{"id":818,"date":"2026-03-11T22:50:45","date_gmt":"2026-03-11T14:50:45","guid":{"rendered":"https:\/\/vlog.xiaoyan.sbs\/?p=818"},"modified":"2026-03-11T22:50:45","modified_gmt":"2026-03-11T14:50:45","slug":"%e5%a6%82%e4%bd%95%e5%bf%ab%e9%80%9f%e4%bd%bf%e7%94%a8openclaw","status":"publish","type":"post","link":"https:\/\/vlog.xiaoyan.sbs\/?p=818","title":{"rendered":"\u5982\u4f55\u5feb\u901f\u4f7f\u7528openclaw"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p>1\u3001\u4e0b\u8f7d\u5730\u5740\uff1a<a href=\"https:\/\/www.codebuddy.cn\/work\/\">WorkBuddy &#8211; AI Agent \u529e\u516c\u65b0\u8303\u5f0f<\/a><\/p>\n\n\n\n<p>2\u3001clawhub\u5730\u5740<\/p>\n\n\n\n<p><a href=\"https:\/\/clawhub.ai\">https:\/\/clawhub.ai<\/a><\/p>\n\n\n\n<p>3\u3001\u56fd\u5185skillHub\u5730\u5740<\/p>\n\n\n\n<p><a href=\"https:\/\/skillhub.tencent.com\">https:\/\/skillhub.tencent.com<\/a><\/p>\n\n\n\n<p>\u56fd\u5916skillhub\u5730\u5740<\/p>\n\n\n\n<p><a href=\"https:\/\/skillhub.club\/skills\">https:\/\/skillhub.club\/skills<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>4\u3001\u5fc5\u5907\u7684\u51e0\u4e2aSKill\u6280\u80fd<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1\u3001Clawsec\uff1a\u5b89\u5168\u9632\u62a4\u7684\u7b2c\u4e00\u9053\u9632\u7ebf<\/h2>\n\n\n\n<p>Clawsec\u7684\u6838\u5fc3\u673a\u5236\u662f\u9759\u6001\u4ee3\u7801\u5206\u6790\u3002\u5f53\u4f60\u51c6\u5907\u5b89\u88c5\u4e00\u4e2aSkill\u65f6\uff0c\u5b83\u4f1a\u626b\u63cfSKILL.md\u548cscripts\/\u76ee\u5f55\uff0c\u68c0\u6d4b\u4ee5\u4e0b\u98ce\u9669\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 \u6743\u9650\u7533\u8bf7\uff1a\u662f\u5426\u8981\u6c42\u8fc7\u9ad8\u7684\u7cfb\u7edf\u6743\u9650<\/li>\n\n\n\n<li>\u2022 \u7f51\u7edc\u8bf7\u6c42\uff1a\u662f\u5426\u5411\u4e0d\u660e\u670d\u52a1\u5668\u53d1\u9001\u6570\u636e<\/li>\n\n\n\n<li>\u2022 \u4ee3\u7801\u6df7\u6dc6\uff1a\u662f\u5426\u4f7f\u7528\u96be\u4ee5\u5ba1\u8ba1\u7684\u7f16\u7801\u65b9\u5f0f<\/li>\n\n\n\n<li>\u2022 \u4f9d\u8d56\u6765\u6e90\uff1a\u7b2c\u4e09\u65b9\u5e93\u662f\u5426\u53ef\u4fe1<\/li>\n<\/ul>\n\n\n\n<p>\u626b\u63cf\u5b8c\u6210\u540e\uff0c\u5b83\u4f1a\u7ed9\u51fa\u4e09\u6863\u8bc4\u7ea7\uff1aSAFE\uff08\u5b89\u5168\uff09\u3001CAUTION\uff08\u8c28\u614e\uff09\u3001DANGEROUS\uff08\u5371\u9669\uff09\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u4e00\u4e0a\u6765\u5c31\u5b89\u88c5\u6267\u884c\u7c7b\u6280\u80fd\uff0c\u5374\u6ca1\u6709\u5b89\u5168\u5ba1\u8ba1\u80fd\u529b\uff0c\u98ce\u9669\u5f88\u9ad8\u3002<\/p>\n\n\n\n<p>Clawsec\u7684\u4ef7\u503c\u5728\u4e8e\uff1a<strong>\u5b83\u5e2e\u4f60\u505a\u4e86\u7b2c\u4e00\u8f6e\u5b89\u5168\u5ba1\u67e5\uff0c\u628a\u660e\u663e\u6709\u95ee\u9898\u7684\u6280\u80fd\u6321\u5728\u95e8\u5916\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b89\u88c5\u4e0e\u4f7f\u7528<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>npx clawhub@latest install clawsec<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u540e\uff0cClawsec\u4f1a\u5728\u4f60\u5b89\u88c5\u5176\u4ed6Skills\u65f6\u81ea\u52a8\u89e6\u53d1\u626b\u63cf\u3002\u4f60\u4e5f\u53ef\u4ee5\u624b\u52a8\u8fd0\u884c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>clawsec audit &lt;skill-name&gt;<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">2\u3001Tavily Search\uff1a\u8ba9AI\u62e5\u6709\u5b9e\u65f6\u4fe1\u606f\u83b7\u53d6\u80fd\u529b<\/h2>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u6709\u4e2a\u81f4\u547d\u5f31\u70b9\uff1a\u77e5\u8bc6\u622a\u6b62\u65e5\u671f\u3002\u8bad\u7ec3\u6570\u636e\u4e4b\u540e\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u5b83\u4e00\u65e0\u6240\u77e5\u3002<\/p>\n\n\n\n<p><strong>Tavily