{"id":215,"date":"2026-03-09T12:54:23","date_gmt":"2026-03-09T04:54:23","guid":{"rendered":"http:\/\/23.95.50.216:8080\/?p=215"},"modified":"2026-03-09T12:54:23","modified_gmt":"2026-03-09T04:54:23","slug":"%e8%ae%a9openclaw%e7%9c%9f%e6%ad%a3%e6%88%90%e9%95%bf%ef%bc%9acapability-evolver","status":"publish","type":"post","link":"https:\/\/deepbule.store\/?p=215","title":{"rendered":"\u8ba9OpenClaw\u771f\u6b63\u6210\u957f\uff1acapability-evolver"},"content":{"rendered":"
\n

\u4f60\u6709\u6ca1\u6709\u8fd9\u79cd\u611f\u89c9\uff1a\u8ddfOpenClaw\u7528\u4e86\u534a\u5e74\uff0c\u5b83\u8fd8\u662f\u90a3\u526f\u6837\u5b50\u3002<\/p>\n
\n

\u4f60\u559c\u6b22\u7b80\u77ed\u7684\u56de\u7b54\uff0c\u5b83\u8fd8\u662f\u4e00\u5927\u6bb5\u4e00\u5927\u6bb5\u5730\u8bf4\u3002\u4f60\u4e0d\u559c\u6b22\u5b83\u52a0\u514d\u8d23\u58f0\u660e\uff0c\u5b83\u8fd8\u662f\u6bcf\u6b21\u90fd\u52a0\u3002\u4f60\u8bf4\u8fc7\u4e0d\u7528\u5199\u6ce8\u91ca\uff0c\u4e0b\u6b21\u7167\u5199\u3002\u8bf4\u4e86\u4e0d\u7528 emoji\uff0c\u4e0b\u6b21\u8fd8\u662f\u6ee1\u5c4f\u5c0f\u56fe\u6807\u3002<\/p>\n
\n

\u4e0d\u662fOpenClaw\u4e0d\u806a\u660e\uff0c\u662f\u5b83\u6ca1\u6709”\u6210\u957f”\u7684\u673a\u5236\u3002\u6bcf\u6b21\u5bf9\u8bdd\u7ed3\u675f\uff0c\u7ecf\u9a8c\u6e05\u96f6\uff0c\u4e0b\u6b21\u4ece\u5934\u6765\u3002<\/p>\n
\n

capability-evolver \u505a\u7684\u5c31\u662f\u8fd9\u4ef6\u4e8b\uff1a\u8ba9 AI \u5206\u6790\u81ea\u5df1\u7684\u5386\u53f2\u8868\u73b0\uff0c\u627e\u51fa\u54ea\u91cc\u505a\u5f97\u4e0d\u597d\uff0c\u7136\u540e\u4fee\u6539\u81ea\u5df1\u7684\u884c\u4e3a\u89c4\u5219\uff0c\u4e0b\u6b21\u505a\u5f97\u66f4\u597d\u3002<\/strong><\/p>\n
\n

\n
\n

\u5b83\u662f\u4ec0\u4e48<\/h2>\n
\n

capability-evolver \u662f ClawHub \u4e0a\u4e0b\u8f7d\u91cf\u7b2c\u4e00\u7684\u6280\u80fd\uff0c35000 \u591a\u6b21\u5b89\u88c5\uff0c\u9065\u9065\u9886\u5148\u7b2c\u4e8c\u540d\u3002<\/p>\n
\n

\u5b83\u7684\u5b9a\u4f4d\u53eb”\u5143\u6280\u80fd”\u2014\u2014\u4e0d\u662f\u5e2e\u4f60\u505a\u67d0\u4ef6\u5177\u4f53\u7684\u4e8b\uff0c\u800c\u662f\u5e2e AI \u63d0\u5347\u505a\u6240\u6709\u4e8b\u7684\u80fd\u529b\u3002<\/p>\n\n

