{"id":234,"date":"2026-08-25T17:09:46","date_gmt":"2026-08-25T09:09:46","guid":{"rendered":"https:\/\/xiaotiao.store\/index.php\/2026\/08\/25\/openclaw-%e8%ae%b0%e5%bf%86%e7%ae%a1%e7%90%86%ef%bc%9a%e4%bb%8e%e5%85%a5%e9%97%a8%e5%88%b0%e9%ab%98%e9%98%b6%e5%ae%8c%e6%95%b4%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%88%e6%8b%86%e8%a7%a3%e6%80%bb\/"},"modified":"2026-08-25T17:09:47","modified_gmt":"2026-08-25T09:09:47","slug":"openclaw-%e8%ae%b0%e5%bf%86%e7%ae%a1%e7%90%86%ef%bc%9a%e4%bb%8e%e5%85%a5%e9%97%a8%e5%88%b0%e9%ab%98%e9%98%b6%e5%ae%8c%e6%95%b4%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%88%e6%8b%86%e8%a7%a3%e6%80%bb","status":"publish","type":"post","link":"https:\/\/xiaotiao.store\/index.php\/2026\/08\/25\/openclaw-%e8%ae%b0%e5%bf%86%e7%ae%a1%e7%90%86%ef%bc%9a%e4%bb%8e%e5%85%a5%e9%97%a8%e5%88%b0%e9%ab%98%e9%98%b6%e5%ae%8c%e6%95%b4%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%88%e6%8b%86%e8%a7%a3%e6%80%bb\/","title":{"rendered":"OpenClaw \u8bb0\u5fc6\u7ba1\u7406\uff1a\u4ece\u5165\u95e8\u5230\u9ad8\u9636\u5b8c\u6574\u5b9e\u6218\u6307\u5357\uff08\u62c6\u89e3\u603b\u7ed3\uff09"},"content":{"rendered":"

OpenClaw \u8bb0\u5fc6\u7ba1\u7406\uff1a\u4ece\u5165\u95e8\u5230\u9ad8\u9636\u5b8c\u6574\u5b9e\u6218\u6307\u5357\uff08\u62c6\u89e3\u603b\u7ed3\uff09<\/h1>\n<\/p>\n

\n\u672c\u6587\u662f\u5bf9 Ray Wang \u5206\u4eab\u7684 OpenClaw \u8bb0\u5fc6\u7ba1\u7406\u5b9e\u6218\u6307\u5357\u7684\u6df1\u5ea6\u62c6\u89e3\u4e0e\u603b\u7ed3\u3002\u8be5\u65b9\u6848\u57fa\u4e8e 5 \u4e2a Agent \u534f\u4f5c\u56e2\u961f 30 \u5929\u7684\u5b9e\u9645\u751f\u4ea7\u8fd0\u884c\u7ecf\u9a8c\uff0c\u65e8\u5728\u89e3\u51b3 LLM Agent \u7684\u201c\u5065\u5fd8\u201d\u4e0e\u201c\u8bb0\u5fc6\u5e7b\u89c9\u201d\u95ee\u9898\u3002\n<\/p>\n

\u6838\u5fc3\u54f2\u5b66\uff1a\u6587\u4ef6 = \u4e8b\u5b9e\u6765\u6e90<\/h2>\n

Context Window $\\neq$ Memory*\u3002\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u4e34\u65f6\u7684\u201c\u5de5\u4f5c\u53f0\u201d\uff0c\u800c\u6587\u4ef6\u624d\u662f\u6c38\u4e45\u7684\u201c\u4ed3\u5e93\u201d\u3002\u4efb\u4f55\u6ca1\u6709\u5199\u5165\u6587\u4ef6\u7684\u4fe1\u606f\u5728 session \u7ed3\u675f\u540e\u90fd\u4f1a\u6d88\u5931\u3002\u56e0\u6b64\uff0c\u6838\u5fc3\u539f\u5219\u662f\uff1a*<\/em>\u6240\u6709\u91cd\u8981\u4fe1\u606f\u5fc5\u987b\u5b9e\u65f6\u5199\u5165\u6587\u4ef6\u3002<\/strong>\n<\/p>\n

