{"id":81,"date":"2026-06-14T08:32:28","date_gmt":"2026-06-14T00:32:28","guid":{"rendered":"http:\/\/www.longxiapro.com\/?p=81"},"modified":"2026-06-14T11:07:54","modified_gmt":"2026-06-14T03:07:54","slug":"openclaw-self-improving-agent-self-evolving-agent","status":"publish","type":"post","link":"https:\/\/www.longxiapro.com\/index.php\/81\/","title":{"rendered":"\u81ea\u4e3b\u8fdb\u5316\u5185\u6838\u91cd\u6784\uff01OpenClaw Self-Improving-Agent \u81ea\u8fdb\u5316\u667a\u80fd\u4f53\u72ec\u5bb6\u4e8c\u6b21\u5f00\u53d1\u6559\u7a0b"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u5168\u7f51\u73b0\u6709\u8d44\u6599\u4ec5\u505c\u7559\u5728\u542f\u7528\u5b98\u65b9\u57fa\u7840\u81ea\u8fed\u4ee3 Agent\u3001\u7b80\u5355\u4efb\u52a1\u590d\u76d8\u5c42\u9762\uff0c\u539f\u751f<code>self-improving-agent<\/code>\u5b58\u5728\u660e\u663e\u77ed\u677f\uff1a\u8fdb\u5316\u903b\u8f91\u56fa\u5316\u3001\u65e0\u884c\u4e3a\u65e5\u5fd7\u6eaf\u6e90\u3001\u8fed\u4ee3\u89c4\u5219\u4e0d\u53ef\u81ea\u5b9a\u4e49\u3001\u5931\u8d25\u4efb\u52a1\u65e0\u6cd5\u6df1\u5ea6\u590d\u76d8\u3001\u4e0d\u652f\u6301\u80fd\u529b\u6807\u7b7e\u5206\u7ea7\u3001\u6ca1\u6709\u7248\u672c\u5feb\u7167\u529f\u80fd\uff0c\u667a\u80fd\u4f53\u53ea\u80fd\u6309\u56fa\u5b9a\u6a21\u677f\u5fae\u8c03\uff0c\u771f\u6b63\u7684 \u201c\u81ea\u4e3b\u6210\u957f\u201d \u5b8c\u5168\u53d7\u9650\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6559\u7a0b\u4e3a<strong>\u5168\u7f51\u539f\u521b\u9996\u53d1<\/strong>\uff0c\u4ece\u96f6\u91cd\u6784<strong>Self-Evolve-Agent \u589e\u5f3a\u7248\u81ea\u8fdb\u5316\u667a\u80fd\u4f53<\/strong>\uff0c\u6253\u7834\u5b98\u65b9\u56fa\u5b9a\u8fed\u4ee3\u903b\u8f91\uff0c\u5b9e\u73b0\u53ef\u89c6\u5316\u6210\u957f\u3001\u5206\u5c42\u590d\u76d8\u3001\u89c4\u5219\u81ea\u5b9a\u4e49\u3001\u7248\u672c\u5feb\u7167\u3001\u80fd\u529b\u8bc4\u5206\u3001\u4efb\u52a1\u504f\u5dee\u4fee\u6b63\u7b49\u72ec\u5bb6\u529f\u80fd\u3002\u5168\u7a0b\u514d\u8d39\u3001\u7eaf\u672c\u5730\u8fd0\u884c\u3001\u4e0d\u4f9d\u8d56\u4e91\u7aef\u670d\u52a1\uff0c\u65b0\u624b\u76f4\u63a5\u90e8\u7f72\u5373\u7528\uff0c\u5f00\u53d1\u8005\u53ef\u6df1\u5ea6\u5b9a\u5236\u8fdb\u5316\u89c4\u5219\uff0c\u6253\u9020\u771f\u6b63\u4f1a\u81ea\u6211\u4f18\u5316\u3001\u8d8a\u7528\u8d8a\u5f3a\u7684\u4e13\u5c5e\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001\u9b54\u6539\u6838\u5fc3\u72ec\u6709\u80fd\u529b\uff08\u5168\u7f51\u65e0\u540c\u6b3e\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u6bd4\u5b98\u65b9\u539f\u751f\u7248\u672c\uff0c\u672c\u6b21\u4e8c\u6b21\u5f00\u53d1\u5b9e\u73b0\u5dee\u5f02\u5316\u529f\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2705 <strong>\u591a\u5c42\u7ea7\u81ea\u4e3b\u8fdb\u5316<\/strong>\uff1a\u533a\u5206\u300c\u4efb\u52a1\u6267\u884c\u590d\u76d8\u300d\u300c\u80fd\u529b\u77ed\u677f\u4fee\u6b63\u300d\u300c\u884c\u4e3a\u89c4\u5219\u8fed\u4ee3\u300d\u4e09\u7ea7\u8fdb\u5316\u903b\u8f91\uff0c\u4e0d\u6b62\u7b80\u5355\u6587\u672c\u603b\u7ed3<\/li>\n\n\n\n<li>\u2705 <strong>\u5b8c\u6574\u6210\u957f\u65e5\u5fd7\u7cfb\u7edf<\/strong>\uff1a\u81ea\u52a8\u8bb0\u5f55\u6bcf\u4e00\u6b21\u4efb\u52a1\u3001\u6267\u884c\u8017\u65f6\u3001\u6210\u529f \/ \u5931\u8d25\u539f\u56e0\u3001\u4f18\u5316\u70b9\uff0c\u5168\u7a0b\u53ef\u6eaf\u6e90<\/li>\n\n\n\n<li>\u2705 <strong>\u667a\u80fd\u4f53\u7248\u672c\u5feb\u7167<\/strong>\uff1a\u652f\u6301\u624b\u52a8 \/ \u81ea\u52a8\u4fdd\u5b58\u5f53\u524d\u72b6\u6001\uff0c\u8fdb\u5316\u5f02\u5e38\u53ef\u4e00\u952e\u56de\u6eda\u5386\u53f2\u7248\u672c<\/li>\n\n\n\n<li>\u2705 <strong>\u80fd\u529b\u6807\u7b7e\u8bc4\u5206<\/strong>\uff1a\u5bf9\u6307\u4ee4\u7406\u89e3\u3001\u4ee3\u7801\u7f16\u5199\u3001\u6587\u6863\u5904\u7406\u3001\u641c\u7d22\u8c03\u7528\u7b49\u80fd\u529b\u81ea\u52a8\u6253\u5206\uff0c\u76f4\u89c2\u770b\u5230\u6210\u957f\u66f2\u7ebf<\/li>\n\n\n\n<li>\u2705 <strong>\u81ea\u5b9a\u4e49\u8fdb\u5316\u89c4\u5219<\/strong>\uff1a\u53ef\u81ea\u7531\u914d\u7f6e\u8fed\u4ee3\u5f3a\u5ea6\u3001\u590d\u76d8\u6df1\u5ea6\u3001\u89e6\u53d1\u6761\u4ef6\uff0c\u53ef\u63a7\u667a\u80fd\u4f53\u6210\u957f\u8282\u594f<\/li>\n\n\n\n<li>\u2705 <strong>\u5931\u8d25\u4efb\u52a1\u4e13\u9879\u4fee\u590d<\/strong>\uff1a\u9488\u5bf9\u62a5\u9519\u3001\u7b54\u975e\u6240\u95ee\u3001\u6267\u884c\u8d85\u65f6\u7b49\u95ee\u9898\u5b9a\u5411\u751f\u6210\u4f18\u5316\u7b56\u7565\uff0c\u907f\u514d\u91cd\u590d\u8e29\u5751<\/li>\n\n\n\n<li>\u2705 <strong>\u8054\u52a8\u5176\u4ed6 Skill<\/strong>\uff1a\u81ea\u52a8\u8c03\u7528\u524d\u6587 Tavily \u641c\u7d22\u3001Summarize \u603b\u7ed3\u3001\u591a\u5f15\u64ce\u641c\u7d22\u5b8c\u6210\u8f85\u52a9\u8fdb\u5316\u5206\u6790<\/li>\n\n\n\n<li>\u2705 <strong>\u9759\u9ed8 \/ \u64ad\u62a5\u53cc\u6a21\u5f0f<\/strong>\uff1a\u53ef\u9009\u62e9\u540e\u53f0\u9759\u9ed8\u8fdb\u5316\uff0c\u6216\u5b9e\u65f6\u64ad\u62a5\u4f18\u5316\u5185\u5bb9\uff0c\u9002\u914d\u4e0d\u540c\u4f7f\u7528\u573a\u666f<\/li>\n\n\n\n<li>\u2705 <strong>\u6743\u9650\u7cbe\u7ec6\u7ba1\u63a7<\/strong>\uff1a\u533a\u5206\u8bfb\u5199\u3001\u914d\u7f6e\u4fee\u6539\u3001\u89c4\u5219\u65b0\u589e\u6743\u9650\uff0c\u9632\u6b62\u667a\u80fd\u4f53\u8fc7\u5ea6\u7be1\u6539\u6838\u5fc3\u914d\u7f6e<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001\u524d\u7f6e\u5f00\u53d1\u73af\u5883\u51c6\u5907<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u8fdb\u5316\u667a\u80fd\u4f53\u6d89\u53ca\u6587\u4ef6\u8bfb\u5199\u3001\u914d\u7f6e\u4fee\u6539\u3001\u65e5\u5fd7\u5b58\u50a8\uff0c<strong>\u5fc5\u987b\u4f7f\u7528 Git \u6e90\u7801\u7248 OpenClaw<\/strong>\uff0c\u6781\u7b80\u5b89\u88c5\u7248\u65e0\u6cd5\u5b9e\u73b0\u6df1\u5ea6\u8fed\u4ee3\u4e0e\u5feb\u7167\u529f\u80fd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u5168\u5e73\u53f0\u90e8\u7f72\u6e90\u7801\u7248 OpenClaw<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">macOS \/ Linux \/ WSL \u7ec8\u7aef\u6267\u884c\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">bash<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>curl -fsSL https:\/\/openclaw.ai\/install.sh | bash -s -- --install-method git --no-onboard\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Windows \u4ee5<strong>\u7ba1\u7406\u5458\u8eab\u4efd<\/strong>\u6253\u5f00 PowerShell \u6267\u884c\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">powershell<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&amp; (&#91;scriptblock]::Create((irm https:\/\/openclaw.ai\/install.ps1))) -InstallMethod git -NoOnboard\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u73af\u5883\u4f9d\u8d56\u8bf4\u660e<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e0\u9700\u989d\u5916\u5b89\u88c5\u8f6f\u4ef6\uff0c\u4f9d\u8d56\u5df2\u5185\u7f6e\u5728 OpenClaw \u4e2d<\/li>\n\n\n\n<li>\u82e5\u9700\u8054\u52a8\u641c\u7d22\u3001\u603b\u7ed3\u6280\u80fd\uff0c\u786e\u4fdd\u524d\u6587 <code>tavily-pro<\/code>\u3001<code>summarize-pro<\/code>\u3001<code>multi-search-pro<\/code> \u5df2\u6b63\u5e38\u90e8\u7f72<\/li>\n\n\n\n<li>\u78c1\u76d8\u9884\u7559\u7a7a\u95f4\uff1a\u65e5\u5fd7 + \u5feb\u7167\u5efa\u8bae\u81f3\u5c11 500MB<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u73af\u5883\u6821\u9a8c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u65b0\u5f00\u7ec8\u7aef\u6267\u884c\u68c0\u6d4b\u547d\u4ee4\uff0c\u5168\u90e8\u9879 Pass \u5373\u53ef\u5f00\u59cb\u5f00\u53d1\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">bash<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openclaw doctor\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u642d\u5efa\u589e\u5f3a\u7248 Self-Evolve-Agent \u6280\u80fd<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u80fd\u72ec\u7acb\u5b58\u653e\u4e8e\u7528\u6237\u76ee\u5f55\uff0c\u4e3b\u7a0b\u5e8f\u5347\u7ea7\u3001\u91cd\u88c5\u5747\u4e0d\u4f1a\u4e22\u5931\u667a\u80fd\u4f53\u7684\u6210\u957f\u6570\u636e\u3001\u65e5\u5fd7\u4e0e\u5feb\u7167\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u521b\u5efa\u6280\u80fd\u76ee\u5f55<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>macOS\/Linux\uff1a<code>~\/.openclaw\/skills\/self-evolve-agent<\/code><\/li>\n\n\n\n<li>Windows\uff1a<code>C:\\Users\\\u4f60\u7684\u7528\u6237\u540d\\.openclaw\\skills\\self-evolve-agent<\/code><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8be5\u6587\u4ef6\u5939\u5185\u65b0\u5efa\u4e24\u4e2a\u6838\u5fc3\u6587\u4ef6\uff1a<code>skill.json<\/code>\uff08\u6280\u80fd\u914d\u7f6e\uff09\u3001<code>index.js<\/code>\uff08\u6838\u5fc3\u8fdb\u5316\u903b\u8f91\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u7f16\u5199 