
          <\/span>            result = venv.run(skill_code)<\/span>
          <\/span>        <\/span>
          <\/span>        <\/span># \u6062\u590d\u73af\u5883<\/span><\/span>
          <\/span>        self.restore_snapshot(snapshot)<\/span>
          <\/span>        <\/span>return<\/span><\/span> result<\/span>
          <\/span><\/code><\/pre>\n
          \n<\/span>4.3 \u5b8c\u6574\u8c03\u7528\u94fe\u8ffd\u8e2a<\/span><\/span><\/span>
          \n<\/h3>\n
          \u4ee5\u201c\u67e5CPU\u6e29\u5ea6\u5e76\u751f\u6210\u56fe\u8868\u201d\u4e3a\u4f8b\uff0c\u5b8c\u6574\u8c03\u7528\u94fe\u5982\u4e0b\uff1a<\/span><\/p>\n
          <\/span>1. Orchestrator \u2192 \u8bc6\u522b\u6280\u80fd\u9700\u6c42 \u2192 \u751f\u6210JSON\u6307\u4ee4<\/span>
          <\/span>2. Gateway \u2192 \u9a8c\u8bc1\u7b7e\u540d \u2192 \u67e5\u627e\u5728\u7ebfPi\u8282\u70b9 \u2192 Protobuf\u5c01\u88c5 \u2192 WebSocket\u53d1\u9001<\/span>
          <\/span>3. Pi-embedded \u2192 \u63a5\u6536\u6d88\u606f \u2192 \u89e3\u5305<\/span>
          <\/span>4. Sandbox \u2192 \u542f\u52a8\u4e34\u65f6Python\u8fdb\u7a0b \u2192 \u6302\u8f7d\u4f20\u611f\u5668\u6743\u9650<\/span>
          <\/span>5. Skill Execution \u2192 \u6267\u884cget_temp.py<\/span>
          <\/span>6. Callback \u2192 \u7ed3\u679c\uff08\u56fe\u7247\u4e8c\u8fdb\u5236\uff09\u539f\u8def\u8fd4\u56de<\/span>
          <\/span><\/code><\/pre>\n
          \n<\/span>\u4e94\u3001Agent\u6838\u5fc3\u914d\u7f6e<\/span><\/span><\/span>
          \n<\/h2>\n
          \u6bcf\u4e2aAgent\u7684workspace\u4e2d\u5305\u542b\u591a\u4e2a\u6838\u5fc3\u914d\u7f6e\u6587\u4ef6\uff1a<\/span><\/p>\n
          \n\n\n\n\n\n\n\n\n\n\n\n
          \n
          \u6587\u4ef6<\/span><\/section>\n<\/th>\n
          		\n
          \u4f5c\u7528<\/span><\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
          AGENTS.md<\/span><\/code><\/td>\n\n
          Agent\u804c\u8d23\u58f0\u660e\uff0c\u51b3\u5b9a\u5de5\u5177\u6743\u9650<\/span><\/section>\n<\/td>\n<\/tr>\n
          SOUL.md<\/span><\/code><\/td>\n\n
          \u4e2a\u6027\u5316\u63d0\u793a\u8bcd\uff0c\u6ce8\u5165system prompt<\/span><\/section>\n<\/td>\n<\/tr>\n
          TOOLS.md<\/span><\/code><\/td>\n\n
          \u5de5\u5177\u767d\u540d\u5355\/\u9ed1\u540d\u5355\uff0c\u5b89\u5168\u8fb9\u754c<\/span><\/section>\n<\/td>\n<\/tr>\n
          IDENTITY.md<\/span><\/code><\/td>\n\n
          \u8eab\u4efd\u6807\u8bc6\uff08name\/avatar\uff09\uff0c\u901a\u9053\u5c55\u793a<\/span><\/section>\n<\/td>\n<\/tr>\n
          USER.md<\/span><\/code><\/td>\n\n
          \u7528\u6237\u504f\u597d\uff0c\u4e0a\u4e0b\u6587\u5148\u9a8c<\/span><\/section>\n<\/td>\n<\/tr>\n
          HEARTBEAT.md<\/span><\/code><\/td>\n\n
          \u5b9a\u65f6\u4efb\u52a1\u914d\u7f6e<\/span><\/section>\n<\/td>\n<\/tr>\n
          MEMORY.md<\/span><\/code><\/td>\n\n
          \u957f\u671f\u8bb0\u5fc6\u6587\u6863\uff08RAG\u6e90\uff09<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/section>\n
          \u6e90\u7801\u4e2d\u901a\u8fc7<\/span>loadWorkspaceBootstrapFiles<\/span><\/code>\u65b9\u6cd5\u52a0\u8f7d\u8fd9\u4e9b\u6587\u4ef6\uff1a<\/span><\/p>\n
          <\/span>\/\/ src\/agents\/workspace.ts:498-555<\/span><\/span>