Search\u901a\u8fc7API\u8c03\u7528\u7684\u65b9\u5f0f\uff0c\u4e3aAgent\u63d0\u4f9b\u8054\u7f51\u641c\u7d22\u80fd\u529b\u3002<\/strong>\u5b83\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 \u7ed3\u6784\u5316\u8f93\u51fa\uff1a\u8fd4\u56de\u7684\u4e0d\u662f\u7f51\u9875\u94fe\u63a5\uff0c\u800c\u662f\u63d0\u53d6\u597d\u7684\u5173\u952e\u4fe1\u606f<\/li>\n\n\n\n<li>\u2022 AI\u4f18\u5316\uff1a\u4e13\u95e8\u9488\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8bbe\u8ba1\uff0c\u51cf\u5c11\u6587\u672c\u5904\u7406\u8d1f\u62c5<\/li>\n\n\n\n<li>\u2022 \u4e0a\u4e0b\u6587\u611f\u77e5\uff1a\u80fd\u6839\u636e\u5bf9\u8bdd\u5386\u53f2\u4f18\u5316\u641c\u7d22\u5173\u952e\u8bcd<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u8bd5\u8fc7\u4e00\u4e2a\u573a\u666f\uff1a\u8ba9OpenClaw\u5e2e\u6211\u67e52026\u5e74OpenClaw\u7684\u6700\u65b0\u66f4\u65b0\u3002<\/p>\n\n\n\n<p>\u6ca1\u6709Tavily\u65f6\uff0c\u5b83\u4f1a\u8bf4&#8221;\u6211\u7684\u77e5\u8bc6\u622a\u6b62\u52302025\u5e74&#8221;\u3002<\/p>\n\n\n\n<p>\u88c5\u4e0aTavily\u540e\uff0c\u5b83\u80fd\u5b9e\u65f6\u641c\u7d22\uff0c\u7136\u540e\u7ed9\u6211\u603b\u7ed3\u4e86\u4e09\u4e2a\u6838\u5fc3\u53d8\u5316\u3002\u8fd9\u4e2a\u80fd\u529b\u8ba9AI\u4ece&#8221;\u77e5\u8bc6\u5e93&#8221;\u53d8\u6210\u4e86&#8221;\u4fe1\u606f\u52a9\u624b&#8221;\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b89\u88c5\u4e0e\u914d\u7f6e<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>npx clawhub@latest install tavily-search<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u540e\u9700\u8981\u914d\u7f6eAPI Key\u3002\u8bbf\u95eetavily.com\u6ce8\u518c\uff0c\u83b7\u53d6\u514d\u8d39\u989d\u5ea6\uff08\u6bcf\u67081000\u6b21\uff09\uff0c\u7136\u540e\u5728OpenClaw\u4e2d\u914d\u7f6e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openclaw config&nbsp;set&nbsp;skills.tavily-search.apiKey&nbsp;\"\u4f60\u7684API\u5bc6\u94a5\"<\/code><\/pre>\n\n\n\n<p>Tavily\u652f\u6301\u9ad8\u7ea7\u641c\u7d22\u529f\u80fd\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 \u65f6\u95f4\u8fc7\u6ee4\uff1a&#8221;\u641c\u7d22\u6700\u8fd17\u5929\u7684AI\u65b0\u95fb&#8221;<\/li>\n\n\n\n<li>\u2022 \u6df1\u5ea6\u641c\u7d22\uff1a&#8221;\u6df1\u5ea6\u8c03\u7814\u67d0\u4e2a\u4e3b\u9898&#8221;<\/li>\n\n\n\n<li>\u2022 \u65b0\u95fb\u4e13\u9898\uff1a&#8221;\u641c\u7d22\u79d1\u6280\u7c7b\u65b0\u95fb&#8221;<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u529f\u80fd\u8ba9\u641c\u7d22\u66f4\u7cbe\u51c6\uff0c\u51cf\u5c11\u65e0\u6548\u4fe1\u606f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3\u3001Multi Search Engine\uff1a\u6253\u7834\u4fe1\u606f\u5b64\u5c9b<\/h2>\n\n\n\n<p>Tavily\u867d\u7136\u5f3a\u5927\uff0c\u4f46\u5b83\u4e3b\u8981\u9762\u5411\u82f1\u6587\u5185\u5bb9\u3002\u5bf9\u4e8e\u4e2d\u6587\u7528\u6237\uff0c\u5f88\u591a\u65f6\u5019\u9700\u8981\u8bbf\u95ee\u56fd\u5185\u641c\u7d22\u5f15\u64ce\u3002<\/p>\n\n\n\n<p><strong>Multi Search Engine\u96c6\u6210\u4e8617\u4e2a\u641c\u7d22\u5f15\u64ce\uff088\u4e2a\u56fd\u5185+9\u4e2a\u56fd\u9645\uff09\uff0c\u901a\u8fc7\u7edf\u4e00\u7684\u63a5\u53e3\u8c03\u7528\u591a\u4e2a\u641c\u7d22\u6e90\uff0c\u7136\u540e\u805a\u5408\u7ed3\u679c\u3002<\/strong><\/p>\n\n\n\n<p>\u5b83\u7684\u6838\u5fc3\u673a\u5236\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 \u65e0\u9700API Key\uff1a\u4f7f\u7528\u516c\u5f00\u641c\u7d22\u63a5\u53e3<\/li>\n\n\n\n<li>\u2022 \u667a\u80fd\u5206\u6d41\uff1a\u6839\u636e\u67e5\u8be2\u8bed\u8a00\u81ea\u52a8\u9009\u62e9\u5408\u9002\u7684\u641c\u7d22\u5f15\u64ce<\/li>\n\n\n\n<li>\u2022 \u7ed3\u679c\u53bb\u91cd\uff1a\u591a\u4e2a\u5f15\u64ce\u8fd4\u56de\u7684\u91cd\u590d\u5185\u5bb9\u4f1a\u88ab\u5408\u5e76<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u5e38\u7528\u7684\u573a\u666f\u662f\u67e5\u6280\u672f\u8d44\u6599\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u641c\u7d22&#8221;OpenClaw\u6280\u80fd\u5f00\u53d1&#8221;\uff0cMulti