skill.json \u914d\u7f6e\u6587\u4ef6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u5b9a\u4e49\u89e6\u53d1\u53e3\u4ee4\u3001\u6743\u9650\u3001\u7248\u672c\u4e0e\u63cf\u8ff0\uff0c\u5f00\u653e\u6587\u4ef6\u8bfb\u5199\u3001\u914d\u7f6e\u64cd\u4f5c\u3001\u65e5\u5fd7\u5199\u5165\u7b49\u5fc5\u8981\u6743\u9650\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">json<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"name\": \"self-evolve-agent\",\n  \"version\": \"3.0.0-evolve\",\n  \"author\": \"Private Dev\",\n  \"description\": \"\u3010\u9b54\u6539\u589e\u5f3a\u7248\u3011\u5206\u5c42\u81ea\u8fdb\u5316\u667a\u80fd\u4f53\uff0c\u652f\u6301\u4efb\u52a1\u590d\u76d8\u3001\u80fd\u529b\u8bc4\u5206\u3001\u7248\u672c\u5feb\u7167\u3001\u5931\u8d25\u4fee\u590d\u3001\u6210\u957f\u65e5\u5fd7\u3001\u81ea\u5b9a\u4e49\u8fdb\u5316\u89c4\u5219\uff0c\u8054\u52a8\u5168\u5e73\u53f0\u5de5\u5177\u6280\u80fd\",\n  \"trigger\": &#91;\"\u542f\u52a8\u81ea\u8fdb\u5316\", \"\u667a\u80fd\u4f53\u590d\u76d8\", \"\u67e5\u770b\u6210\u957f\u65e5\u5fd7\", \"\u4fdd\u5b58\u7248\u672c\u5feb\u7167\", \"\u56de\u6eda\u7248\u672c\", \"\u91cd\u7f6e\u8fdb\u5316\u89c4\u5219\", \"\u67e5\u770b\u80fd\u529b\u8bc4\u5206\"],\n  \"permissions\": &#91;\n    \"file:read\",\n    \"file:write\",\n    \"config:read\",\n    \"config:write\",\n    \"system:log\",\n    \"model:call\"\n  ],\n  \"entry\": \"index.js\",\n  \"disabled\": false\n}\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u7f16\u5199\u6838\u5fc3\u903b\u8f91 index.js<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b8c\u6574\u539f\u521b\u6e90\u7801\uff0c\u96c6\u6210\u65e5\u5fd7\u3001\u5feb\u7167\u3001\u8bc4\u5206\u3001\u590d\u76d8\u3001\u7248\u672c\u56de\u6eda\u5168\u5957\u529f\u80fd\uff0c\u6ce8\u91ca\u6e05\u6670\uff0c\u53ef\u76f4\u63a5\u4f7f\u7528\u4e0e\u4e8c\u6b21\u4fee\u6539\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">javascript<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>const fs = require('fs').promises;\nconst path = require('path');\nconst os = require('os');\n\n\/\/ ==================== \u81ea\u5b9a\u4e49\u5168\u5c40\u914d\u7f6e\uff08\u6309\u9700\u4fee\u6539\uff09====================\nconst EVOLVE_INTENSITY = 2;        \/\/ \u8fdb\u5316\u5f3a\u5ea6\uff1a1\u8f7b\u5ea6 \/ 2\u4e2d\u5ea6 \/ 3\u6df1\u5ea6\nconst AUTO_SNAPSHOT = true;        \/\/ \u662f\u5426\u5f00\u542f\u81ea\u52a8\u7248\u672c\u5feb\u7167\nconst SNAPSHOT_INTERVAL = 10;      \/\/ \u6bcf\u6267\u884c10\u6b21\u4efb\u52a1\u81ea\u52a8\u5feb\u7167\nconst MAX_LOG_COUNT = 500;         \/\/ \u5355\u65e5\u5fd7\u6587\u4ef6\u6700\u5927\u8bb0\u5f55\u6761\u6570\nconst SILENT_MODE = false;         \/\/ true=\u9759\u9ed8\u8fdb\u5316 false=\u5b9e\u65f6\u64ad\u62a5\nconst ABILITY_LIST = &#91;             \/\/ \u667a\u80fd\u4f53\u80fd\u529b\u8bc4\u5206\u9879\n  \"\u6307\u4ee4\u7406\u89e3\", \"\u6587\u672c\u603b\u7ed3\", \"\u5168\u7f51\u641c\u7d22\", \"\u4ee3\u7801\u7f16\u5199\", \"\u6587\u4ef6\u5904\u7406\", \"\u95ee\u9898\u7ea0\u9519\"\n];\n\/\/ =================================================================\n\n\/\/ \u8def\u5f84\u5b9a\u4e49\uff08\u6570\u636e\u9694\u79bb\uff0c\u5347\u7ea7\u4e0d\u4e22\u5931\uff09\nconst BASE_DIR = path.join(os.homedir(), '.openclaw', 'agent-data');\nconst LOG_PATH = path.join(BASE_DIR, 'evolve-log.json');\nconst SCORE_PATH = path.join(BASE_DIR, 'ability-score.json');\nconst RULE_PATH = path.join(BASE_DIR, 'evolve-rule.json');\nconst SNAPSHOT_DIR = path.join(BASE_DIR, 'snapshot');\n\n\/\/ \u521d\u59cb\u5316\u6240\u6709\u6570\u636e\u76ee\u5f55\u4e0e\u6587\u4ef6\nasync function initData() {\n  await fs.mkdir(BASE_DIR, { recursive: true });\n  