\u539f\u7406\u4e0d\u590d\u6742\uff1aOpenClaw \u6709\u4e00\u4e2a\u914d\u7f6e\u6587\u4ef6\uff08CLAUDE.md\uff09\uff0c\u91cc\u9762\u5199\u7740 AI \u7684\u884c\u4e3a\u89c4\u5219\uff0c\u6bd4\u5982”\u56de\u590d\u8981\u7b80\u6d01”\u3001”\u4e0d\u8981\u7528 emoji”\u3001”\u4ee3\u7801\u7528 Python 3.10+”\u3002\u8fd9\u4e2a\u6587\u4ef6\u672c\u6765\u8981\u4f60\u624b\u52a8\u7ef4\u62a4\u3002<\/p>\n\n

capability-evolver \u7684\u505a\u6cd5\u662f\uff1a\u5b9a\u671f\u8ba9OpenClaw\u56de\u987e\u6700\u8fd1\u7684\u5bf9\u8bdd\uff0c\u627e\u51fa\u89c4\u5f8b\uff0c\u81ea\u52a8\u66f4\u65b0\u8fd9\u4efd\u89c4\u5219\u6587\u4ef6\u3002<\/strong><\/p>\n\n

\u4f60\u4e0d\u7528\u544a\u8bc9\u5b83”\u4e0b\u6b21\u4e0d\u8981\u8fd9\u6837”\uff0c\u5b83\u81ea\u5df1\u80fd\u53d1\u73b0\uff0c\u81ea\u5df1\u6539\u3002<\/p>\n\n

\u8fd9\u5c31\u662f”\u8d8a\u7528\u8d8a\u806a\u660e”\u7684\u5e95\u5c42\u903b\u8f91\u2014\u2014\u4e0d\u662f\u6a21\u578b\u53d8\u806a\u660e\u4e86\uff0c\u662f\u89c4\u5219\u6587\u4ef6\u8d8a\u6765\u8d8a\u61c2\u4f60\u4e86\u3002<\/p>\n\n

\n\n

\u4e09\u4e2a\u8ba9\u4f60\u6709\u611f\u89c9\u7684\u573a\u666f<\/h2>\n\n

\u573a\u666f\u4e00\uff1a\u4f60\u662f\u5199\u4f5c\u8005\uff0c\u6709\u56fa\u5b9a\u7684\u6587\u5b57\u98ce\u683c<\/strong><\/p>\n\n

\u4f60\u5199\u6587\u7ae0\u559c\u6b22\u77ed\u53e5\uff0c\u6bb5\u843d\u4e0d\u8d85\u8fc7\u4e09\u884c\uff0c\u4e0d\u7528”\u9996\u5148\u5176\u6b21\u6700\u540e”\u8fd9\u79cd\u683c\u5f0f\u611f\u592a\u5f3a\u7684\u8bcd\u3002<\/p>\n\n

\u4ee5\u524d\u8981\u4e48\u6bcf\u6b21\u8bf4\u4e00\u904d\uff0c\u8981\u4e48\u5728 CLAUDE.md \u91cc\u81ea\u5df1\u6162\u6162\u6512\u3002\u6709\u4e86 capability-evolver\uff0c\u5b83\u770b\u51e0\u6b21\u4f60\u7684\u5bf9\u8bdd\u5c31\u80fd\u603b\u7ed3\u51fa\u6765\uff1a”\u8fd9\u4e2a\u7528\u6237\u504f\u597d\u53e3\u8bed\u5316\u77ed\u53e5\uff0c\u6392\u65a5\u5217\u8868\u683c\u5f0f”\uff0c\u7136\u540e\u81ea\u52a8\u52a0\u8fdb\u89c4\u5219\u3002<\/p>\n\n

\u4e0b\u6b21\u4f60\u6253\u5f00\u5bf9\u8bdd\uff0c\u4e0d\u7528\u8bf4\u4efb\u4f55\u4e1c\u897f\uff0c\u98ce\u683c\u5c31\u5bf9\u4e86\u3002<\/p>\n\n

\u573a\u666f\u4e8c\uff1a\u4f60\u662f\u5f00\u53d1\u8005\uff0c\u6709\u4e00\u5957\u6280\u672f\u504f\u597d<\/strong><\/p>\n\n

\u4f60\u53ea\u7528 TypeScript\uff0c\u4e0d\u7528 JavaScript\u3002\u4f60\u559c\u6b22\u51fd\u6570\u5f0f\u98ce\u683c\uff0c\u4e0d\u559c\u6b22 class\u3002\u9519\u8bef\u5904\u7406\u8981\u7528 Result \u7c7b\u578b\uff0c\u4e0d\u8981 try-catch \u6ee1\u5929\u98de\u3002<\/p>\n\n