Search Engine\u4f1a\u540c\u65f6\u8c03\u7528\u767e\u5ea6\u3001\u8c37\u6b4c\u3001\u5fc5\u5e94\u7b49\u5f15\u64ce\uff0c\u7136\u540e\u7ed9\u6211\u4e00\u4e2a\u7efc\u5408\u7ed3\u679c\u3002\u6709\u65f6\u5019\u82f1\u6587\u8d44\u6599\u66f4\u8be6\u7ec6\uff0c\u6709\u65f6\u5019\u4e2d\u6587\u535a\u5ba2\u66f4\u63a5\u5730\u6c14\uff0c\u5b83\u80fd\u517c\u987e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b89\u88c5\u4e0e\u4f7f\u7528<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>npx clawhub@latest install multi-search-engine<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u540e\u76f4\u63a5\u4f7f\u7528\uff0c\u65e0\u9700\u914d\u7f6e\u3002\u652f\u6301\u4ee5\u4e0b\u9ad8\u7ea7\u8bed\u6cd5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 site: \u7ad9\u5185\u641c\u7d22<\/li>\n\n\n\n<li>\u2022 filetype: \u6587\u4ef6\u7c7b\u578b\u641c\u7d22\uff08pdf\u3001doc\u7b49\uff09<\/li>\n\n\n\n<li>\u2022 \u65f6\u95f4\u8fc7\u6ee4\uff1a\u6700\u8fd11\u5c0f\u65f6\u30011\u5929\u30011\u5468\u30011\u6708<\/li>\n<\/ul>\n\n\n\n<p>Multi Search Engine\u548cTavily\u53ef\u4ee5\u914d\u5408\u4f7f\u7528\u3002\u5bf9\u4e8e\u5b9e\u65f6\u6027\u8981\u6c42\u9ad8\u7684\u5185\u5bb9\uff08\u5982\u65b0\u95fb\uff09\uff0c\u7528Tavily\uff1b\u5bf9\u4e8e\u7efc\u5408\u6027\u7814\u7a76\uff0c\u7528Multi Search Engine\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4\u3001Self-Improving Agent\uff1a\u8ba9AI\u6301\u7eed\u8fdb\u5316<\/h2>\n\n\n\n<p>\u8fd9\u662f\u6211\u7528\u8fc7\u6700\u795e\u5947\u7684Skill\u3002<\/p>\n\n\n\n<p>\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a<strong>\u8ba9Agent\u8bb0\u4f4f\u81ea\u5df1\u7684\u9519\u8bef\u3001\u5b66\u5230\u7684\u4e1c\u897f\u3001\u7528\u6237\u7684\u7ea0\u6b63\uff0c\u5e76\u5728\u540e\u7eed\u4f1a\u8bdd\u4e2d\u81ea\u52a8\u53c2\u8003\u3002<\/strong><\/p>\n\n\n\n<p>\u5177\u4f53\u5b9e\u73b0\u65b9\u5f0f\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 \u81ea\u52a8\u76d1\u63a7\uff1a\u76d1\u542c\u547d\u4ee4\u6267\u884c\u7ed3\u679c\u3001\u7528\u6237\u53cd\u9988<\/li>\n\n\n\n<li>\u2022 \u7ed3\u6784\u5316\u8bb0\u5f55\uff1a\u5c06\u5b66\u4e60\u5185\u5bb9\u5199\u5165<code>.learnings\/<\/code>\u76ee\u5f55\u7684\u65e5\u5fd7\u6587\u4ef6<\/li>\n\n\n\n<li>\u2022 \u667a\u80fd\u68c0\u7d22\uff1a\u9047\u5230\u7c7b\u4f3c\u95ee\u9898\u65f6\uff0c\u81ea\u52a8\u67e5\u8be2\u5386\u53f2\u8bb0\u5f55<\/li>\n<\/ul>\n\n\n\n<p>\u6bcf\u6761\u5b66\u4e60\u8bb0\u5f55\u5305\u542b\uff1aID\u3001\u65f6\u95f4\u6233\u3001\u4f18\u5148\u7ea7\u3001\u6458\u8981\u3001\u590d\u73b0\u6b65\u9aa4\u3001\u5efa\u8bae\u4fee\u590d\u3002<\/p>\n\n\n\n<p>\u6211\u4e3e\u4e00\u4e2a\u771f\u5b9e\u4f8b\u5b50\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e00\u6b21\u8ba9OpenClaw\u5e2e\u6211\u5199Python\u4ee3\u7801\u5904\u7406Excel\uff0c\u5b83\u7528\u7684\u4e00\u4e2a\u5e93\u5df2\u7ecf\u8fc7\u65f6\u4e86\uff0c\u62a5\u9519\u4e86\u3002\u6211\u7ea0\u6b63\u540e\uff0c\u5b83\u8bb0\u5f55\u4e86\u4e0b\u6765\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u6b21\u9047\u5230\u7c7b\u4f3c\u9700\u6c42\uff0c\u5b83\u76f4\u63a5\u7528\u4e86\u6b63\u786e\u7684\u5e93\uff0c\u5e76\u4e14\u5907\u6ce8\u8bf4\uff1a&#8221;\u4e0a\u6b21\u7528\u8fc7\u65f6\u7684\u5e93\u62a5\u9519\u4e86\uff0c\u8fd9\u6b21\u6362\u4e86\u65b0\u7684&#8221;\u3002<\/p>\n\n\n\n<p>\u90a3\u4e00\u523b\u6211\u610f\u8bc6\u5230\uff1a\u8fd9\u4e0d\u662f\u7b80\u5355\u7684\u6307\u4ee4\u8ddf\u968f\uff0c\u5b83\u771f\u7684\u5728&#8221;\u5b66\u4e60&#8221;\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b89\u88c5\u4e0e\u914d\u7f6e<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>npx clawhub@latest install