{"id":19843,"date":"2026-03-19T15:46:44","date_gmt":"2026-03-19T07:46:44","guid":{"rendered":"https:\/\/blog.ywdevops.cn\/?p=19843"},"modified":"2026-03-23T11:50:12","modified_gmt":"2026-03-23T03:50:12","slug":"agent-2","status":"publish","type":"post","link":"https:\/\/blog.ywdevops.cn\/index.php\/2026\/03\/19\/agent-2\/","title":{"rendered":"OpenClaw\u7684agent"},"content":{"rendered":"\n

OpenClaw \u7684 Agent \u7cfb\u7edf\u662f\u4e00\u4e2a\u591a\u4f1a\u8bdd\u3001\u53ef\u7ec4\u5408<\/strong>\u7684 AI \u52a9\u624b\u6846\u67b6\u3002\u6838\u5fc3\u6982\u5ff5\uff1a<\/p>\n\n\n\n

OpenClaw Gateway (\u5b88\u62a4\u8fdb\u7a0b)\n    \u2502\n    \u251c\u2500\u2500 Main Session (\u4e3b\u4f1a\u8bdd) \u2190 \u4f60\u6b63\u5728\u4f7f\u7528\u7684\n    \u2502   \u251c\u2500\u2500 \u76f4\u63a5\u4e0e\u4f60\u5bf9\u8bdd\n    \u2502   \u251c\u2500\u2500 \u53ef\u4ee5 spawn \u5b50 Agent\n    \u2502   \u2514\u2500\u2500 \u7ba1\u7406\u957f\u671f\u8bb0\u5fc6 (MEMORY.md)\n    \u2502\n    \u251c\u2500\u2500 Subagents (\u5b50 Agent)\n    \u2502   \u251c\u2500\u2500 \u72ec\u7acb\u8fd0\u884c\u5728\u9694\u79bb\u4f1a\u8bdd\u4e2d\n    \u2502   \u251c\u2500\u2500 \u6267\u884c\u7279\u5b9a\u4efb\u52a1\n    \u2502   \u2514\u2500\u2500 \u5b8c\u6210\u540e\u8fd4\u56de\u7ed3\u679c\n    \u2502\n    \u2514\u2500\u2500 Isolated Sessions (\u9694\u79bb\u4f1a\u8bdd)\n        \u251c\u2500\u2500 \u7528\u4e8e\u540e\u53f0\u4efb\u52a1\n        \u2514\u2500\u2500 \u901a\u8fc7 cron \u5b9a\u65f6\u89e6\u53d1<\/code><\/pre>\n\n\n\n
\u5f53\u524d\u4e3bgateway\u5de5\u4f5c\u533a\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n\n\n\n
\/data\/openclaw\/workspace\/\n\u2502\n\u251c\u2500\u2500 SOUL.md          # \u6211\u662f\u8c01\uff08\u4eba\u683c\u3001\u6027\u683c\u3001\u884c\u4e3a\u51c6\u5219\uff09\n\u251c\u2500\u2500 USER.md          # \u4f60\u662f\u8c01\uff08\u7528\u6237\u4fe1\u606f\u3001\u504f\u597d\uff09\n\u251c\u2500\u2500 IDENTITY.md      # \u6211\u7684\u8eab\u4efd\u5b9a\u4e49\n\u251c\u2500\u2500 AGENTS.md        # Agent \u5de5\u4f5c\u6307\u5357\uff08\u591a Agent \u534f\u4f5c\u89c4\u5219\uff09\n\u251c\u2500\u2500 TOOLS.md         # \u5de5\u5177\u4f7f\u7528\u8bf4\u660e\uff08\u672c\u5730\u914d\u7f6e\uff09\n\u251c\u2500\u2500 MEMORY.md        # \u957f\u671f\u8bb0\u5fc6\uff08\u4e3b\u4f1a\u8bdd\u4e13\u7528\uff09\n\u251c\u2500\u2500 HEARTBEAT.md     # \u5fc3\u8df3\u4efb\u52a1\u5217\u8868\n\u251c\u2500\u2500 memory\/          # \u6bcf\u65e5\u8bb0\u5fc6\u6587\u4ef6\n\u2502   \u2514\u2500\u2500 YYYY-MM-DD.md\n\u2502\n\u251c\u2500\u2500 .learnings\/      # \u81ea\u6211\u6539\u8fdb\u65e5\u5fd7\uff08\u521a\u521b\u5efa\u7684\uff09\n\u2502   \u251c\u2500\u2500 LEARNINGS.md\n\u2502   \u251c\u2500\u2500 ERRORS.md\n\u2502   \u2514\u2500\u2500 FEATURE_REQUESTS.md\n\u2502\n\u2514\u2500\u2500 skills\/          # \u5df2\u5b89\u88c5\u7684 Agent Skills\n    \u2514\u2500\u2500 self-improving-agent\/<\/code><\/pre>\n\n\n\n