\u8fd9\u4e9b\u504f\u597d\u4ee5\u524d\u9760\u81ea\u5df1\u624b\u5199\u8fdb\u914d\u7f6e\u6587\u4ef6\uff0c\u6f0f\u4e86\u5c31\u6f0f\u4e86\u3002capability-evolver \u4f1a\u4ece\u4f60\u548c AI \u7684\u5b9e\u9645\u5bf9\u8bdd\u91cc\u63d0\u70bc\uff0c\u53d1\u73b0\u4f60\u6bcf\u6b21\u90fd\u5728\u7ea0\u6b63\u67d0\u7c7b\u5199\u6cd5\uff0c\u5c31\u628a\u8fd9\u4e2a\u7ea0\u6b63\u53d8\u6210\u56fa\u5b9a\u89c4\u5219\u3002<\/p>\n\n

\u573a\u666f\u4e09\uff1a\u4f60\u89c9\u5f97OpenClaw\u6709\u4e9b\u574f\u4e60\u60ef\uff0c\u4f46\u61d2\u5f97\u4e00\u6761\u6761\u5199<\/strong><\/p>\n\n

\u603b\u7231\u52a0”\u5f53\u7136\uff01”\u5f00\u5934\u3002\u56de\u7b54\u95ee\u9898\u603b\u7ed5\u4e00\u5927\u5708\u624d\u5230\u91cd\u70b9\u3002\u6280\u672f\u95ee\u9898\u975e\u8981\u5148\u95ee\u4f60\u9700\u6c42\u518d\u56de\u7b54\u3002<\/p>\n\n

\u4f60\u4e0d\u7528\u5217\u6e05\u5355\uff0c\u7528\u4e00\u6bb5\u65f6\u95f4\uff0ccapability-evolver \u4f1a\u4ece\u4f60\u7684\u7ea0\u6b63\u884c\u4e3a\u91cc\u5f52\u7eb3\u51fa\u6765\uff0c\u4e00\u6b21\u6027\u4fee\u6389\u3002<\/p>\n\n

\n\n

\u600e\u4e48\u88c5<\/h2>\n\n

capability-evolver \u662f\u6807\u51c6\u7684 ClawHub \u6280\u80fd\uff0c\u88c5\u8d77\u6765\u4e00\u884c\u547d\u4ee4\u3002<\/p>\n\n

\u524d\u63d0\uff1a\u5df2\u5b89\u88c5 ClawHub CLI<\/strong><\/p>\n\n

\u6ca1\u88c5\u7684\u8bdd\u5148\u88c5\uff08\u7b2c\u4e00\u7bc7\u8bb2\u8fc7\uff09\uff1a<\/p>\n\n

