{"id":7139,"date":"2026-05-28T16:39:50","date_gmt":"2026-05-28T08:39:50","guid":{"rendered":"https:\/\/t.n-years.com\/?p=7139"},"modified":"2026-05-28T16:39:50","modified_gmt":"2026-05-28T08:39:50","slug":"superpowers-%e9%ab%98%e5%ba%a6%e6%a0%87%e5%87%86%e5%8c%96%e7%9a%84%e5%b7%a5%e7%a8%8b%e5%a5%91%e7%ba%a6","status":"publish","type":"post","link":"https:\/\/t.n-years.com\/?p=7139","title":{"rendered":"Superpowers \u9ad8\u5ea6\u6807\u51c6\u5316\u7684\u201c\u5de5\u7a0b\u5951\u7ea6\u201d"},"content":{"rendered":"<p>\u5728 Superpowers \u6846\u67b6\u4e2d\uff0c<strong>\u201c\u9ad8\u5ea6\u6807\u51c6\u5316\u7684\u2018\u5de5\u7a0b\u5951\u7ea6\u2019\u201d<\/strong> \u5e76\u4e0d\u662f\u6307\u4eba\u7c7b\u7a0b\u5e8f\u5458\u4e4b\u95f4\u7b7e\u7684\u6b63\u5f0f\u5408\u540c\uff0c\u4e5f\u4e0d\u662f\u6307\u4ee3\u7801\u5c42\u9762\u7684 API \u63a5\u53e3\uff08\u5982 Interface\/Abstract Class\uff09\uff0c\u800c\u662f\u6307 <strong>\u201c\u4e00\u5957\u5f3a\u5236\u7ea6\u675f AI \u884c\u4e3a\u8fb9\u754c\u3001\u6267\u884c\u987a\u5e8f\u4e0e\u4ea4\u4ed8\u6807\u51c6\u7684\u2018Prompt \u6cd5\u5f8b\u2019\u201d<\/strong>\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u5b83\u662f\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u5de5\u7a0b\u5316\u6587\u6863\uff08\u901a\u5e38\u662f\u9879\u76ee\u4e2d\u7684 <code>.md<\/code> \u6a21\u677f\uff09\uff0c\u5728 AI \u7684 Prompt \u9876\u5c42\u5957\u4e0a\u4e00\u4e2a\u201c\u7d27\u7b8d\u5492\u201d\u3002\u5b83\u89c4\u5b9a\u4e86 Agent \u5728\u9762\u5bf9\u4efb\u4f55\u5f00\u53d1\u4efb\u52a1\u65f6\uff1a<strong>\u4ec0\u4e48\u80fd\u505a\u3001\u4ec0\u4e48\u7edd\u5bf9\u4e0d\u80fd\u505a\u3001\u4ec0\u4e48\u9636\u6bb5\u5fc5\u987b\u4ea7\u51fa\u4ec0\u4e48\u8bc1\u636e\u3002<\/strong><\/p>\n<p>\u8fd9\u4e2a\u201c\u5951\u7ea6\u201d\u4e3b\u8981\u7531\u4ee5\u4e0b\u4e09\u4e2a\u7ef4\u5ea6\u7684\u786c\u6027\u7ea6\u675f\u6784\u6210\uff1a<\/p>\n<hr \/>\n<h2>1. \u884c\u4e3a\u8fb9\u754c\u5951\u7ea6\uff08Behavioral Boundary\uff09<\/h2>\n<p>\u666e\u901a\u7684 AI \u7f16\u7801\u52a9\u624b\u662f\u201c\u6781\u5176\u542c\u8bdd\u4f46\u4e5f\u6781\u5176\u76f2\u76ee\u201d\u7684\uff0c\u4f60\u8ba9\u5b83\u6539 Bug\uff0c\u5b83\u6293\u8d77\u4ee3\u7801\u5c31\u6539\u3002\u800c Superpowers \u7684\u5951\u7ea6\u89c4\u5b9a\u4e86<strong>\u4e25\u5389\u7684\u7981\u4ee4<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u4e25\u7981\u76f2\u731c\u5f0f\u8c03\u8bd5\uff08No