Agent \u7684\u4e24\u79cd\u8fd0\u884c\u6a21\u5f0f<\/mark><\/strong><\/p>\n\n\n\n
\u4e3b\u4f1a\u8bdd (Main Session)<\/strong>:<\/p>\n\n\n\n
    \n
  • \u5f53\u524d\u5728gateway\u8fd9\u91cc\u4e0e\u4eba\u5bf9\u8bdd\u7684\u8fd9\u4e2a<\/li>\n\n\n\n
  • \u53ef\u4ee5\u8bbf\u95ee MEMORY.md<\/code>\uff08\u957f\u671f\u8bb0\u5fc6\uff09<\/li>\n\n\n\n
  • \u53ef\u4ee5 spawn \u5b50 Agent \u6267\u884c\u4efb\u52a1<\/li>\n<\/ul>\n\n\n\n
    \u5b50 Agent (Subagent)<\/strong>\uff1a<\/p>\n\n\n\n
      \n
    • \u901a\u8fc7 sessions_spawn<\/code> \u521b\u5efa<\/li>\n\n\n\n
    • \u8fd0\u884c\u5728\u9694\u79bb\u73af\u5883\u4e2d<\/li>\n\n\n\n
    • \u6709\u72ec\u7acb\u7684\u4efb\u52a1\u548c\u76ee\u6807<\/li>\n\n\n\n
    • \u5b8c\u6210\u540e\u8fd4\u56de\u7ed3\u679c\u7ed9\u4e3b\u4f1a\u8bdd<\/li>\n<\/ul>\n\n\n\n
      \u4e3e\u4f8b\uff1aspawn \u4e00\u4e2a\u5b50 Agent \u6765\u5199\u4ee3\u7801<\/strong><\/p>\n\n\n\n
      \u6838\u5fc3\u5de5\u5177<\/td>\u7528\u9014<\/td>\u793a\u4f8b<\/td><\/tr>
      sessions_list<\/td>\u67e5\u770b\u6240\u6709\u4f1a\u8bdd<\/td>\u67e5\u770b\u6d3b\u8dc3\u7684\u5b50 Agent<\/td><\/tr>
      sessions_spawn<\/td>\u521b\u5efa\u5b50 Agent<\/td>\u59d4\u6d3e\u4efb\u52a1\u7ed9\u4e13\u95e8\u7684 Agent<\/td><\/tr>
      sessions_send<\/td>\u53d1\u9001\u6d88\u606f\u5230\u4f1a\u8bdd<\/td>\u4e0e\u5b50 Agent \u901a\u4fe1<\/td><\/tr>
      sessions_history<\/td>\u67e5\u770b\u5386\u53f2<\/td>\u67e5\u770b\u5b50 Agent \u505a\u4e86\u4ec0\u4e48<\/td><\/tr>
      subagents<\/td>\u7ba1\u7406\u5b50 Agent<\/td>\u5217\u51fa\/\u7ec8\u6b62\/\u6307\u5bfc\u5b50 Agent<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
      \u573a\u666f 1: \u7b80\u5355\u4efb\u52a1\uff08\u76f4\u63a5\u5728\u4e3b\u4f1a\u8bdd\u5b8c\u6210\uff09<\/p>\n\n\n\n
      \u4f60\uff1a\u5e2e\u6211\u5220\u9664 models.providers \u91cc\u7684 qwen-local \u914d\u7f6e\n\u6211\uff1a\u76f4\u63a5\u6267\u884c \u2192 \u5b8c\u6210 \u2705<\/code><\/pre>\n\n\n\n
      \u573a\u666f 2: \u590d\u6742\u4efb\u52a1\uff08spawn \u5b50 Agent\uff09<\/p>\n\n\n\n
      \u4f60\uff1a\u5e2e\u6211\u91cd\u6784\u6574\u4e2a\u9879\u76ee\u7684\u4ee3\u7801\u7ed3\u6784\n\u6211\uff1a\n  1. spawn \u4e00\u4e2a coding subagent\n  2. \u5b50 Agent \u5206\u6790\u4ee3\u7801 \u2192 \u63d0\u51fa\u65b9\u6848 \u2192 \u6267\u884c\u91cd\u6784\n  3. \u8fd4\u56de\u7ed3\u679c\u7ed9\u6211\n  4. \u6211\u6c47\u603b\u62a5\u544a\u7ed9\u4f60<\/code><\/pre>\n\n\n\n
      \u573a\u666f 3: \u540e\u53f0\u4efb\u52a1\uff08\u4f7f\u7528 cron\uff09<\/p>\n\n\n\n