await fs.mkdir(SNAPSHOT_DIR, { recursive: true });\n\n  \/\/ \u521d\u59cb\u5316\u65e5\u5fd7\u6587\u4ef6\n  try { await fs.access(LOG_PATH); } \n  catch { await fs.writeFile(LOG_PATH, JSON.stringify(&#91;], null, 2)); }\n\n  \/\/ \u521d\u59cb\u5316\u80fd\u529b\u8bc4\u5206\uff08\u521d\u59cb\u6ee1\u520610\u5206\uff09\n  try { await fs.access(SCORE_PATH); }\n  catch {\n    const initScore = {};\n    ABILITY_LIST.forEach(item =&gt; initScore&#91;item] = 10);\n    await fs.writeFile(SCORE_PATH, JSON.stringify(initScore, null, 2));\n  }\n\n  \/\/ \u521d\u59cb\u5316\u8fdb\u5316\u89c4\u5219\n  try { await fs.access(RULE_PATH); }\n  catch {\n    const initRule = {\n      intensity: EVOLVE_INTENSITY,\n      retryFailed: true,\n      autoFix: true,\n      linkSkill: true\n    };\n    await fs.writeFile(RULE_PATH, JSON.stringify(initRule, null, 2));\n  }\n}\n\n\/\/ \u8bfb\u53d6\u6587\u4ef6\u901a\u7528\u65b9\u6cd5\nasync function readFileData(filePath) {\n  const content = await fs.readFile(filePath, 'utf8');\n  return JSON.parse(content);\n}\n\n\/\/ \u5199\u5165\u6587\u4ef6\u901a\u7528\u65b9\u6cd5\nasync function writeFileData(filePath, data) {\n  await fs.writeFile(filePath, JSON.stringify(data, null, 2));\n}\n\n\/\/ \u65b0\u589e\u4efb\u52a1\u65e5\u5fd7\nasync function addLog(task, status, reason, optimize) {\n  let logList = await readFileData(LOG_PATH);\n  const logItem = {\n    time: new Date().toLocaleString(),\n    task: task,\n    status: status,\n    reason: reason,\n    optimize: optimize\n  };\n  logList.push(logItem);\n  \/\/ \u9650\u5236\u65e5\u5fd7\u6761\u6570\n  if (logList.length &gt; MAX_LOG_COUNT) logList = logList.slice(-MAX_LOG_COUNT);\n  await writeFileData(LOG_PATH, logList);\n\n  \/\/ \u81ea\u52a8\u5feb\u7167\u5224\u65ad\n  if (AUTO_SNAPSHOT &amp;&amp; logList.length % SNAPSHOT_INTERVAL === 0) {\n    await createSnapshot(`auto_${Date.now()}`);\n  }\n  return logItem;\n}\n\n\/\/ \u521b\u5efa\u7248\u672c\u5feb\u7167\nasync function createSnapshot(name) {\n  const snapName = name || `snap_${Date.now()}`;\n  const snapPath = path.join(SNAPSHOT_DIR, `${snapName}.json`);\n  const snapshot = {\n    createTime: new Date().toLocaleString(),\n    rule: await readFileData(RULE_PATH),\n    score: await readFileData(SCORE_PATH),\n    latestLog: (await readFileData(LOG_PATH)).slice(-20)\n  };\n  await writeFileData(snapPath, snapshot);\n  return snapName;\n}\n\n\/\/ \u7248\u672c\u56de\u6eda\nasync function rollbackSnapshot(snapName) {\n  const snapPath = path.join(SNAPSHOT_DIR, `${snapName}.json`);\n  try {\n    const snapData = await readFileData(snapPath);\n    await writeFileData(RULE_PATH, snapData.rule);\n    await writeFileData(SCORE_PATH, snapData.score);\n    return true;\n  } catch {\n    return false;\n  }\n}\n\n\/\/ \u80fd\u529b\u8bc4\u5206\u66f4\u65b0\nasync function updateScore(weakAbility) {\n  let score = await readFileData(SCORE_PATH);\n  if (score&#91;weakAbility]) {\n    score&#91;weakAbility] = Math.max(1, score&#91;weakAbility] - 0.5);\n  }\n  await writeFileData(SCORE_PATH, score);\n  return score;\n}\n\n\/\/ \u6838\u5fc3\uff1a\u4efb\u52a1\u590d\u76d8 &amp; \u751f\u6210\u8fdb\u5316\u7b56\u7565\nasync function taskReview(task, taskResult, context) {\n  const rule = await readFileData(RULE_PATH);\n  const prompt = `\n\u8bf7\u5bf9\u672c\u6b21\u4efb\u52a1\u505a\u6df1\u5ea6\u590d\u76d8\uff0c\u8fdb\u5316\u5f3a\u5ea6\u7b49\u7ea7\uff1a${rule.intensity}\u3002\n\u4efb\u52a1\u5185\u5bb9\uff1a${task}\n\u6267\u884c\u7ed3\u679c\uff1a${taskResult}\n\n\u8981\u6c42\uff1a\n1. \u5224\u65ad\u4efb\u52a1\u72b6\u6001\uff1a\u6210\u529f \/ \u5931\u8d25 \/ \u90e8\u5206\u5f02\u5e38\n2. \u5206\u6790\u95ee\u9898\u539f\u56e0\uff0c\u5b9a\u4f4d\u8584\u5f31\u80fd\u529b\uff08\u4ece${ABILITY_LIST.join('\u3001')}\u4e2d\u9009\u62e9\uff09\n3. \u751f\u6210\u5177\u4f53\u53ef\u843d\u5730\u7684\u4f18\u5316\u89c4\u5219\uff0c\u7528\u4e8e\u4e0b\u6b21\u6267\u884c\u540c\u7c7b\u4efb\u52a1\n4. \u8f93\u51fa\u683c\u5f0f\uff1a\u72b6\u6001|\u8584\u5f31\u80fd\u529b|\u539f\u56e0|\u4f18\u5316\u65b9\u6848\n`;\n  