\n—\n<\/p>\n

\u4e00\u3001 \u4e09\u5c42\u8bb0\u5fc6\u67b6\u6784<\/h2>\n<\/p>\n

\n\u4e3a\u4e86\u5e73\u8861\u68c0\u7d22\u6548\u7387\u4e0e\u5b58\u50a8\u7cbe\u5ea6\uff0c\u65b9\u6848\u91c7\u7528\u4e86\u4e09\u5c42\u67b6\u6784\uff1a\n<\/p>\n

1. \u77ed\u671f\u5c42\uff1a`NOW.md` (\u5de5\u4f5c\u53f0)<\/h3>\n
  • \u7528\u9014<\/strong>\uff1a\u8bb0\u5f55\u5f53\u524d\u72b6\u6001\u3001\u4f18\u5148\u7ea7\u3001\u963b\u585e\u9879\u3002<\/li>\n
  • \u7279\u70b9<\/strong>\uff1a\u6bcf\u6b21 heartbeat \u8986\u5199\uff0c\u4e0d\u8ffd\u52a0\u3002\u5b83\u662f Agent \u5728\u4e0a\u4e0b\u6587\u88ab\u538b\u7f29\uff08Compaction\uff09\u540e\u7684\u9996\u9009\u6062\u590d\u70b9\u3002<\/li>\n
  • \u6838\u5fc3\u903b\u8f91<\/strong>\uff1a\u552f\u4e00\u5141\u8bb8\u8986\u5199\u7684\u8bb0\u5fc6\u6587\u4ef6\u3002<\/li>\n

    2. \u4e2d\u671f\u5c42\uff1a\u6bcf\u65e5\u65e5\u5fd7 (`memory\/YYYY-MM-DD.md`)<\/h3>\n
  • \u7528\u9014<\/strong>\uff1a\u4e8b\u4ef6\u6d41\u6c34\uff0c\u8bb0\u5f55\u5f53\u5929\u53d1\u751f\u7684\u4e00\u5207\u539f\u59cb\u6570\u636e\u3002<\/li>\n
  • \u7279\u70b9<\/strong>\uff1a\u8ffd\u52a0\u5f0f\uff08Append-only\uff09\uff0c\u6c38\u4e0d\u8986\u5199\u3002<\/li>\n
  • \u5199\u5165\u89c4\u8303<\/strong>\uff1a\u91c7\u7528 `### HH:MM \u2014 Title` \u683c\u5f0f\uff0c\u4fbf\u4e8e\u5feb\u901f\u626b\u63cf\u3002<\/li>\n

    3. \u957f\u671f\u5c42\uff1a\u7ed3\u6784\u5316\u77e5\u8bc6\u5e93 (`INDEX.md` $\\rightarrow$ \u5b50\u76ee\u5f55)<\/h3>\n
  • \u7528\u9014<\/strong>\uff1a\u5b58\u50a8\u63d0\u70bc\u540e\u7684\u53ef\u590d\u7528\u77e5\u8bc6\uff08\u5982 `lessons\/` \u6559\u8bad, `decisions\/` \u51b3\u7b56, `people\/` \u753b\u50cf\uff09\u3002<\/li>\n
  • \u7279\u70b9<\/strong>\uff1a\u7531 `INDEX.md` \u4f5c\u4e3a\u5bfc\u822a\u67a2\u7ebd\uff0c\u5305\u542b\u5065\u5eb7\u5ea6\u6807\u8bb0\uff08\u4f18\u5148\u7ea7 $\\text{\ud83d\udd34\/\ud83d\udfe1\/\u26aa}$\u3001\u72b6\u6001 $\\text{active\/stale\/conflict}$\uff09\u3002<\/li>\n

    \n—\n<\/p>\n

    \u4e8c\u3001 \u4fe1\u606f\u751f\u547d\u5468\u671f\u4e0e\u6d41\u52a8<\/h2>\n<\/p>\n

    \n\u8bb0\u5fc6\u901a\u8fc7\u4e00\u4e2a\u5b8c\u6574\u7684 pipeline \u8fdb\u884c\u63d0\u70bc\u548c\u6f14\u8fdb\uff1a\n<\/p>\n