self-improving-agent<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u540e\u9700\u8981\u521b\u5efa\u5b66\u4e60\u76ee\u5f55\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>mkdir&nbsp;-p ~\/.openclaw\/workspace\/.learnings<\/code><\/pre>\n\n\n\n<p>\u7136\u540e\u521b\u5efa\u4e09\u4e2a\u65e5\u5fd7\u6587\u4ef6\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cat&nbsp;&gt; ~\/.openclaw\/workspace\/.learnings\/LEARNINGS.md &lt;&lt;&nbsp;'EOF'<br># \u5b66\u4e60\u8bb0\u5f55<br>EOF<br><br>cat&nbsp;&gt; ~\/.openclaw\/workspace\/.learnings\/ERRORS.md &lt;&lt;&nbsp;'EOF'<br># \u9519\u8bef\u8bb0\u5f55<br>EOF<br><br>cat&nbsp;&gt; ~\/.openclaw\/workspace\/.learnings\/FEATURE_REQUESTS.md &lt;&lt;&nbsp;'EOF'<br># \u529f\u80fd\u8bf7\u6c42<br>EOF<\/code><\/pre>\n\n\n\n<p>\u66f4\u9ad8\u7ea7\u7684\u73a9\u6cd5\u662f\u53ef\u4ee5\u914d\u7f6eHook\uff0c\u8ba9Self-Improving Agent\u5728\u7279\u5b9a\u4e8b\u4ef6\u53d1\u751f\u65f6\u81ea\u52a8\u6fc0\u6d3b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cp&nbsp;-r ~\/.openclaw\/skills\/self-improving-agent\/hooks\/openclaw ~\/.openclaw\/hooks\/self-improvement<br>openclaw hooks&nbsp;enable&nbsp;self-improvement<\/code><\/pre>\n\n\n\n<p>\u8fd9\u6837\u6bcf\u6b21Agent\u6267\u884c\u547d\u4ee4\u540e\uff0c\u90fd\u4f1a\u81ea\u52a8\u68c0\u67e5\u662f\u5426\u6709\u9519\u8bef\u9700\u8981\u8bb0\u5f55\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5\u3001Proactive Agent\uff1a\u4ece\u88ab\u52a8\u54cd\u5e94\u5230\u4e3b\u52a8\u670d\u52a1<\/h2>\n\n\n\n<p>\u4f20\u7edfAI\u662f&#8221;\u4f60\u95ee\u6211\u7b54&#8221;\u7684\u88ab\u52a8\u6a21\u5f0f\u3002Proactive Agent\u8d4b\u4e88Agent\u4e3b\u52a8\u6027\u3002<\/p>\n\n\n\n<p>\u5b83\u7684\u6838\u5fc3\u673a\u5236\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 \u5fc3\u8df3\u673a\u5236\uff1a\u6bcf15\u5206\u949f\u81ea\u52a8\u5524\u9192<\/li>\n\n\n\n<li>\u2022 \u4efb\u52a1\u76d1\u63a7\uff1a\u6301\u7eed\u8ddf\u8e2a\u8fdb\u884c\u4e2d\u7684\u4efb\u52a1<\/li>\n\n\n\n<li>\u2022 \u81ea\u6211\u8fed\u4ee3\uff1a\u4f18\u5316\u5de5\u4f5c\u6d41\u7a0b<\/li>\n<\/ul>\n\n\n\n<p>\u5b89\u88c5\u540e\u4f1a\u751f\u62107\u4e2a\u914d\u7f6e\u6587\u4ef6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 ONBOARDING.md\uff1a\u9996\u6b21\u8bbe\u7f6e\u5f15\u5bfc<\/li>\n\n\n\n<li>\u2022 AGENTS.md\uff1a\u64cd\u4f5c\u89c4\u5219\u548c\u7ecf\u9a8c\u6559\u8bad<\/li>\n\n\n\n<li>\u2022 SOUL.md\uff1a\u8eab\u4efd\u3001\u539f\u5219\u3001\u8fb9\u754c\u5b9a\u4e49<\/li>\n\n\n\n<li>\u2022 USER.md\uff1a\u7528\u6237\u4e0a\u4e0b\u6587\u548c\u504f\u597d<\/li>\n\n\n\n<li>\u2022 MEMORY.md\uff1a\u957f\u671f\u8bb0\u5fc6\u7ed3\u6784<\/li>\n\n\n\n<li>\u2022 HEARTBEAT.md\uff1a\u5b9a\u671f\u81ea\u67e5\u6e05\u5355<\/li>\n\n\n\n<li>\u2022 TOOLS.md\uff1a\u5de5\u5177\u914d\u7f6e\u7b14\u8bb0<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u8bd5\u8fc7\u4e00\u4e2a\u573a\u666f\uff1a\u8ba9OpenClaw\u5e2e\u6211\u8ddf\u8e2a\u4e00\u4e2a\u9879\u76ee\u7684\u5b66\u4e60\u8fdb\u5ea6\u3002<\/p>\n\n\n\n<p>\u88c5\u4e86Proactive Agent\u540e\uff0c\u5b83\u6bcf\u5468\u4e94\u4f1a\u81ea\u52a8\u6c47\u603b\u5b66\u4e60\u6210\u679c\uff0c\u5e76\u4e3b\u52a8\u63a8\u8350\u4e0b\u5468\u7684\u5b66\u4e60\u8ba1\u5212\u3002\u4e0d\u7528\u6211\u6bcf\u6b21\u90fd\u95ee\uff0c\u5b83\u4f1a\u4e3b\u52a8\u63a8\u8fdb\u3002<\/p>\n\n\n\n<p><strong>\u8fd9\u79cd\u4ece&#8221;\u88ab\u52a8\u6267\u884c&#8221;\u5230&#8221;\u4e3b\u52a8\u670d\u52a1&#8221;\u7684\u8f6c\u53d8\uff0c\u8ba9AI\u66f4\u50cf\u4e00\u4e2a\u771f\u6b63\u7684\u52a9\u7406\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b89\u88c5\u4e0e\u4f7f\u7528<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>npx clawhub@latest install proactive-agent<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u540e\uff0cOpenClaw\u4f1a\u81ea\u52a8\u751f\u6210\u914d\u7f6e\u6587\u4ef6\u3002\u4f60\u53ef\u4ee5\u624b\u52a8\u7f16\u8f91\u8fd9\u4e9b\u6587\u4ef6\uff0c\u5b9a\u4e49Agent\u7684\u884c\u4e3a\u51c6\u5219\u3002<\/p>\n\n\n\n<p>Proactive