const reviewRes = await context.llm.generate(prompt, { temperature: 0.2 });\n  const &#91;status, ability, reason, optimize] = reviewRes.split('|').map(s =&gt; s.trim());\n  \n  \/\/ \u66f4\u65b0\u80fd\u529b\u5206\u6570\n  if (ability &amp;&amp; ABILITY_LIST.includes(ability)) {\n    await updateScore(ability);\n  }\n  \/\/ \u5199\u5165\u65e5\u5fd7\n  await addLog(task, status, reason, optimize);\n  return { status, ability, reason, optimize };\n}\n\n\/\/ \u89e3\u6790\u7528\u6237\u6307\u4ee4\uff0c\u5206\u53d1\u529f\u80fd\nfunction parseCommand(input) {\n  if (input.includes(\"\u542f\u52a8\u81ea\u8fdb\u5316\")) return \"start\";\n  if (input.includes(\"\u667a\u80fd\u4f53\u590d\u76d8\")) return \"review\";\n  if (input.includes(\"\u67e5\u770b\u6210\u957f\u65e5\u5fd7\")) return \"log\";\n  if (input.includes(\"\u4fdd\u5b58\u7248\u672c\u5feb\u7167\")) return \"snapshot\";\n  if (input.includes(\"\u56de\u6eda\u7248\u672c\")) return \"rollback\";\n  if (input.includes(\"\u91cd\u7f6e\u8fdb\u5316\u89c4\u5219\")) return \"reset\";\n  if (input.includes(\"\u67e5\u770b\u80fd\u529b\u8bc4\u5206\")) return \"score\";\n  return \"unknown\";\n}\n\n\/\/ \u4e3b\u5165\u53e3\u51fd\u6570\nmodule.exports = async function (context, userInput) {\n  try {\n    await initData();\n    const cmd = parseCommand(userInput);\n    let retMsg = \"\";\n    let retData = {};\n\n    switch (cmd) {\n      \/\/ \u542f\u52a8\u6301\u7eed\u81ea\u8fdb\u5316\n      case \"start\":\n        retMsg = SILENT_MODE ? \"\u2705 \u667a\u80fd\u4f53\u5df2\u8fdb\u5165\u540e\u53f0\u9759\u9ed8\u81ea\u8fdb\u5316\u6a21\u5f0f\" : \"\u2705 \u81ea\u8fdb\u5316\u6a21\u5f0f\u542f\u52a8\uff0c\u5c06\u6301\u7eed\u5bf9\u4efb\u52a1\u8fdb\u884c\u590d\u76d8\u4f18\u5316\";\n        retData.mode = \"evolve-running\";\n        break;\n\n      \/\/ \u624b\u52a8\u4efb\u52a1\u590d\u76d8\n      case \"review\":\n        const taskContent = userInput.replace(\"\u667a\u80fd\u4f53\u590d\u76d8\", \"\").trim();\n        if (!taskContent) {\n          return { success: false, message: \"\u274c \u8bf7\u8865\u5145\u9700\u8981\u590d\u76d8\u7684\u4efb\u52a1\u5185\u5bb9\" };\n        }\n        const review = await taskReview(taskContent, \"\u624b\u52a8\u590d\u76d8\u4efb\u52a1\", context);\n        retMsg = `\u2705 \u590d\u76d8\u5b8c\u6210\\n\u72b6\u6001\uff1a${review.status}\\n\u8584\u5f31\u80fd\u529b\uff1a${review.ability || \"\u65e0\"}\\n\u539f\u56e0\uff1a${review.reason}\\n\u4f18\u5316\u65b9\u6848\uff1a${review.optimize}`;\n        retData = review;\n        break;\n\n      \/\/ \u67e5\u770b\u6210\u957f\u65e5\u5fd7\n      case \"log\":\n        const logList = await readFileData(LOG_PATH);\n        retMsg = `\u2705 \u5171\u67e5\u8be2\u5230 ${logList.length} \u6761\u6210\u957f\u8bb0\u5f55\uff0c\u5c55\u793a\u6700\u65b010\u6761\uff1a\\n`;\n        retMsg += logList.slice(-10).map((item, idx) =&gt; \n          `${idx+1}. &#91;${item.time}] \u4efb\u52a1\uff1a${item.task.slice(0,30)}... \u72b6\u6001\uff1a${item.status}`\n        ).join('\\n');\n        retData.logTotal = logList.length;\n        break;\n\n      \/\/ \u4fdd\u5b58\u7248\u672c\u5feb\u7167\n      case \"snapshot\":\n        const snapName = await createSnapshot();\n        retMsg = `\u2705 \u7248\u672c\u5feb\u7167\u4fdd\u5b58\u6210\u529f\uff0c\u5feb\u7167\u540d\u79f0\uff1a${snapName}`;\n        retData.snapName = snapName;\n        break;\n\n      \/\/ \u7248\u672c\u56de\u6eda\n      case \"rollback\":\n        const snapNameInput = userInput.replace(\"\u56de\u6eda\u7248\u672c\", \"\").trim();\n        if (!snapNameInput) {\n          return { success: false, message: \"\u274c \u8bf7\u8f93\u5165\u9700\u8981\u56de\u6eda\u7684\u5feb\u7167\u540d\u79f0\" };\n        }\n        const rollRes = await rollbackSnapshot(snapNameInput);\n        retMsg = rollRes ? `\u2705 \u5df2\u56de\u6eda\u81f3\u5feb\u7167\uff1a${snapNameInput}` : \"\u274c \u5feb\u7167\u6587\u4ef6\u4e0d\u5b58\u5728\uff0c\u56de\u6eda\u5931\u8d25\";\n        break;\n\n      \/\/ \u91cd\u7f6e\u8fdb\u5316\u89c4\u5219\n      case \"reset\":\n        const defaultRule = {\n          intensity: EVOLVE_INTENSITY,\n          retryFailed: true,\n          autoFix: true,\n          linkSkill: true\n        };\n        await writeFileData(RULE_PATH, defaultRule);\n        retMsg = \"\u2705 \u8fdb\u5316\u89c4\u5219\u5df2\u6062\u590d\u4e3a\u9ed8\u8ba4\u914d\u7f6e\";\n        break;\n\n      \/\/ \u67e5\u770b\u80fd\u529b\u8bc4\u5206\n      case \"score\":\n        const scoreData = await readFileData(SCORE_PATH);\n        retMsg = \"\u2705 \u5f53\u524d\u667a\u80fd\u4f53\u80fd\u529b\u8bc4\u5206\uff08\u6ee1\u520610\u5206\uff09\uff1a\\n\";\n        for (const &#91;name, score] of Object.entries(scoreData)) {\n          retMsg += `${name}\uff1a${score} \u5206\\n`;\n        }\n        retData.score = scoreData;\n        break;\n\n      default:\n        return { success: false, message: \"\u274c \u65e0\u6cd5\u8bc6\u522b\u6307\u4ee4\uff0c\u8bf7\u4f7f\u7528\u6807\u51c6\u89e6\u53d1\u8bcd\" };\n    }\n\n    return {\n      success: true,\n      message: retMsg,\n      data: retData\n    };\n\n  } catch (error) {\n    return {\n      success: false,\n      message: `\u274c \u81ea\u8fdb\u5316\u667a\u80fd\u4f53\u8fd0\u884c\u5f02\u5e38\uff1a${error.message}`\n    };\n  }\n};\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001\u914d\u7f6e\u4e0e\u6280\u80fd\u6fc0\u6d3b<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8865\u5145\u5168\u5c40\u914d\u7f6e\uff08\u53ef\u9009\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u9700\u8054\u52a8\u524d\u6587\u641c\u7d22\u3001\u603b\u7ed3\u7b49\u6280\u80fd\uff0c\u7f16\u8f91 <code>~\/.openclaw\/openclaw.json<\/code>\uff0c\u786e\u4fdd\u81ea\u5b9a\u4e49\u6280\u80fd\u76ee\u5f55\u6b63\u5e38\u52a0\u8f7d\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">json<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"skills\": {\n    \"localPaths\": &#91;\"~\/.openclaw\/skills\"]\n  }\n}\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u91cd\u8f7d\u6280\u80fd\u751f\u6548<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ec8\u7aef\u6267\u884c\u547d\u4ee4\uff0c\u52a0\u8f7d\u65b0\u589e\u7684\u81ea\u8fdb\u5316\u667a\u80fd\u4f53\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">bash<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openclaw reload\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u9a8c\u8bc1\u52a0\u8f7d\u72b6\u6001<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6267\u884c\u4f53\u68c0\u547d\u4ee4\uff0c\u5217\u8868\u4e2d\u51fa\u73b0 <code>self-evolve-agent 3.0.0-evolve<\/code> \u5373\u4e3a\u90e8\u7f72\u6210\u529f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">bash<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openclaw doctor\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e94\u3001\u5168\u529f\u80fd\u5b9e\u6d4b\u6559\u7a0b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fdb\u5165\u4ea4\u4e92\u6a21\u5f0f <code>openclaw<\/code>\uff0c\u4f9d\u6b21\u6d4b\u8bd5\u6240\u6709\u6838\u5fc3\u529f\u80fd\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u542f\u52a8\u81ea\u8fdb\u5316\u6a21\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f93\u5165\uff1a<code>\u542f\u52a8\u81ea\u8fdb\u5316<\/code><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6548\u679c\uff1a\u667a\u80fd\u4f53\u5f00\u542f\u6301\u7eed\u590d\u76d8\u673a\u5236\uff0c\u540e\u7eed\u6bcf\u5b8c\u6210\u4efb\u52a1\u90fd\u4f1a\u81ea\u52a8\u5206\u6790\u3001\u4f18\u5316\u3001\u8bb0\u5f55\u65e5\u5fd7\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u624b\u52a8\u4efb\u52a1\u590d\u76d8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f93\u5165\uff1a<code>\u667a\u80fd\u4f53\u590d\u76d8 \u5e2e\u6211\u7f16\u5199\u4e00\u6bb5Python\u6587\u4ef6\u6279\u91cf\u91cd\u547d\u540d\u4ee3\u7801\uff0c\u6267\u884c\u540e\u51fa\u73b0\u8def\u5f84\u62a5\u9519<\/code><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6548\u679c\uff1a\u81ea\u52a8\u5206\u6790\u95ee\u9898\u3001\u5b9a\u4f4d\u8584\u5f31\u80fd\u529b\u3001\u751f\u6210\u4f18\u5316\u65b9\u6848\uff0c\u5e76\u5199\u5165\u6210\u957f\u65e5\u5fd7\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u67e5\u770b\u80fd\u529b\u8bc4\u5206<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f93\u5165\uff1a<code>\u67e5\u770b\u80fd\u529b\u8bc4\u5206<\/code><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6548\u679c\uff1a\u5c55\u793a\u6240\u6709\u80fd\u529b\u9879\u5206\u6570\uff0c\u591a\u6b21\u6267\u884c\u5931\u8d25\u4efb\u52a1\u540e\uff0c\u5bf9\u5e94\u80fd\u529b\u5206\u6570\u4f1a\u81ea\u52a8\u4e0b\u964d\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u67e5\u770b\u6210\u957f\u65e5\u5fd7<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f93\u5165\uff1a<code>\u67e5\u770b\u6210\u957f\u65e5\u5fd7<\/code><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6548\u679c\uff1a\u5c55\u793a\u5386\u53f2\u6240\u6709\u4efb\u52a1\u8bb0\u5f55\u3001\u6267\u884c\u72b6\u6001\uff0c\u5b8c\u6574\u8ffd\u6eaf\u667a\u80fd\u4f53\u6210\u957f\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u624b\u52a8\u4fdd\u5b58\u7248\u672c\u5feb\u7167<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f93\u5165\uff1a<code>\u4fdd\u5b58\u7248\u672c\u5feb\u7167<\/code><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6548\u679c\uff1a\u751f\u6210\u72ec\u7acb\u5feb\u7167\u6587\u4ef6\uff0c\u8bb0\u5f55\u5f53\u524d\u89c4\u5219\u3001\u5206\u6570\u3001\u8fd1\u671f\u65e5\u5fd7\uff0c\u7528\u4e8e\u540e\u7eed\u56de\u6eda\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6. \u7248\u672c\u56de\u6eda<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f93\u5165\uff1a<code>\u56de\u6eda\u7248\u672c \u4f60\u7684\u5feb\u7167\u540d\u79f0<\/code><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6548\u679c\uff1a\u4e00\u952e\u6062\u590d\u5230\u5feb\u7167\u5bf9\u5e94\u7684\u72b6\u6001\uff0c\u89e3\u51b3\u8fdb\u5316\u5f02\u5e38\u3001\u89c4\u5219\u9519\u4e71\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7. \u91cd\u7f6e\u8fdb\u5316\u89c4\u5219<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f93\u5165\uff1a<code>\u91cd\u7f6e\u8fdb\u5316\u89c4\u5219<\/code><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6548\u679c\uff1a\u5c06\u8fdb\u5316\u5f3a\u5ea6\u3001\u81ea\u52a8\u4fee\u590d\u7b49\u914d\u7f6e\u6062\u590d\u4e3a\u521d\u59cb\u9ed8\u8ba4\u503c\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u516d\u3001\u8fdb\u9636\u9b54\u6539\u62d3\u5c55\u601d\u8def\uff08\u72ec\u5bb6\u73a9\u6cd5\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8e\u73b0\u6709\u67b6\u6784\uff0c\u53ef\u7ee7\u7eed\u6df1\u5ea6\u5b9a\u5236\uff0c\u5f3a\u5316\u81ea\u8fdb\u5316\u80fd\u529b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5b9a\u65f6\u81ea\u52a8\u590d\u76d8<\/strong>\uff1a\u589e\u52a0\u5b9a\u65f6\u4efb\u52a1\uff0c\u6bcf\u65e5\u56fa\u5b9a\u65f6\u95f4\u6c47\u603b\u5168\u5929\u4efb\u52a1\uff0c\u751f\u6210\u6574\u4f53\u8fdb\u5316\u62a5\u544a<\/li>\n\n\n\n<li><strong>\u8054\u52a8\u5916\u90e8 Skill<\/strong>\uff1a\u8fdb\u5316\u5206\u6790\u65f6\u81ea\u52a8\u8c03\u7528 <code>summarize-pro<\/code> \u7cbe\u7b80\u65e5\u5fd7\u3001\u8c03\u7528 <code>tavily-pro<\/code> \u68c0\u7d22\u4f18\u5316\u65b9\u6848<\/li>\n\n\n\n<li><strong>\u591a\u89d2\u8272\u5dee\u5f02\u5316\u8fdb\u5316<\/strong>\uff1a\u4e3a\u7a0b\u5e8f\u5458\u3001\u6587\u5458\u3001\u8fd0\u7ef4\u7b49\u4e0d\u540c Agent \u914d\u7f6e\u72ec\u7acb\u8bc4\u5206\u4f53\u7cfb\u4e0e\u8fdb\u5316\u89c4\u5219<\/li>\n\n\n\n<li><strong>\u8fdb\u5316\u62a5\u544a\u5bfc\u51fa<\/strong>\uff1a\u5c06\u65e5\u5fd7\u3001\u8bc4\u5206\u3001\u4f18\u5316\u65b9\u6848\u81ea\u52a8\u5bfc\u51fa\u4e3a Markdown \u6587\u6863\uff0c\u957f\u671f\u5b58\u6863<\/li>\n\n\n\n<li><strong>\u544a\u8b66\u673a\u5236<\/strong>\uff1a\u5f53\u67d0\u9879\u80fd\u529b\u5206\u6570\u8fc7\u4f4e\u65f6\uff0c\u4e3b\u52a8\u53d1\u51fa\u63d0\u9192\uff0c\u5e76\u63a8\u9001\u4e13\u9879\u8bad\u7ec3\u5efa\u8bae<\/li>\n\n\n\n<li><strong>\u89c4\u5219\u667a\u80fd\u8fed\u4ee3<\/strong>\uff1a\u8ba9\u667a\u80fd\u4f53\u81ea\u4e3b\u4fee\u6539<code>evolve-rule.json<\/code>\uff0c\u6839\u636e\u4efb\u52a1\u573a\u666f\u52a8\u6001\u8c03\u6574\u8fdb\u5316\u5f3a\u5ea6<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e03\u3001\u4e13\u5c5e\u6392\u5751\u6307\u5357<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u6587\u4ef6\u521b\u5efa\u5931\u8d25<\/strong> \u624b\u52a8\u65b0\u5efa <code>~\/.openclaw\/agent-data<\/code> \u76ee\u5f55\uff0c\u68c0\u67e5\u6587\u4ef6\u5939\u8bfb\u5199\u6743\u9650\uff0c\u6743\u9650\u4e0d\u8db3\u5219\u63d0\u5347\u76ee\u5f55\u6743\u9650\u3002<\/li>\n\n\n\n<li><strong>\u80fd\u529b\u5206\u6570\u4e0d\u53d8\u5316<\/strong> \u590d\u76d8\u4efb\u52a1\u9700\u660e\u786e\u6307\u51fa\u95ee\u9898\u4e0e\u7f3a\u9677\uff0c\u6a21\u7cca\u4efb\u52a1\u63cf\u8ff0\u4f1a\u5bfc\u81f4\u65e0\u6cd5\u5b9a\u4f4d\u8584\u5f31\u9879\uff0c\u5206\u6570\u4e0d\u4f1a\u53d8\u52a8\u3002<\/li>\n\n\n\n<li><strong>\u5feb\u7167\u56de\u6eda\u65e0\u6548<\/strong> \u6838\u5bf9\u5feb\u7167\u540d\u79f0\u4e0e\u6587\u4ef6\u540d\u79f0\u5b8c\u5168\u4e00\u81f4\uff08\u533a\u5206\u5927\u5c0f\u5199\uff09\uff0c\u786e\u8ba4\u5feb\u7167\u6587\u4ef6\u5b58\u5728\u4e8e<code>snapshot<\/code>\u76ee\u5f55\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u8fdb\u5316\u65e0\u53cd\u5e94<\/strong> \u68c0\u67e5<code>model:call<\/code>\u6743\u9650\u662f\u5426\u5f00\u542f\uff0c\u667a\u80fd\u4f53\u590d\u76d8\u4f9d\u8d56\u5185\u7f6e\u5927\u6a21\u578b\uff0c\u6a21\u578b\u5f02\u5e38\u4f1a\u5bfc\u81f4\u8fdb\u5316\u6d41\u7a0b\u4e2d\u65ad\u3002<\/li>\n\n\n\n<li><strong>\u65e5\u5fd7\u5806\u79ef\u8fc7\u591a<\/strong> \u4fee\u6539\u6e90\u7801\u4e2d<code>MAX_LOG_COUNT<\/code>\u53c2\u6570\uff0c\u8c03\u6574\u5355\u6587\u4ef6\u6700\u5927\u65e5\u5fd7\u6761\u6570\uff0c\u81ea\u52a8\u88c1\u526a\u65e7\u8bb0\u5f55\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u516b\u3001\u6559\u7a0b\u603b\u7ed3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6559\u7a0b\u5f7b\u5e95\u7a81\u7834\u5b98\u65b9<code>self-improving-agent<\/code>\u7684\u7b80\u6613\u8fed\u4ee3\u903b\u8f91\uff0c\u6253\u9020\u51fa<strong>\u53ef\u89c2\u6d4b\u3001\u53ef\u8ffd\u6eaf\u3001\u53ef\u56de\u6eda\u3001\u53ef\u91cf\u5316<\/strong>\u7684\u4e13\u4e1a\u7ea7\u81ea\u8fdb\u5316\u667a\u80fd\u4f53\u3002\u4ece\u5355\u4e00\u4efb\u52a1\u5fae\u8c03\uff0c\u5347\u7ea7\u4e3a\u300c\u65e5\u5fd7\u8bb0\u5f55 &#8211; \u80fd\u529b\u8bc4\u5206 &#8211; \u5b9a\u5411\u4f18\u5316 &#8211; \u7248\u672c\u7ba1\u7406\u300d\u7684\u5b8c\u6574\u6210\u957f\u4f53\u7cfb\uff0c\u771f\u6b63\u5b9e\u73b0\u667a\u80fd\u4f53\u81ea\u4e3b\u8fed\u4ee3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u5957\u4ee3\u7801\u3001\u67b6\u6784\u8bbe\u8ba1\u3001\u529f\u80fd\u903b\u8f91\u5747\u4e3a\u539f\u521b\u5185\u5bb9\uff0c\u5168\u7f51\u65e0\u516c\u5f00\u540c\u6b3e\uff0c\u53ef\u76f4\u63a5\u843d\u5730\u4f7f\u7528\uff0c\u4e5f\u53ef\u7ed3\u5408\u81ea\u8eab\u4e1a\u52a1\u573a\u666f\u6301\u7eed\u4e8c\u6b21\u5f00\u53d1\uff0c\u6784\u5efa\u5c5e\u4e8e\u81ea\u5df1\u7684\u5168\u94fe\u8def\u81ea\u4e3b\u8fdb\u5316\u667a\u80fd\u96c6\u7fa4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5168\u7f51\u73b0\u6709\u8d44\u6599\u4ec5\u505c\u7559\u5728\u542f\u7528\u5b98\u65b9\u57fa\u7840\u81ea\u8fed\u4ee3 Agent\u3001\u7b80\u5355\u4efb\u52a1\u590d\u76d8\u5c42\u9762\uff0c\u539f\u751fself-improving-age [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-81","post","type-post","status-publish","format-standard","hentry","category-mianfeiercikaifalongxiaskill"],"_links":{"self":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts\/81","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/comments?post=81"}],"version-history":[{"count":1,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts\/81\/revisions"}],"predecessor-version":[{"id":82,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts\/81\/revisions\/82"}],"wp:attachment":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/media?parent=81"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/categories?post=81"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/tags?post=81"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}