          <\/span>export<\/span><\/span> <\/span>async<\/span><\/span> <\/span>function<\/span><\/span> <\/span>loadWorkspaceBootstrapFiles<\/span><\/span>(<\/span>dir: <\/span>string<\/span><\/span><\/span>) <\/span><\/span>{<\/span>
          <\/span>  <\/span>const<\/span><\/span> entries = [<\/span>
          <\/span>    { name: <\/span>\"AGENTS.md\"<\/span><\/span>, filePath: path.join(resolvedDir, <\/span>\"AGENTS.md\"<\/span><\/span>) },<\/span>
          <\/span>    { name: <\/span>\"SOUL.md\"<\/span><\/span>, ... },<\/span>
          <\/span>    { name: <\/span>\"TOOLS.md\"<\/span><\/span>, ... },<\/span>
          <\/span>    <\/span>\/\/ ...<\/span><\/span>
          <\/span>  ];<\/span>
          <\/span>  <\/span>\/\/ \u52a8\u6001\u68c0\u6d4bMEMORY.md<\/span><\/span>
          <\/span>}<\/span>
          <\/span><\/code><\/pre>\n
          \n<\/span>\u516d\u3001\u67b6\u6784\u8bbe\u8ba1\u7684\u4f18\u7f3a\u70b9<\/span><\/span><\/span>
          \n<\/h2>\n
          \n<\/span>6.1 \u6838\u5fc3\u4f18\u52bf<\/span><\/span><\/span>
          \n<\/h3>\n
            \n
          • \n
            \u96f6\u8fd0\u7ef4<\/span><\/strong>\uff1aSQLite\u5355\u6587\u4ef6\uff0c\u65e0\u9700\u590d\u6742\u6570\u636e\u5e93<\/span><\/section>\n<\/li>\n
          • \n
            \u6570\u636e\u79c1\u6709<\/span><\/strong>\uff1a\u5168\u672c\u5730\u5b58\u50a8\uff0c\u4e0d\u4e0a\u4e91<\/span><\/section>\n<\/li>\n
          • \n
            \u53ef\u5ba1\u8ba1<\/span><\/strong>\uff1a\u8bb0\u5fc6\u900f\u660e\uff0cMarkdown\u6587\u4ef6\u53ef\u8bfb<\/span><\/section>\n<\/li>\n
          • \n
            \u589e\u91cf\u7d22\u5f15<\/span><\/strong>\uff1a\u53ea\u5904\u7406\u53d8\u66f4\u6587\u4ef6\uff0c\u6548\u7387\u9ad8<\/span><\/section>\n<\/li>\n
          • \n
            \u4f18\u96c5\u964d\u7ea7<\/span><\/strong>\uff1a\u4ece\u5411\u91cf\u2192BM25\u2192\u7eaf\u6587\u672c\uff0c\u9010\u7ea7\u56de\u9000<\/span><\/section>\n<\/li>\n
          • \n
            \u63d2\u4ef6\u751f\u6001<\/span><\/strong>\uff1a60+\u5b98\u65b9\u6280\u80fd\uff0c\u793e\u533a\u6301\u7eed\u8d21\u732e<\/span><\/section>\n<\/li>\n<\/ul>\n
            \n<\/span>6.2 \u73b0\u5b58\u6311\u6218<\/span><\/span><\/span>
            \n<\/h3>\n
              \n
            • \n
              Token\u6d88\u8017\u504f\u9ad8<\/span><\/strong>\uff1a\u8bb0\u5fc6\u7cfb\u7edf\u662f\u4e3b\u8981\u539f\u56e0<\/span><\/section>\n<\/li>\n
            • \n
              \u5411\u91cf\u68c0\u7d22\u4e0d\u61c2\u5173\u7cfb<\/span><\/strong>\uff1a\u80fd\u627e\u5230\u4e2a\u4f53\u4f46\u63a8\u4e0d\u51fa\u5173\u7cfb<\/span><\/section>\n<\/li>\n
            • \n
              \u7ef4\u62a4\u6210\u672c\u7ebf\u6027\u589e\u957f<\/span><\/strong>\uff1a\u6587\u4ef6\u8d8a\u591a\uff0c\u7d22\u5f15\u7ef4\u62a4\u8d8a\u590d\u6742<\/span><\/section>\n<\/li>\n
            • \n
              \u957f\u8fde\u63a5\u6296\u52a8<\/span><\/strong>\uff1aWebSocket 1006\u9519\u8bef\u5e38\u89c1<\/span><\/section>\n<\/li>\n
            • \n
              \u5c0f\u767d\u95e8\u69db<\/span><\/strong>\uff1a\u867d\u96f6\u8fd0\u7ef4\uff0c\u4f46\u9700\u61c2\u6587\u4ef6\u7ed3\u6784<\/span><\/section>\n<\/li>\n<\/ul>\n
              \n<\/span>\u4e03\u3001\u5b9e\u6218\u5efa\u8bae<\/span><\/span><\/span>