Guessing\uff09\uff1a<\/strong> \u5951\u7ea6\u89c4\u5b9a\uff0c\u5728\u6ca1\u6709\u62ff\u5230\u771f\u5b9e\u7684\u62a5\u9519\u65e5\u5fd7\uff08Stack Trace\uff09\u6216\u590d\u73b0\u7528\u4f8b\u4e4b\u524d\uff0cAgent <strong>\u7981\u6b62<\/strong>\u731c\u6d4b\u548c\u4fee\u6539\u4efb\u4f55\u4e00\u884c\u7ebf\u4e0a\u4ee3\u7801\u3002<\/li>\n<li><strong>\u4e25\u7981\u8df3\u8fc7\u6d4b\u8bd5\uff08No Test Skipping\uff09\uff1a<\/strong> \u4ee3\u7801\u5199\u5b8c\u4e0d\u7b49\u4e8e\u5b8c\u5de5\u3002\u5951\u7ea6\u89c4\u5b9a\u201c\u6ca1\u6709\u6d4b\u8bd5\u901a\u8fc7\u7684\u622a\u56fe\/\u65e5\u5fd7\u4f5c\u4e3a\u8bc1\u636e\uff0c\u5c31\u89c6\u4f5c\u4efb\u52a1\u672a\u5b8c\u6210\u201d\uff0cAgent \u4e0d\u80fd\u53e3\u5934\u6c47\u62a5\u201c\u6211\u5df2\u7ecf\u6539\u597d\u4e86\u201d\u3002<\/li>\n<li><strong>\u4e00\u6b21\u53ea\u505a\u4e00\u4ef6\u4e8b\uff08Single Responsibility\uff09\uff1a<\/strong> \u4e25\u7981\u5728\u4fee\u6539 Bug \u7684\u540c\u65f6\u987a\u624b\u53bb\u91cd\u6784\u65c1\u8fb9\u7684\u4ee3\u7801\uff0c\u6216\u8005\u5728\u5934\u8111\u98ce\u66b4\u65f6\u4e00\u6b21\u6027\u5411\u4eba\u7c7b\u95ee\u4e94\u4e2a\u95ee\u9898\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2>2. \u72b6\u6001\u6d41\u8f6c\u5951\u7ea6\uff08State Transition\uff09<\/h2>\n<p>\u8fd9\u7c7b\u4f3c\u4e8e\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684 <strong>Hard Gates\uff08\u786c\u95e8\u7981\uff09<\/strong>\u3002Agent \u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u5fc5\u987b\u50cf\u6d41\u6c34\u7ebf\u4e0a\u7684\u5de5\u4e1a\u673a\u5668\u4eba\u4e00\u6837\uff0c\u4e25\u683c\u6309\u7167\u7269\u7406\u5148\u540e\u987a\u5e8f\u89e6\u53d1\u72b6\u6001\uff0c<strong>\u7edd\u5bf9\u4e0d\u80fd\u8df3\u7ea7<\/strong>\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5f53\u524d\u9636\u6bb5<\/th>\n<th>\u5fc5\u987b\u4ea7\u51fa\u7684\u5951\u7ea6\u7269\uff08Artifact\uff09<\/th>\n<th>\u4e0b\u4e00\u6b65\u95e8\u7981\u6761\u4ef6<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>1. Brainstorm<\/strong><\/td>\n<td>\u7edf\u4e00\u7684 <code>Design Spec<\/code> (\u8bbe\u8ba1\u8bf4\u660e\u4e66)<\/td>\n<td>\u5fc5\u987b\u83b7\u5f97\u4eba\u7c7b\u7684 <strong>Explicit Confirmation\uff08\u660e\u786e\u786e\u8ba4\uff09<\/strong> \u624d\u80fd\u89e3\u9501\u4e0b\u4e00\u9636\u6bb5\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>2. Plan<\/strong><\/td>\n<td>\u5e26\u6709\u4f9d\u8d56\u5173\u7cfb\u548c\u68c0\u67e5\u6e05\u5355\u7684 <code>Task List<\/code><\/td>\n<td>\u5fc5\u987b\u5728\u9694\u79bb\u7684 <code>git-worktree<\/code> \u73af\u5883\u4e2d\u521d\u59cb\u5316\uff0c\u4e0d\u80fd\u5728\u4e3b\u5206\u652f\u76f4\u63a5\u5199\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>3. Execution<\/strong><\/td>\n<td>\u6d4b\u8bd5\u7528\u4f8b\uff08RED\uff09 $\\rightarrow$ \u4e1a\u52a1\u4ee3\u7801\uff08GREEN\uff09<\/td>\n<td>\u5fc5\u987b\u5148\u770b\u5230\u6d4b\u8bd5\u5931\u8d25\uff0c\u518d\u770b\u5230\u6d4b\u8bd5\u6210\u529f\uff0c\u5b8c\u6210 <strong>TDD\uff08\u6d4b\u8bd5\u9a71\u52a8\u5f00\u53d1\uff09<\/strong> \u95ed\u73af\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>4. Verification<\/strong><\/td>\n<td>\u5b8c\u5de5\u62a5\u544a + \u5168\u91cf\u6d4b\u8bd5\u901a\u8fc7\u65e5\u5fd7<\/td>\n<td>\u5fc5\u987b\u901a\u8fc7 Main Agent \u7684\u53cc\u9636\u6bb5\u4ee3\u7801\u8bc4\u5ba1\uff0c\u5426\u5219\u4ee3\u7801\u76f4\u63a5\u539f\u5730\u9500\u6bc1\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote>\n<p><strong>\u4e3a\u4ec0\u4e48\u8fd9\u53eb\u5951\u7ea6\uff1f<\/strong> \u56e0\u4e3a Superpowers \u5c06\u8fd9\u4e9b\u6b65\u9aa4\u5199\u8fdb\u4e86 <code>SKILL.md<\/code> \u7684\u7cfb\u7edf\u7ea7\u63d0\u793a\u8bcd\u4e2d\u3002Agent \u5982\u679c\u4e0d\u751f\u6210\u4e0a\u4e00\u4e2a\u9636\u6bb5\u7684\u5951\u7ea6\u7269\uff0c\u5b83\u7684\u4e0a\u4e0b\u6587\u91cc\u5c31\u4e0d\u4f1a\u83b7\u5f97\u6267\u884c\u4e0b\u4e00\u4e2a\u9636\u6bb5\u7684\u201c\u6280\u80fd\u5de5\u5177\uff08Tools\uff09\u6743\u9650\u201d\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2>3. \u57fa\u4e8e\u5fc3\u7406\u5b66\u8bf4\u670d\u539f\u5219\u7684\u201c\u8eab\u4efd\u5951\u7ea6\u201d\uff08Persuasion-Based Identity\uff09<\/h2>\n<p>\u8fd9\u662f Superpowers \u6700\u7cbe\u5999\u7684\u5730\u65b9\u3002LLM\uff08\u5927\u6a21\u578b\uff09\u6709\u4e00\u4e2a\u901a\u75c5\uff1a<strong>\u5b83\u77e5\u9053\u4ec0\u4e48\u662f\u597d\u4ee3\u7801\uff0c\u4f46\u5b83\u503e\u5411\u4e8e\u5077\u61d2\uff08\u5077\u5de5\u51cf\u6599\u3001\u7528\u4f2a\u4ee3\u7801\u4ee3\u66ff\u3001\u7701\u7565\u8fb9\u7f18\u5904\u7406\uff09<\/strong>\u3002<\/p>\n<p>\u4e3a\u4e86\u6253\u7834\u8fd9\u79cd\u201c\u61d2\u60f0\u5951\u7ea6\u201d\uff0cSuperpowers \u5229\u7528\u4e86\u7f57\u4f2f\u7279\u00b7\u897f\u5965\u8fea\u5c3c\u7684<strong>\u5fc3\u7406\u5b66\u8bf4\u670d\u539f\u5219\uff08Persuasion Principles\uff09<\/strong>\uff0c\u7279\u522b\u662f <strong>\u201c\u627f\u8bfa\u4e0e\u4e00\u81f4\u6027\uff08Commitment and