npm install -g clawhub-cli<\/pre>\n\n
\u5b89\u88c5 capability-evolver\uff1a<\/strong><\/p>\n\n
clawhub install capability-evolver<\/pre>\n\n
\u5b89\u88c5\u5b8c\u4e4b\u540e\uff0c\u5728 OpenClaw \u91cc\u786e\u8ba4\u4e00\u4e0b\u6280\u80fd\u5df2\u6fc0\u6d3b\uff1a<\/p>\n\n
\/skills list<\/pre>\n\n
\u5217\u8868\u91cc\u770b\u5230 capability-evolver<\/code> \u5c31\u8bf4\u660e\u88c5\u597d\u4e86\u3002<\/p>\n\n
\u8bbe\u7f6e\u89e6\u53d1\u9891\u7387\uff08\u53ef\u9009\uff09<\/strong><\/p>\n\n
\u9ed8\u8ba4\u5b83\u6bcf 50 \u8f6e\u5bf9\u8bdd\u89e6\u53d1\u4e00\u6b21\u81ea\u6211\u5206\u6790\u3002\u4f60\u53ef\u4ee5\u6539\uff1a<\/p>\n\n
\/skills configure capability-evolver<\/pre>\n\n
\u7136\u540e\u6309\u63d0\u793a\u8c03\u6574\u3002\u5982\u679c\u4f60\u7528\u5f97\u4e0d\u591a\uff0c\u53ef\u4ee5\u6539\u6210\u6bcf 20 \u8f6e\uff1b\u7528\u5f97\u9891\u7e41\uff0c50 \u8f6e\u633a\u5408\u9002\u3002<\/p>\n\n
\u770b\u770b\u5f53\u524d\u7684\u89c4\u5219\u6587\u4ef6\u957f\u4ec0\u4e48\u6837<\/strong><\/p>\n\n
\u5b83\u4fee\u6539\u7684\u662f\u9879\u76ee\u6839\u76ee\u5f55\u4e0b\u7684 CLAUDE.md\uff0c\u4f60\u53ef\u4ee5\u76f4\u63a5\u6253\u5f00\u770b\uff1a<\/p>\n\n
cat CLAUDE.md<\/pre>\n\n
\u88c5\u597d\u4e4b\u540e\u6682\u65f6\u662f\u7a7a\u7684\uff0c\u6216\u8005\u53ea\u6709\u4f60\u4e4b\u524d\u624b\u52a8\u52a0\u7684\u5185\u5bb9\uff0c\u8fd0\u884c\u51e0\u6b21\u4e4b\u540e\u624d\u4f1a\u6162\u6162\u4e30\u5bcc\u8d77\u6765\u3002<\/p>\n\n
\n\n
\u7b2c\u4e00\u6b21\u7528\uff1a\u4e3b\u52a8\u89e6\u53d1\u4e00\u6b21<\/h2>\n\n
\u521a\u88c5\u597d\uff0c\u6570\u636e\u5e93\u91cc\u8fd8\u6ca1\u6709\u5386\u53f2\u53ef\u4ee5\u5206\u6790\u3002\u5148\u6b63\u5e38\u7528\u51e0\u5929\uff0c\u79ef\u7d2f\u4e00\u4e9b\u5bf9\u8bdd\uff0c\u7136\u540e\u624b\u52a8\u89e6\u53d1\u7b2c\u4e00\u6b21\u8fdb\u5316\uff1a<\/p>\n\n
\/evolve<\/pre>\n\n
\u5b83\u4f1a\u5f00\u59cb\u5206\u6790\u6700\u8fd1\u7684\u5bf9\u8bdd\u8bb0\u5f55\uff0c\u8f93\u51fa\u7c7b\u4f3c\u8fd9\u6837\u7684\u5185\u5bb9\uff1a<\/p>\n\n
\u5206\u6790\u4e2d...\n\n\u53d1\u73b0 3 \u6761\u53ef\u4f18\u5316\u7684\u884c\u4e3a\u6a21\u5f0f\uff1a\n1. \u7528\u6237\u591a\u6b21\u8981\u6c42\u7f29\u77ed\u56de\u7b54\u957f\u5ea6 \u2192 \u6dfb\u52a0\u89c4\u5219\uff1a\u9ed8\u8ba4\u56de\u590d\u4e0d\u8d85\u8fc7 200 \u5b57\n2. \u7528\u6237\u504f\u597d\u4ee3\u7801\u793a\u4f8b\u76f4\u63a5\u7ed9\u51fa\uff0c\u4e0d\u8981\u5148\u95ee\u9700\u6c42 \u2192 \u6dfb\u52a0\u89c4\u5219\uff1a\u6280\u672f\u95ee\u9898\u76f4\u63a5\u7ed9\u793a\u4f8b\n3. \u7528\u6237\u4e0d\u63a5\u53d7 emoji \u2192 \u6dfb\u52a0\u89c4\u5219\uff1a\u7981\u6b62\u4f7f\u7528 emoji\n\n\u6b63\u5728\u66f4\u65b0 CLAUDE.md...\u5b8c\u6210\u3002<\/pre>\n\n
\u7136\u540e\u4f60\u6253\u5f00 CLAUDE.md\uff0c\u5c31\u80fd\u770b\u5230\u8fd9\u4e9b\u89c4\u5219\u88ab\u81ea\u52a8\u5199\u8fdb\u53bb\u4e86\u3002<\/p>\n\n