              \n<\/h2>\n
              \n<\/span>7.1 \u5b9a\u671f\u8bb0\u5fc6\u4f53\u68c0<\/span><\/span><\/span>
              \n<\/h3>\n
              \u957f\u671f\u8bb0\u5fc6\u6587\u4ef6\u4f1a\u968f\u65f6\u95f4\u81a8\u80c0\uff0c\u5efa\u8bae\u6bcf\u6708\u624b\u52a8\u8fc7\u4e00\u904d<\/span>MEMORY.md<\/span><\/code>\uff0c\u5220\u8fc7\u65f6\u3001\u5e76\u91cd\u590d\u3002<\/span><\/p>\n
              \n<\/span>7.2 \u6559\u4f1aAgent\u5206\u7c7b<\/span><\/span><\/span>
              \n<\/h3>\n
              \u5728\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e2d\u5f15\u5bfc\u5206\u7c7b\uff1a<\/span><\/p>\n
                \n
              • \n
                \u201c\u6211\u559c\u6b22\/\u4e60\u60ef\u201d \u2192 <\/span>preferences.md<\/span><\/code><\/section>\n<\/li>\n
              • \n
                \u201c\u6211\u8981\u505a\u4e00\u4e2a\u201d \u2192 <\/span>projects.md<\/span><\/code><\/section>\n<\/li>\n
              • \n
                \u201c\u89e3\u51b3\u4e86\u201d \u2192 <\/span>learnings.md<\/span><\/code><\/section>\n<\/li>\n<\/ul>\n
                \n<\/span>7.3 \u5584\u7528Heartbeat<\/span><\/span><\/span>
                \n<\/h3>\n
                <\/span>openclaw cron add --name <\/span>\"\u8bb0\u5fc6\u7ef4\u62a4\"<\/span><\/span> <\/span>
                <\/span>  --cron <\/span>\"0 3 *\"<\/span><\/span> <\/span>
                <\/span>  --system-event <\/span>\"\u8fd0\u884c\u8bb0\u5fc6\u6574\u7406\uff1a\u5408\u5e76\u76f8\u4f3c\u9879\uff0c\u5220\u9664\u4f4e\u4ef7\u503c\u9879\uff0c\u751f\u6210\u6458\u8981\"<\/span><\/span>
                <\/span><\/code><\/pre>\n
                \n<\/span>7.4 \u663e\u5f0f\u9650\u5b9a\u641c\u7d22\u8303\u56f4<\/span><\/span><\/span>
                \n<\/h3>\n
                <\/span>memory_search({ query: <\/span>\"...\"<\/span><\/span>, scope: [<\/span>\"learnings.md\"<\/span><\/span>] })<\/span>
                <\/span><\/code><\/pre>\n
                \n<\/span>\u7ed3\u8bed<\/span><\/span><\/span>
                \n<\/h2>\n
                OpenClaw\u7684\u67b6\u6784\u8bbe\u8ba1\u7ed9\u6211\u6700\u5927\u7684\u542f\u53d1\u662f\uff1a<\/span>AI\u7684\u8bb0\u5fc6\u548c\u6267\u884c\u4e0d\u5e94\u8be5\u662f\u9ed1\u76d2<\/span><\/strong>\u3002\u7528Markdown\u5b58\u771f\u76f8\uff0c\u7528SQLite\u5efa\u7d22\u5f15\uff0c\u7528BM25+\u5411\u91cf\u505a\u68c0\u7d22\uff0c\u7528Gateway-Pi\u505a\u6267\u884c\u2014\u2014\u8fd9\u5957\u7ec4\u5408\u62f3\u65e2\u4fdd\u8bc1\u4e86\u529f\u80fd\u5f3a\u5927\uff0c\u53c8\u8ba9\u4e00\u5207\u900f\u660e\u53ef\u63a7\u3002<\/span><\/p>\n
                \u5728\u8fd9\u4e2a\u6240\u6709AI\u90fd\u60f3\u201c\u8bb0\u4f4f\u4f60\u201d\u7684\u65f6\u4ee3\uff0cOpenClaw\u8ba9\u4f60\u80fd\u968f\u65f6\u6253\u5f00\u6587\u4ef6\u3001\u770b\u6e05\u5b83\u8bb0\u4f4f\u4e86\u4ec0\u4e48\u3001\u77e5\u9053\u5b83\u5728\u54ea\u6267\u884c\u3001\u600e\u4e48\u6267\u884c\u3002\u8fd9\u79cd<\/span>\u6e05\u9192\u7684\u8bbe\u8ba1\u54f2\u5b66<\/span><\/strong>\uff0c\u6216\u8bb8\u6b63\u662f\u5b83\u80fd\u591f\u8d85\u8d8aLinux\u548cReact\uff0c\u767b\u9876\u5168\u7403\u7684\u539f\u56e0\u3002<\/span><\/p>\n
                \n
                \u53c2\u8003\u8d44\u6599<\/span><\/em><\/p>\n
                  \n