    \n$$\\text{\u5bf9\u8bdd\/\u4e8b\u4ef6} \\xrightarrow{\\text{\u5b9e\u65f6\u5199\u5165}} \\text{\u6bcf\u65e5\u65e5\u5fd7} \\xrightarrow{\\text{\u591c\u95f4\u53cd\u601d}} \\text{\u77e5\u8bc6\u5e93} \\xrightarrow{\\text{\u6bcf\u5468 GC}} \\text{\u51b7\u5b58\u50a8 (.archive\/)}$$\n<\/p>\n

  • \u65e5\u95f4<\/strong>\uff1a\u901a\u8fc7 $\\text{heartbeat}$ \u548c\u5bf9\u8bdd\u5b9e\u65f6\u5199\u5165\u65e5\u5fd7\u3002<\/li>\n
  • \u591c\u95f4 (23:45)*\uff1a\u6267\u884c *<\/em>\u591c\u95f4\u53cd\u601d (Nightly Reflection)<\/strong>\u3002\u5c06\u65e5\u5fd7\u4e2d\u7684\u539f\u59cb\u4e8b\u4ef6\u63d0\u70bc\u4e3a\u7ed3\u6784\u5316\u77e5\u8bc6\uff0c\u5e76\u6267\u884c CRUD \u9a8c\u8bc1\u3002<\/li>\n
  • \u6bcf\u5468 (\u5468\u65e5 00:00)*\uff1a\u6267\u884c *<\/em>\u5783\u573e\u56de\u6536 (GC)<\/strong>\u3002\u5c06\u8d85\u8fc7 30 \u5929\u4e14\u65e0\u5f15\u7528\u7684\u51b7\u6570\u636e\u79fb\u81f3 `.archive\/` \u76ee\u5f55\uff0c\u4ee5\u964d\u4f4e\u68c0\u7d22\u566a\u97f3\u3002<\/li>\n

    \n—\n<\/p>\n

    \u4e09\u3001 \u53ef\u9760\u6027\u4fdd\u969c\uff1a\u9632\u6b62\u8bb0\u5fc6\u5e7b\u89c9 (HaluMem)<\/h2>\n<\/p>\n

    \n\u4e3a\u4e86\u9632\u6b62 Agent \u7f16\u9020\u6216\u8986\u76d6\u6b63\u786e\u8bb0\u5fc6\uff0c\u5f15\u5165\u4e86 CRUD \u9a8c\u8bc1\u673a\u5236<\/strong>\uff1a\n<\/p>\n

    \n1. \u5148\u8bfb\u518d\u5199<\/strong>\uff1a\u5728\u5199\u5165\u77e5\u8bc6\u6587\u4ef6\u524d\uff0c\u5fc5\u987b\u5148\u8bfb\u53d6\u5f53\u524d\u5185\u5bb9\u3002
    \n2. \u56db\u5206\u7c7b\u5904\u7406<\/strong>\uff1a
    \n – \u4e00\u81f4<\/strong> $\\rightarrow$ $\\text{NOOP}$ (\u8df3\u8fc7)\u3002
    \n – \u66f4\u65b0<\/strong> $\\rightarrow$ $\\text{UPDATE}$ (\u6807\u8bb0\u65e7\u7248\u4e3a Superseded\uff0c\u8ffd\u52a0\u65b0\u7248)\u3002
    \n – \u77db\u76fe<\/strong> $\\rightarrow$ $\\text{CONFLICT}$ (\u4e24\u7248\u5747\u4fdd\u7559\uff0c\u6807\u8bb0\u51b2\u7a81\uff0c\u7b49\u5f85\u4eba\u5de5\u88c1\u51b3)\u3002
    \n – \u65e0\u5173<\/strong> $\\rightarrow$ $\\text{ADD}$ (\u8ffd\u52a0\u65b0\u6bb5\u843d)\u3002
    \n3. \u8fc7\u65f6\u68c0\u6d4b<\/strong>\uff1a\u901a\u8fc7 `last_verified` \u5b57\u6bb5\uff0c\u8d85\u8fc7 30 \u5929\u672a\u9a8c\u8bc1\u7684\u4fe1\u606f\u6807\u8bb0\u4e3a `\u26a0\ufe0f stale`\u3002\n<\/p>\n