Consistency\uff09\u201d<\/strong> \u539f\u5219\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u6211\u8eab\u4efd\u9501\u5b9a\uff1a<\/strong> \u5951\u7ea6\u6587\u4ef6\u7684\u5f00\u5934\u901a\u5e38\u4f1a\u7528\u6781\u5176\u4e25\u8083\u3001\u9ad8\u6807\u51c6\u7684\u5de5\u7a0b\u8bed\u8a00\u5b9a\u4e49 Agent \u7684\u8eab\u4efd\uff08\u4f8b\u5982\uff1a\u201c\u4f60\u662f\u4e00\u4e2a\u62e5\u6709 20 \u5e74\u7ecf\u9a8c\u3001\u6781\u5ea6\u4e25\u8c28\u3001\u7edd\u5bf9\u4e0d\u5bb9\u5fcd\u4efb\u4f55\u672a\u6d4b\u8bd5\u4ee3\u7801\u5408\u5e76\u5230\u4e3b\u5206\u652f\u7684\u9996\u5e2d\u8f6f\u4ef6\u67b6\u6784\u5e08\u201d\uff09\u3002<\/li>\n<li><strong>\u884c\u4e3a\u4e00\u81f4\u6027\u7ed1\u5b9a\uff1a<\/strong> \u5951\u7ea6\u901a\u8fc7\u7ed3\u6784\u5316\u8bed\u8a00\u8ba9 LLM \u4ea7\u751f\u4e00\u79cd\u201c\u8ba4\u77e5\u5931\u8c03\u201d\u2014\u2014\u5982\u679c\u6211\u662f\u4e00\u4e2a\u5b8c\u7f8e\u7684\u67b6\u6784\u5e08\uff0c\u6211\u5c31\u7edd\u5bf9\u4e0d\u80fd\u8df3\u8fc7\u5199\u6d4b\u8bd5\u7684\u6b65\u9aa4\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u628a\u539f\u672c\u677e\u6563\u7684\u63d0\u793a\u8bcd\u53d8\u6210\u4e86\u5927\u6a21\u578b\u5728\u903b\u8f91\u4e0a<strong>\u5fc5\u987b\u81ea\u6211\u9075\u5b88\u7684\u9053\u5fb7\u548c\u6280\u672f\u5951\u7ea6<\/strong>\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2>\u4e3e\u4e2a\u76f4\u89c2\u7684\u4f8b\u5b50<\/h2>\n<ul>\n<li>\n<p><strong>\u666e\u901a AI \u52a9\u624b\u7684\u505a\u6cd5\uff1a<\/strong><\/p>\n<blockquote>\n<p><strong>\u4eba\u7c7b\uff1a<\/strong> \u201c\u5e2e\u6211\u5b9e\u73b0\u4e00\u4e2a\u7528\u6237\u6ce8\u518c\u529f\u80fd\u3002\u201d<br \/>\n<strong>AI\uff1a<\/strong> \u201c\u597d\u7684\uff0c\u8fd9\u662f\u4ee3\u7801\uff1a<code>function register()...<\/code>\uff08\u567c\u91cc\u556a\u5566\u5199\u4e86\u4e00\u5806\uff0c\u6ca1\u6709\u5904\u7406\u90ae\u7bb1\u91cd\u590d\u7684\u62a5\u9519\uff0c\u6ca1\u6709\u5199\u6d4b\u8bd5\uff0c\u751a\u81f3\u4ee3\u7801\u91cc\u8fd8\u6709 <code>\/\/ TODO: \u540e\u9762\u518d\u8865<\/code>\uff09\u3002\u201d<\/p>\n<\/blockquote>\n<\/li>\n<li>\n<p><strong>Superpowers \u5951\u7ea6\u7ea6\u675f\u4e0b\u7684\u505a\u6cd5\uff1a<\/strong><\/p>\n<blockquote>\n<p><strong>\u4eba\u7c7b\uff1a<\/strong> \u201c\u5e2e\u6211\u5b9e\u73b0\u4e00\u4e2a\u7528\u6237\u6ce8\u518c\u529f\u80fd\u3002\u201d<br \/>\n<strong>Agent\uff08\u89e6\u53d1 brainstorm \u5951\u7ea6\uff09\uff1a<\/strong> \u201c\u5728\u5199\u4ee3\u7801\u524d\uff0c\u6211\u9700\u8981\u786e\u8ba4\uff1a1. \u5bc6\u7801\u5f3a\u5ea6\u7684\u5177\u4f53\u89c4\u5219\u662f\u4ec0\u4e48\uff1f2. \u90ae\u7bb1\u91cd\u590d\u65f6\u8fd4\u56de 