      \u4f60\uff1a\u6bcf\u5929\u65e9\u4e0a 9 \u70b9\u63d0\u9192\u6211\u67e5\u770b\u90ae\u4ef6\n\u6211\uff1a\n  1. \u521b\u5efa\u4e00\u4e2a cron job\n  2. \u6bcf\u5929 9:00 \u89e6\u53d1\n  3. \u53d1\u9001\u63d0\u9192\u6d88\u606f\u7ed9\u4f60<\/code><\/pre>\n\n\n\n
      \u573a\u666f4\uff1a\u591a Agent \u534f\u4f5c<\/strong><\/p>\n\n\n\n
      \u4f60\uff1a\u5e2e\u6211\u5f00\u53d1\u4e00\u4e2a\u5b8c\u6574\u7684\u529f\u80fd\r\n\u6211\uff1a\r\n  \u251c\u2500 Agent A: \u9700\u6c42\u5206\u6790\r\n  \u251c\u2500 Agent B: \u7f16\u5199\u4ee3\u7801\r\n  \u251c\u2500 Agent C: \u6d4b\u8bd5\r\n  \u2514\u2500 \u6211\uff1a\u6c47\u603b\u7ed3\u679c\u7ed9\u4f60<\/code><\/pre>\n\n\n\n
      OpenClaw \u6709\u4e24\u79cd\u8bb0\u5fc6\uff1a<\/p>\n\n\n\n
      1\u3001\u77ed\u671f\u8bb0\u5fc6<\/strong> (memory\/YYYY-MM-DD.md<\/code>)<\/p>\n\n\n\n
        \n
      • \u6bcf\u5929\u4e00\u4e2a\u6587\u4ef6<\/li>\n\n\n\n
      • \u8bb0\u5f55\u5f53\u5929\u53d1\u751f\u7684\u4e8b<\/li>\n\n\n\n
      • \u81ea\u52a8\u521b\u5efa<\/li>\n<\/ul>\n\n\n\n
        2\u3001\u957f\u671f\u8bb0\u5fc6<\/strong> (MEMORY.md<\/code>)<\/p>\n\n\n\n
          \n
        • \u53ea\u6709\u4e3b\u4f1a\u8bdd\u80fd\u8bbf\u95ee<\/li>\n\n\n\n
        • \u9700\u8981\u624b\u52a8\u63d0\u70bc\u91cd\u8981\u4fe1\u606f<\/li>\n\n\n\n
        • \u8de8\u4f1a\u8bdd\u6301\u4e45\u5316<\/li>\n<\/ul>\n\n\n\n
          \u8bb0\u5fc6\u7ef4\u62a4\u6d41\u7a0b\uff1a<\/p>\n\n\n\n
          \u6bcf\u5929\u53d1\u751f\u7684\u4e8b \u2192 memory\/2026-03-18.md (\u539f\u59cb\u65e5\u5fd7)\n     \u2193\n\u5b9a\u671f\u56de\u987e\uff08\u5fc3\u8df3\u65f6\uff09\n     \u2193\n\u63d0\u70bc\u91cd\u8981\u5185\u5bb9 \u2192 MEMORY.md (\u957f\u671f\u8bb0\u5fc6)<\/code><\/pre>\n\n\n\n
          \u5b50 Agent\u00a0\u4e0d\u9700\u8981<\/strong>\u548c\u4e3b\u4f1a\u8bdd\u5b89\u88c5\u5728\u540c\u4e00\u53f0\u673a\u5668\u4e0a\uff0cAgent \u7684\u90e8\u7f72\u65b9\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n\n
          \u672c\u5730\u90e8\u7f72\uff08\u540c\u4e00\u53f0\u673a\u5668\uff09<\/strong><\/p>\n\n\n\n
            \n
          • \u9ed8\u8ba4\u60c5\u51b5\uff0c\u5b50 Agent \u548c\u4e3b\u4f1a\u8bdd\u5728\u540c\u4e00\u8fdb\u7a0b\u7a7a\u95f4<\/strong><\/li>\n\n\n\n
          • \u9002\u5408\uff1a\u5feb\u901f\u4efb\u52a1\u3001\u9700\u8981\u8bbf\u95ee\u672c\u5730\u6587\u4ef6\/\u5de5\u5177\u7684\u573a\u666f<\/li>\n\n\n\n
          • \u4f18\u70b9\uff1a\u96f6\u5ef6\u8fdf\u3001\u5171\u4eab\u6587\u4ef6\u7cfb\u7edf\u3001\u65e0\u9700\u7f51\u7edc\u914d\u7f6e<\/li>\n<\/ul>\n\n\n\n
            \u8fdc\u7a0b\u90e8\u7f72\uff08\u4e0d\u540c\u673a\u5668\uff09<\/strong><\/p>\n\n\n\n