    \n—\n<\/p>\n

    \u56db\u3001 \u68c0\u7d22\u7b56\u7565<\/h2>\n<\/p>\n

    \n\u91c7\u7528\u4e09\u7ea7\u68c0\u7d22\uff0c\u4f18\u5148\u4f4e\u6210\u672c\u65b9\u6848\uff1a<\/p>\n

  • L1 (Index)<\/strong>\uff1a\u901a\u8fc7 `INDEX.md` \u5b9a\u4f4d\u7c7b\u522b $\\rightarrow$ \u627e\u5230\u76ee\u6807\u6587\u4ef6\u3002<\/li>\n
  • L2 (Direct)<\/strong>\uff1a\u5df2\u77e5\u8def\u5f84\u76f4\u63a5\u8bfb\u53d6\u3002<\/li>\n
  • L3 (Semantic)<\/strong>\uff1a\u4f7f\u7528 QMD \u5411\u91cf\u6570\u636e\u5e93\u8fdb\u884c\u8bed\u4e49\u641c\u7d22\uff08\u4f5c\u4e3a\u515c\u5e95\uff09\u3002<\/li>\n

    \u4e94\u3001 \u603b\u7ed3\u4e0e\u5efa\u8bae<\/h2>\n<\/p>\n

    \n\u5bf9\u4e8e\u60f3\u8981\u642d\u5efa\u8bb0\u5fc6\u7cfb\u7edf\u7684\u5f00\u53d1\u8005\uff0c\u5efa\u8bae\u91c7\u53d6\u6e10\u8fdb\u5f0f\u642d\u5efa<\/strong>\uff1a<\/p>\n

  • \u9636\u6bb5 0<\/strong> $\\rightarrow$ `NOW.md` + \u6bcf\u65e5\u65e5\u5fd7 (\u5b9e\u73b0\u57fa\u7840\u8de8 session \u8bb0\u5fc6)\u3002<\/li>\n
  • \u9636\u6bb5 1<\/strong> $\\rightarrow$ \u5f15\u5165 `INDEX.md` \u4e0e\u4e3b\u9898\u76ee\u5f55 (\u5b9e\u73b0\u7ed3\u6784\u5316\u77e5\u8bc6\u79ef\u7d2f)\u3002<\/li>\n
  • \u9636\u6bb5 2<\/strong> $\\rightarrow$ \u5f15\u5165 Heartbeat \u4e0e\u591c\u95f4\u53cd\u601d (\u4fdd\u969c\u77e5\u8bc6\u8d28\u91cf)\u3002<\/li>\n
  • \u9636\u6bb5 3<\/strong> $\\rightarrow$ \u5f15\u5165\u8bed\u4e49\u641c\u7d22\u4e0e GC (\u63d0\u5347\u68c0\u7d22\u6548\u7387\u4e0e\u4e3b\u52a8\u9057\u5fd8)\u3002<\/li>\n

    \n—
    \n\u539f\u4f5c\u8005\u94fe\u63a5<\/strong>\uff1a[Ray Wang on X – OpenClaw \u8bb0\u5fc6\u7ba1\u7406\u6307\u5357](https:\/\/x.com\/wangray\/status\/2027034737311907870?s=20)<\/p>\n","protected":false},"excerpt":{"rendered":"

    OpenClaw \u8bb0\u5fc6\u7ba1\u7406\uff1a\u4ece\u5165\u95e8\u5230\u9ad8\u9636\u5b8c\u6574\u5b9e\u6218\u6307\u5357\uff08\u62c6\u89e3\u603b\u7ed3\uff09 \u672c\u6587\u662f\u5bf9 Ray Wang \u5206\u4eab\u7684 Open…<\/p>\n","protected":false},"author":1,"featured_media":233,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-234","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/posts\/234","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/comments?post=234"}],"version-history":[{"count":1,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/posts\/234\/revisions"}],"predecessor-version":[{"id":235,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/posts\/234\/revisions\/235"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/media\/233"}],"wp:attachment":[{"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/media?parent=234"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/categories?post=234"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/tags?post=234"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}