400 \u8fd8\u662f 409\uff1f\u8bf7\u5148\u56de\u7b54\u8fd9\u4e24\u4e2a\u95ee\u9898\uff0c\u6211\u9700\u8981\u66f4\u65b0 <code>Design Spec<\/code>\u3002\u201d<br \/>\n<em>(\u5f97\u5230\u56de\u7b54\u540e\uff0c\u81ea\u52a8\u5f00\u8f9f git \u9694\u79bb\u5de5\u4f5c\u533a\uff0c\u5148\u5199\u4e86\u4e00\u4e2a\u9a8c\u8bc1\u5bc6\u7801\u5f3a\u5ea6\u7684\u6d4b\u8bd5\u811a\u672c\u5e76\u8fd0\u884c\u62a5\u9519\uff0c\u7136\u540e\u518d\u53bb\u5199\u4e1a\u52a1\u4ee3\u7801\uff0c\u6700\u540e\u62ff\u7740\u6d4b\u8bd5\u901a\u8fc7\u7684 green log \u6765\u5411\u4f60\u4ea4\u5377\u3002)<\/em><\/p>\n<\/blockquote>\n<\/li>\n<\/ul>\n<p><strong>\u603b\u7ed3\u6765\u8bf4\uff1a<\/strong><br \/>\n\u9ad8\u5ea6\u6807\u51c6\u5316\u7684\u201c\u5de5\u7a0b\u5951\u7ea6\u201d\uff0c\u5c31\u662f\u7528<strong>\u5de5\u7a0b\u5316\u7684\u5236\u5ea6<\/strong>\uff08Checklist\u3001\u9694\u79bb\u533a\u3001\u95e8\u7981\uff09\u548c<strong>\u5fc3\u7406\u5b66\u63d0\u793a\u8bcd<\/strong>\uff0c\u628a\u4e0d\u53ef\u63a7\u7684\u3001\u5bb9\u6613\u5077\u61d2\u7684 AI\uff0c\u9a6f\u5316\u6210\u4e00\u4e2a<strong>\u6b65\u6b65\u7559\u75d5\u3001\u4e25\u683c\u9075\u5b88\u5de5\u4e1a\u7ea7\u5f00\u53d1\u89c4\u8303\u7684\u201c\u5b8c\u7f8e\u6570\u5b57\u5de5\u5320\u201d<\/strong>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728 Superpowers \u6846\u67b6\u4e2d\uff0c\u201c\u9ad8\u5ea6\u6807\u51c6\u5316\u7684\u2018\u5de5\u7a0b\u5951\u7ea6\u2019\u201d \u5e76\u4e0d\u662f\u6307\u4eba\u7c7b\u7a0b\u5e8f\u5458\u4e4b\u95f4\u7b7e\u7684\u6b63\u5f0f\u5408\u540c\uff0c\u4e5f\u4e0d\u662f\u6307&#8230; <\/p>\n<div class=\"read-more navbutton\"><a href=\"https:\/\/t.n-years.com\/?p=7139\">\u9605\u8bfb\u66f4\u591a<i class=\"fa fa-angle-double-right\"><\/i><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[124],"tags":[],"class_list":["post-7139","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts\/7139","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7139"}],"version-history":[{"count":1,"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts\/7139\/revisions"}],"predecessor-version":[{"id":7140,"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts\/7139\/revisions\/7140"}],"wp:attachment":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7139"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7139"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7139"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}