                1. \n
                  OpenClaw\u4e09\u7ea7\u8bb0\u5fc6\u7cfb\u7edf\u5b9e\u73b0\u63ed\u79d8<\/span><\/section>\n<\/li>\n
                2. \n
                  2026\u5e74OpenClaw\u63d2\u4ef6\u5316\u91cd\u6784\u6280\u672f\u89e3\u6790<\/span><\/section>\n<\/li>\n
                3. \n
                  OpenClaw\u6838\u5fc3\u6e90\u7801\u89e3\u8bfb\uff1a\u4eceGateway\u5230Pi-embedded<\/span><\/section>\n<\/li>\n
                4. \n
                  \u4e0d\u4f1a\u5199\u4ee3\u7801\u4e5f\u80fd\u61c2\uff1aOpenClaw\u56db\u5c42\u67b6\u6784\u56fe\u89e3<\/span><\/section>\n<\/li>\n
                5. \n
                  \u5403\u9f99\u867e\u54af\uff01\u4e07\u5b57\u62c6\u89e3OpenClaw\u7684\u67b6\u6784\u4e0e\u8bbe\u8ba1<\/span><\/section>\n<\/li>\n
                6. \n
                  \u5173\u4e8eOpenClaw\uff0c\u4f60\u9700\u8981\u4e86\u89e3\u7684\uff1a\u6838\u5fc3\u67b6\u6784\u3001\u8fd0\u4f5c\u539f\u7406<\/span><\/section>\n<\/li>\n
                7. \n
                  OpenClaw Architecture Deep Dive 2025<\/span><\/section>\n<\/li>\n<\/ol>\n

                  <\/span><\/section>\n

                  <\/span><\/section>\n
                  \n

                  <\/span><\/p>\n<\/section>","protected":false},"excerpt":{"rendered":"
                  \u5f15\u8a00 OpenClaw\uff08\u539fClawdbot\uff09\u4f5c\u4e3a\u5f53\u524d\u5168\u7403\u6700\u7099\u624b\u53ef\u70ed\u7684\u5f00\u6e90AI Agent\u6846\u67b6\uff0c\u5176GitHub\u661f […]<\/p>","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"wp-custom-template","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","_uag_custom_page_level_css":"","footnotes":""},"categories":[9],"tags":[],"class_list":["post-1172","post","type-post","status-publish","format-standard","hentry","category-blog"],"acf":[],"views":391,"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"trp-custom-language-flag":false},"uagb_author_info":{"display_name":"stark, tony","author_link":"https:\/\/51ai.website\/en\/author\/admin\/"},"uagb_comment_info":10,"uagb_excerpt":"\u5f15\u8a00 OpenClaw\uff08\u539fClawdbot\uff09\u4f5c\u4e3a\u5f53\u524d\u5168\u7403\u6700\u7099\u624b\u53ef\u70ed\u7684\u5f00\u6e90AI Agent\u6846\u67b6\uff0c\u5176GitHub\u661f…","_links":{"self":[{"href":"https:\/\/51ai.website\/en\/wp-json\/wp\/v2\/posts\/1172","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/51ai.website\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/51ai.website\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/51ai.website\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/51ai.website\/en\/wp-json\/wp\/v2\/comments?post=1172"}],"version-history":[{"count":3,"href":"https:\/\/51ai.website\/en\/wp-json\/wp\/v2\/posts\/1172\/revisions"}],"predecessor-version":[{"id":1178,"href":"https:\/\/51ai.website\/en\/wp-json\/wp\/v2\/posts\/1172\/revisions\/1178"}],"wp:attachment":[{"href":"https:\/\/51ai.website\/en\/wp-json\/wp\/v2\/media?parent=1172"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/51ai.website\/en\/wp-json\/wp\/v2\/categories?post=1172"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/51ai.website\/en\/wp-json\/wp\/v2\/tags?post=1172"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}