            OpenClaw \u652f\u6301\u901a\u8fc7\u00a0Gateway \u7f51\u7edc<\/strong>\u5c06\u5b50 Agent \u8fd0\u884c\u5728\u8fdc\u7a0b\u8282\u70b9\u4e0a\uff1a<\/p>\n\n\n\n
            \u4f60\u7684\u7b14\u8bb0\u672c (\u4e3b\u4f1a\u8bdd)\r\n       \u2502\r\n       \u2502 (\u901a\u8fc7 OpenClaw Gateway \u7f51\u7edc)\r\n       \u25bc\r\n\u8fdc\u7a0b\u670d\u52a1\u5668 (\u5b50 Agent)\r\n  - \u53ef\u4ee5\u662f VPS\u3001\u6811\u8393\u6d3e\u3001\u5bb6\u5ead\u670d\u52a1\u5668\r\n  - \u901a\u8fc7 Tailscale\/\u5185\u7f51\u7a7f\u900f \u8fde\u63a5\r\n  - \u6bcf\u4e2a\u8282\u70b9\u6709\u72ec\u7acb\u7684 OpenClaw Gateway<\/code><\/pre>\n\n\n\n
            \u6df7\u5408\u90e8\u7f72<\/strong><\/p>\n\n\n\n
              \n
            • \u4e3b\u4f1a\u8bdd\u5728\u4e91\u7aef VPS<\/li>\n\n\n\n
            • \u5b50 Agent \u5728\u4f60\u5bb6\u91cc\u7684 NAS \u4e0a\uff08\u8bbf\u95ee\u672c\u5730\u6587\u4ef6\uff09<\/li>\n\n\n\n
            • \u53e6\u4e00\u4e2a\u5b50 Agent \u5728\u6811\u8393\u6d3e\u4e0a\uff08\u63a7\u5236\u786c\u4ef6\uff09<\/li>\n<\/ul>\n\n\n\n
              <\/p>\n","protected":false},"excerpt":{"rendered":"
              OpenClaw \u7684 Agent \u7cfb\u7edf\u662f\u4e00\u4e2a\u591a\u4f1a\u8bdd\u3001\u53ef\u7ec4\u5408\u7684 AI \u52a9\u624b\u6846\u67b6\u3002\u6838\u5fc3\u6982\u5ff5\uff1a \u5f53\u524d\u4e3bgateway […]<\/p>\n","protected":false},"author":3,"featured_media":19845,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-19843","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-linux"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":8}},"_links":{"self":[{"href":"https:\/\/blog.ywdevops.cn\/index.php\/wp-json\/wp\/v2\/posts\/19843","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.ywdevops.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.ywdevops.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.ywdevops.cn\/index.php\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.ywdevops.cn\/index.php\/wp-json\/wp\/v2\/comments?post=19843"}],"version-history":[{"count":13,"href":"https:\/\/blog.ywdevops.cn\/index.php\/wp-json\/wp\/v2\/posts\/19843\/revisions"}],"predecessor-version":[{"id":19867,"href":"https:\/\/blog.ywdevops.cn\/index.php\/wp-json\/wp\/v2\/posts\/19843\/revisions\/19867"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.ywdevops.cn\/index.php\/wp-json\/wp\/v2\/media\/19845"}],"wp:attachment":[{"href":"https:\/\/blog.ywdevops.cn\/index.php\/wp-json\/wp\/v2\/media?parent=19843"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.ywdevops.cn\/index.php\/wp-json\/wp\/v2\/categories?post=19843"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.ywdevops.cn\/index.php\/wp-json\/wp\/v2\/tags?post=19843"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}