Agent\u9002\u5408\u957f\u671f\u4efb\u52a1\u3002\u5982\u679c\u4f60\u53ea\u662f\u5076\u5c14\u7528\u7528OpenClaw\uff0c\u53ef\u80fd\u4f53\u4f1a\u4e0d\u5230\u5b83\u7684\u4ef7\u503c\u3002\u4f46\u5982\u679c\u4f60\u628a\u5b83\u5f53\u6210\u65e5\u5e38\u52a9\u7406\uff0c\u8fd9\u4e2a\u6280\u80fd\u4f1a\u8d8a\u7528\u8d8a\u9999\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">6\u3001Ontology\uff1a\u6784\u5efa\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u56fe\u8c31<\/h2>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bb0\u5fc6\u662f\u5206\u6563\u7684\u3001\u975e\u7ed3\u6784\u5316\u7684\u3002<strong>Ontology\u901a\u8fc7\u7c7b\u578b\u5316\u7684\u77e5\u8bc6\u56fe\u8c31\uff0c\u4e3aAgent\u63d0\u4f9b\u7ed3\u6784\u5316\u7684\u957f\u671f\u8bb0\u5fc6\u3002<\/strong><\/p>\n\n\n\n<p>\u5b83\u7684\u6838\u5fc3\u673a\u5236\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 \u5b9e\u4f53\u62bd\u53d6\uff1a\u4ece\u5bf9\u8bdd\u4e2d\u8bc6\u522b\u5173\u952e\u5b9e\u4f53\uff08\u4eba\u3001\u4e8b\u3001\u7269\uff09<\/li>\n\n\n\n<li>\u2022 \u5173\u7cfb\u6784\u5efa\uff1a\u5efa\u7acb\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u8054<\/li>\n\n\n\n<li>\u2022 \u7c7b\u578b\u6807\u6ce8\uff1a\u4e3a\u5b9e\u4f53\u6253\u4e0a\u7c7b\u578b\u6807\u7b7e<\/li>\n<\/ul>\n\n\n\n<p>\u6bd4\u5982\u4f60\u8bf4&#8221;\u6211\u559c\u6b22\u7b80\u6d01\u98ce\u683c&#8221;\uff0cOntology\u4f1a\u8bb0\u5f55\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 \u5b9e\u4f53\uff1a\u4f60<\/li>\n\n\n\n<li>\u2022 \u5c5e\u6027\uff1a\u504f\u597d-\u7b80\u6d01\u98ce\u683c<\/li>\n\n\n\n<li>\u2022 \u7c7b\u578b\uff1a\u7528\u6237\u504f\u597d<\/li>\n<\/ul>\n\n\n\n<p>\u6709\u4e86Ontology\uff0cAI\u80fd\u8de8\u5bf9\u8bdd\u8bb0\u4f4f\u4f60\u7684\u504f\u597d\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e00\u6b21\u4f60\u8bf4&#8221;\u751f\u6210\u4e00\u4e2a\u7b80\u6d01\u98ce\u683c\u7684\u62a5\u544a&#8221;\uff0c\u5b83\u53ef\u80fd\u8fd8\u4e0d\u7406\u89e3\u4ec0\u4e48\u662f\u7b80\u6d01\u3002\u4f46\u7ecf\u8fc7\u51e0\u6b21\u4ea4\u4e92\u540e\uff0cOntology\u4f1a\u8bb0\u5f55\u4e0b\u6765\uff0c\u4e0b\u6b21\u81ea\u52a8\u5e94\u7528\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd&#8221;\u8d8a\u7528\u8d8a\u61c2\u4f60&#8221;\u7684\u4f53\u9a8c\uff0c\u8ba9AI\u4ece\u901a\u7528\u52a9\u624b\u53d8\u6210\u4e2a\u6027\u5316\u52a9\u7406\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b89\u88c5\u4e0e\u4f7f\u7528<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>npx clawhub@latest install ontology<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u540e\uff0cOntology\u4f1a\u81ea\u52a8\u5728\u540e\u53f0\u8fd0\u884c\uff0c\u6301\u7eed\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u3002<\/p>\n\n\n\n<p>\u4f60\u53ef\u4ee5\u624b\u52a8\u67e5\u770b\u548c\u7ba1\u7406\u77e5\u8bc6\u56fe\u8c31\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openclaw ontology query<\/code><\/pre>\n\n\n\n<p>\u8fd9\u4f1a\u663e\u793a\u5f53\u524d\u6784\u5efa\u7684\u77e5\u8bc6\u7ed3\u6784\uff0c\u4f60\u53ef\u4ee5\u624b\u52a8\u8c03\u6574\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">7\u3001Find-Skills\uff1a\u53d1\u73b0\u751f\u6001\u4e2d\u7684\u5b9d\u85cf<\/h2>\n\n\n\n<p>ClawHub\u4e0a\u670911,600\u591a\u4e2aSkills\uff0c\u624b\u52a8\u627e\u592a\u6162\u4e86\u3002<strong>Find-Skills\u662f\u4e00\u4e2a&#8221;\u5143Skill&#8221;\u2014\u2014\u5b83\u7684\u4f5c\u7528\u662f\u5e2e\u4f60\u627e\u5176\u4ed6Skills\u3002<\/strong><\/p>\n\n\n\n<p>\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>1. \u63a5\u6536\u4f60\u7684\u9700\u6c42\u63cf\u8ff0<\/li>\n\n\n\n<li>2. \u5411ClawHub\u53d1\u8d77\u641c\u7d22\u8bf7\u6c42<\/li