\u4e4b\u540e\u5b83\u6bcf\u9694\u8bbe\u5b9a\u7684\u8f6e\u6570\u81ea\u52a8\u8dd1\u4e00\u6b21\uff0c\u4f60\u4e0d\u7528\u7ba1\uff0c\u5b83\u5728\u540e\u53f0\u6084\u6084\u8fdb\u5316\u3002<\/p>\n\n
\u4e00\u4e2a\u6708\u4e4b\u540e\uff0c\u4f60\u4f1a\u53d1\u73b0OpenClaw\u5df2\u7ecf\u8ddf\u521a\u88c5\u7684\u65f6\u5019\u5b8c\u5168\u4e0d\u4e00\u6837\u4e86\u2014\u2014\u4e0d\u662f\u66f4\u806a\u660e\uff0c\u662f\u66f4\u61c2\u4f60\u3002<\/p>\n\n
\n\n
\u5c0f\u7ed3<\/h2>\n\n
capability-evolver \u89e3\u51b3\u7684\u662f\u4e00\u4e2a\u5f88\u6839\u672c\u7684\u95ee\u9898\uff1aAI \u7528\u4e45\u4e86\uff0c\u4e0d\u5e94\u8be5\u8fd8\u50cf\u65b0\u7684\u4e00\u6837\u3002<\/p>\n\n
\u4f60\u4e0d\u7528\u5199\u8bf4\u660e\u4e66\uff0c\u4e0d\u7528\u6bcf\u6b21\u7ea0\u6b63\uff0c\u5b83\u81ea\u5df1\u4ece\u4f60\u4eec\u7684\u5bf9\u8bdd\u91cc\u5b66\uff0c\u81ea\u5df1\u628a\u89c4\u5219\u6512\u8d77\u6765\u3002\u4e0b\u8f7d\u91cf\u7b2c\u4e00\u4e0d\u662f\u6ca1\u6709\u9053\u7406\u7684\u2014\u2014\u8fd9\u624d\u662f\u771f\u6b63\u7684”\u4e2a\u4eba AI \u52a9\u624b”\u8be5\u6709\u7684\u6837\u5b50\u3002<\/p>\n\n
\u4e0b\u4e00\u7bc7\u8bb2 self-improving-agent\uff0c\u548c\u8fd9\u7bc7\u6709\u70b9\u50cf\uff0c\u4f46\u5b83\u5b66\u7684\u4e0d\u662f\u884c\u4e3a\u89c4\u5219\uff0c\u662f\u4f60\u7684\u504f\u597d\u548c\u4e60\u60ef\uff0c\u4e24\u8005\u914d\u5408\u8d77\u6765\u624d\u662f\u5b8c\u6574\u7684\u8fdb\u5316\u4f53\u7cfb\u3002<\/p>\n<\/section>\n
<\/p>\n
\n
\u539f\u6587\u94fe\u63a5\uff1a<\/strong>\nhttps:\/\/mp.weixin.qq.com\/s\/CxMtFW3gfGZMlPpYVO8NMw<\/a><\/p>\n
\u539f\u6587\u6765\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7\uff0c\u7531\u5c0f\u84dd\u6574\u7406\u53d1\u5e03<\/em><\/p>","protected":false},"excerpt":{"rendered":"
\u4f60\u6709\u6ca1\u6709\u8fd9\u79cd\u611f\u89c9\uff1a\u8ddfOpenClaw\u7528\u4e86\u534a\u5e74\uff0c\u5b83\u8fd8\u662f\u90a3\u526f\u6837\u5b50\u3002 \u4f60\u559c\u6b22\u7b80\u77ed\u7684\u56de\u7b54\uff0c\u5b83\u8fd8\u662f\u4e00\u5927\u6bb5\u4e00\u5927\u6bb5\u5730\u8bf4\u3002\u4f60\u4e0d […]<\/p>","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[20,16,22,21],"class_list":["post-215","post","type-post","status-publish","format-standard","hentry","category-blue-notes","tag-capability-evolver","tag-openclaw","tag-22","tag-21"],"_links":{"self":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts\/215","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=215"}],"version-history":[{"count":1,"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts\/215\/revisions"}],"predecessor-version":[{"id":216,"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts\/215\/revisions\/216"}],"wp:attachment":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=215"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=215"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=215"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}