>\n\n\n\n<li>3. \u5bf9\u6bd4\u4e0d\u540cSkills\u7684\u5339\u914d\u5ea6<\/li>\n\n\n\n<li>4. \u63a8\u8350\u6700\u5408\u9002\u7684\u9009\u62e9<\/li>\n<\/ol>\n\n\n\n<p>\u6700\u5178\u578b\u7684\u573a\u666f\u662f\uff1a\u4f60\u60f3\u505a\u67d0\u4e2a\u4e8b\uff0c\u4f46\u4e0d\u77e5\u9053\u6709\u6ca1\u6709\u5bf9\u5e94\u7684Skill\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u4f60\u60f3\u505a\u5c0f\u7ea2\u4e66\u56fe\u7247\uff0c\u76f4\u63a5\u95ee\uff1a&#8221;\u5e2e\u6211\u627e\u4e2a\u9002\u5408\u505a\u5c0f\u7ea2\u4e66\u56fe\u7247\u7684\u6280\u80fd\u3002&#8221;<\/p>\n\n\n\n<p>Find-Skills\u4f1a\u641c\u7d22ClawHub\uff0c\u7136\u540e\u544a\u8bc9\u4f60\uff1a<\/p>\n\n\n\n<p>&#8220;\u627e\u5230\u4e86\u51e0\u4e2a\u76f8\u5173\u6280\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 xiaohongshu-tools\uff08\u76f8\u4f3c\u5ea60.385\uff09\uff1a\u5c0f\u7ea2\u4e66\u5de5\u5177<\/li>\n\n\n\n<li>\u2022 xiaohongshu-title\uff08\u76f8\u4f3c\u5ea60.366\uff09\uff1a\u6807\u9898\u751f\u6210<\/li>\n\n\n\n<li>\u2022 xiaohongshu-mcp\uff08\u76f8\u4f3c\u5ea60.359\uff09\uff1a\u81ea\u52a8\u5316\u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<p>\u6839\u636e\u4f60\u7684\u9700\u6c42\uff0c\u6211\u63a8\u8350xiaohongshu-tools\uff0c\u56e0\u4e3a\u5b83\u7684\u529f\u80fd\u6700\u5339\u914d\u3002&#8221;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b89\u88c5\u4e0e\u4f7f\u7528<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>npx clawhub@latest install find-skills<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u540e\u76f4\u63a5\u4f7f\u7528\uff0c\u63cf\u8ff0\u4f60\u7684\u9700\u6c42\u5373\u53ef\u3002<\/p>\n\n\n\n<p>\u63cf\u8ff0\u9700\u6c42\u65f6\u8d8a\u5177\u4f53\u8d8a\u597d\u3002\u6bd4\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 \u597d\uff1a&#8221;\u627e\u4e00\u4e2a\u80fd\u6279\u91cf\u91cd\u547d\u540d\u56fe\u7247\u3001\u652f\u6301\u52a0\u6c34\u5370\u7684\u6280\u80fd&#8221;<\/li>\n\n\n\n<li>\u2022 \u4e0d\u597d\uff1a&#8221;\u627e\u4e00\u4e2a\u56fe\u7247\u6280\u80fd&#8221;<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">8\u3001GitHub\uff1a\u4ee3\u7801\u4ed3\u5e93\u7684\u81ea\u7136\u8bed\u8a00\u7ba1\u7406<\/h2>\n\n\n\n<p><strong>GitHub Skill\u901a\u8fc7\u96c6\u6210GitHub CLI\uff08gh\u547d\u4ee4\u884c\u5de5\u5177\uff09\uff0c\u8ba9\u4f60\u7528\u81ea\u7136\u8bed\u8a00\u7ba1\u7406GitHub\u4ed3\u5e93\u3002<\/strong><\/p>\n\n\n\n<p>\u5b83\u7684\u5de5\u4f5c\u673a\u5236\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>1. \u7406\u89e3\u4f60\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4<\/li>\n\n\n\n<li>2. \u8f6c\u6362\u6210\u5bf9\u5e94\u7684gh\u547d\u4ee4<\/li>\n\n\n\n<li>3. \u6267\u884c\u5e76\u8fd4\u56de\u7ed3\u679c<\/li>\n<\/ol>\n\n\n\n<p>\u5bf9\u7a0b\u5e8f\u5458\u6765\u8bf4\uff0c\u8fd9\u4e2aSkill\u80fd\u7701\u4e0d\u5c11\u4e8b\u3002<\/p>\n\n\n\n<p>\u51e0\u4e2a\u5e38\u7528\u573a\u666f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 \u641c\u7d22\u5f00\u6e90\u9879\u76ee\uff1a&#8221;\u641c\u7d22Python\u722c\u866b\u76f8\u5173\u7684\u70ed\u95e8\u4ed3\u5e93&#8221;<\/li>\n\n\n\n<li>\u2022 \u7ba1\u7406Issues\uff1a&#8221;\u67e5\u770b\u6211\u4ed3\u5e93\u7684\u9ad8\u4f18\u5148\u7ea7Issues&#8221;<\/li>\n\n\n\n<li>\u2022 \u4ee3\u7801\u5ba1\u67e5\uff1a&#8221;\u5e2e\u6211\u770b\u770b\u6700\u65b0\u7684PR\u6709\u6ca1\u6709\u95ee\u9898&#8221;<\/li>\n\n\n\n<li>\u2022 \u81ea\u52a8\u5316\u62a5\u544a\uff1a&#8221;\u751f\u6210\u672c\u5468\u7684\u9879\u76ee\u8fdb\u5c55\u62a5\u544a&#8221;<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b89\u88c5\u4e0e\u914d\u7f6e<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>npx clawhub@latest install github<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u524d\u9700\u8981\u5148\u5b89\u88c5gh CLI\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># macOS<br>brew install gh<br><br># Linux<br>sudo&nbsp;apt install gh<\/code><\/pre>\n\n\n\n<p>\u7136\u540e\u914d\u7f6eGitHub\u8ba4\u8bc1\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>gh auth login<\/code><\/pre>\n\n\n\n<p>GitHub Skill\u53ef\u4ee5\u914d\u5408\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u3002\u6bd4\u5982\u6bcf\u5929\u65e9\u4e0a\u81ea\u52a8\u68c0\u67e5Issues\uff0c\u5982\u679c\u6709\u9ad8\u4f18\u5148\u7ea7\u7684\uff0c\u5c31\u63d0\u9192\u4f60\u5904\u7406\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">9\u3001Office-Automation\uff1a\u529e\u516c\u573a\u666f\u7684\u5168\u80fd\u52a9\u624b<\/h2>\n\n\n\n<p><strong>Office-Automation\u662f\u4e00\u4e2a\u7efc\u5408\u6027\u6280\u80fd\u5305\uff0c\u8986\u76d6\u65e5\u7a0b\u3001\u90ae\u4ef6\u3001\u6587\u6863\u3001\u6570\u636e\u56db\u5927\u6838\u5fc3\u529e\u516c\u573a\u666f\u3002<\/strong><\/p>\n\n\n\n<p>\u5b83\u901a\u8fc7\u96c6\u6210\u5404\u7c7b\u529e\u516cAPI\uff0c\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 \u65e5\u7a0b\u7ba1\u7406\uff1a\u521b\u5efa\u4f1a\u8bae\u3001\u8bbe\u7f6e\u63d0\u9192<\/li>\n\n\n\n<li>\u2022 \u90ae\u4ef6\u5904\u7406\uff1a\u5206\u7c7b\u6574\u7406\u3001\u81ea\u52a8\u56de\u590d<\/li>\n\n\n\n<li>\u2022 \u6587\u6863\u7f16\u8f91\uff1a\u751f\u6210\u62a5\u544a\u3001\u683c\u5f0f\u8c03\u6574<\/li>\n\n\n\n<li>\u2022 \u6570\u636e\u5904\u7406\uff1aExcel\u5206\u6790\u3001\u56fe\u8868\u751f\u6210<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4e3e\u51e0\u4e2a\u771f\u5b9e\u573a\u666f\uff1a<\/p>\n\n\n\n<p><strong>\u573a\u666f\u4e00\uff1a\u81ea\u52a8\u5468\u62a5<\/strong><br>\u6bcf\u5468\u4e94\u4e0b\u5348\uff0c\u8ba9\u5b83\u6c47\u603b\u672c\u5468\u5de5\u4f5c\uff0c\u751f\u6210\u683c\u5f0f\u5316\u7684\u5468\u62a5\u90ae\u4ef6\u3002<\/p>\n\n\n\n<p><strong>\u573a\u666f\u4e8c\uff1a\u4f1a\u8bae\u7eaa\u8981<\/strong><br>\u5f00\u4f1a\u65f6\u8bb0\u5f55\u8981\u70b9\uff0c\u4f1a\u540e\u8ba9\u5b83\u6574\u7406\u6210\u7ed3\u6784\u5316\u7684\u4f1a\u8bae\u7eaa\u8981\u3002<\/p>\n\n\n\n<p><strong>\u573a\u666f\u4e09\uff1a\u6570\u636e\u5206\u6790<\/strong><br>\u7ed9\u5b83\u4e00\u4e2aExcel\u8868\u683c\uff0c\u8ba9\u5b83\u5206\u6790\u8d8b\u52bf\u3001\u751f\u6210\u56fe\u8868\u3001\u63d0\u70bc\u7ed3\u8bba\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b89\u88c5\u4e0e\u4f7f\u7528<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>npx clawhub@latest install office-automation<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u540e\u9700\u8981\u914d\u7f6e\u76f8\u5173\u670d\u52a1\u7684API Key\uff08\u5982Gmail\u3001Google Calendar\u7b49\uff09\u3002<\/p>\n\n\n\n<p>Office-Automation\u53ef\u4ee5\u914d\u5408Proactive Agent\u4f7f\u7528\u3002\u6bd4\u5982\u8bbe\u7f6e\u6bcf\u5929\u65e9\u4e0a8\u70b9\u81ea\u52a8\u751f\u6210\u65e5\u7a0b\u6458\u8981\uff0c\u63d0\u9192\u4f60\u5f53\u5929\u7684\u91cd\u8981\u4e8b\u9879\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">10\u3001Systematic-Debugging\uff1a\u7ed3\u6784\u5316\u8c03\u8bd5\uff0c\u544a\u522b\u76f2\u76ee\u8bd5\u9519<\/h2>\n\n\n\n<p>Systematic-Debugging\u7684\u6838\u5fc3\u673a\u5236\u662f<strong>\u5f3a\u5236\u6267\u884c\u7ed3\u6784\u5316\u8c03\u8bd5\u6d41\u7a0b<\/strong>\u3002\u5b83\u628a\u8c03\u8bd5\u62c6\u89e3\u4e3a5\u4e2a\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022 \u95ee\u9898\u5b9a\u4e49\uff1a\u7cbe\u786e\u63cf\u8ff0\u9519\u8bef\u73b0\u8c61<\/li>\n\n\n\n<li>\u2022 \u4fe1\u606f\u6536\u96c6\uff1a\u7cfb\u7edf\u6536\u96c6\u65e5\u5fd7\u3001\u5806\u6808\u3001\u73af\u5883\u4fe1\u606f<\/li>\n\n\n\n<li>\u2022 \u5047\u8bbe\u751f\u6210\uff1a\u5217\u51fa\u53ef\u80fd\u6839\u56e0\uff0c\u6309\u6982\u7387\u6392\u5e8f<\/li>\n\n\n\n<li>\u2022 \u6d4b\u8bd5\u9a8c\u8bc1\uff1a\u8bbe\u8ba1\u5b9e\u9a8c\u9010\u4e2a\u9a8c\u8bc1\u5047\u8bbe<\/li>\n\n\n\n<li>\u2022 \u4fee\u590d\u5b9e\u65bd\uff1a\u786e\u8ba4\u6839\u56e0\u540e\u4fee\u590d\uff0c\u5e76\u9a8c\u8bc1\u6709\u6548\u6027<\/li>\n<\/ul>\n\n\n\n<p>\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u6709\u68c0\u67e5\u6e05\u5355\u3002\u5982\u679cAgent\u60f3\u8df3\u8fc7\uff0cSkill\u4f1a\u5f3a\u5236\u62e6\u622a\u3002<\/p>\n\n\n\n<p>\u6211\u8bd5\u8fc7\u4e00\u4e2a\u573a\u666f\uff1aPython\u811a\u672c\u62a5<code>HTTP 403<\/code>\u9519\u8bef\u3002<\/p>\n\n\n\n<p>\u6ca1\u6709\u8fd9\u4e2aSkill\u65f6\uff0cAgent\u778e\u731c\uff1a&#8221;\u52a0User-Agent&#8221;\u3001&#8221;\u6362\u4ee3\u7406&#8221;\u2026\u2026\u6298\u817e\u534a\u5c0f\u65f6\u4e5f\u6ca1\u89e3\u51b3\u3002<\/p>\n\n\n\n<p>\u88c5\u4e0a\u540e\uff0c\u5b83\u6309\u6d41\u7a0b\u8d70\uff1a\u6536\u96c6\u4fe1\u606f\u2192\u53d1\u73b0\u54cd\u5e94\u5934\u6709<code>cf-challenge<\/code>\u2192\u5047\u8bbe\u662fCloudflare\u53cd\u722c\u2192\u7528\u65e0\u5934\u6d4f\u89c8\u5668\u7ed5\u8fc7\u2192\u4e00\u6b21\u641e\u5b9a\u3002<\/p>\n\n\n\n<p>\u5bf9\u6bd4\u5f88\u660e\u663e\uff1a\u6ca1\u6709\u6d41\u7a0b\u662f\u5728&#8221;\u778e\u731c&#8221;\uff0c\u6709\u4e86\u6d41\u7a0b\u662f\u5728&#8221;\u7834\u6848&#8221;\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b89\u88c5\u4e0e\u4f7f\u7528<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>npx clawhub@latest install systematic-debugging<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u540e\u76f4\u63a5\u4f7f\u7528\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\"\u6211\u7684\u4ee3\u7801\u62a5\u9519\u4e86\uff0c\u7528systematic-debugging\u5e2e\u6211\u6392\u67e5\"<\/code><\/pre>\n\n\n\n<p>\u5b8c\u6210\u540e\u4f1a\u751f\u6210\u8c03\u8bd5\u62a5\u544a\uff0c\u5305\u542b\u6839\u56e0\u3001\u4fee\u590d\u65b9\u6848\u3001\u9884\u9632\u63aa\u65bd\u3002<\/p>\n\n\n\n<p><strong>\u4e0d\u8981\u9884\u8bbe\u7b54\u6848<\/strong>\uff1a\u63cf\u8ff0\u73b0\u8c61\u5373\u53ef\uff0c\u8ba9\u5b83\u81ea\u5df1\u6536\u96c6\u548c\u63a8\u65ad\uff0c\u5426\u5219\u4f1a\u5e72\u6270\u5224\u65ad\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p><strong>\u914d\u5408Self-Improving Agent<\/strong>\uff1a\u8c03\u8bd5\u5b8c\u6210\u540e\u8bb0\u5f55\u7ecf\u9a8c\uff0c\u4e0b\u6b21\u9047\u5230\u7c7b\u4f3c\u95ee\u9898\u76f4\u63a5\u590d\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>1\u3001\u4e0b\u8f7d\u5730\u5740\uff1aWorkBuddy &#8211; AI Agent \u529e\u516c\u65b0\u8303\u5f0f 2\u3001clawhub\u5730\u5740 htt [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-818","post","type-post","status-publish","format-standard","hentry","category-tech"],"_links":{"self":[{"href":"https:\/\/vlog.xiaoyan.sbs\/index.php?rest_route=\/wp\/v2\/posts\/818","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vlog.xiaoyan.sbs\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vlog.xiaoyan.sbs\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vlog.xiaoyan.sbs\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/vlog.xiaoyan.sbs\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=818"}],"version-history":[{"count":2,"href":"https:\/\/vlog.xiaoyan.sbs\/index.php?rest_route=\/wp\/v2\/posts\/818\/revisions"}],"predecessor-version":[{"id":820,"href":"https:\/\/vlog.xiaoyan.sbs\/index.php?rest_route=\/wp\/v2\/posts\/818\/revisions\/820"}],"wp:attachment":[{"href":"https:\/\/vlog.xiaoyan.sbs\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=818"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vlog.xiaoyan.sbs\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=818"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vlog.xiaoyan.sbs\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=818"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}