\u771f\u6b63\u7684"Agent"\u662f\u5e95\u5c42\u5bbf\u4e3b\u2014\u2014Claude Code\u3001Codex\u3001Cursor\u3001Gemini CLI\u3002Superpowers \u505a\u7684\u4e8b，\u662f\u7528\u63d0\u793a\u8bcd + \u5de5\u4f5c\u6d41\u7f16\u6392，\u628a\u5de5\u7a0b\u7eaa\u5f8b"\u5199\u8fdb"\u5bbf\u4e3b Agent \u7684\u884c\u4e3a\u91cc\u3002\u4f5c\u8005\u539f\u8bdd\u7684\u76ee\u6807\u8bfb\u8005\u662f\u4e00\u4e2a\u4f1a\u5077\u61d2\u3001\u4f1a\u8df3\u8fc7\u8bbe\u8ba1\/\u6d4b\u8bd5\/\u8bc4\u5ba1\u7684\u7f16\u7801 Agent\u3002<\/p>\n
\u8fd9\u6b63\u662f\u5b83\u6700\u503c\u94b1\u7684\u5730\u65b9：Agent \u5de5\u7a0b\u4e0d\u6b62"\u5199 runtime"，\u8fd8\u5305\u62ec"\u884c\u4e3a\u5851\u9020（behavior shaping）"\u8fd9\u4e00\u652f\u3002\u628a\u5b83\u8bb2\u6e05\u695a，\u6bd4\u7f57\u5217\u4e00\u4e2a LangGraph \u8282\u70b9\u56fe\u66f4\u80fd\u63ed\u793a Agent \u5de5\u7a0b\u7684\u672c\u8d28\u3002<\/p>\n
\n
\u4e8c\u3001\u9879\u76ee\u5b9a\u4f4d：\u5b83\u89e3\u51b3\u4ec0\u4e48\u5de5\u7a0b\u95ee\u9898<\/h3>\n2.1 \u75db\u70b9<\/h4>\n
\u7f16\u7801 Agent \u63a5\u5230"\u5199\u4e2a React todo"\u65f6，\u4f1a\u76f4\u63a5\u8df3\u8fdb\u5199\u4ee3\u7801，\u8df3\u8fc7：<\/p>\n
- \n
- \u9700\u6c42\u6f84\u6e05（\u7528\u6237\u5230\u5e95\u8981\u4ec0\u4e48）<\/li>\n
- \u8bbe\u8ba1（\u67b6\u6784\u3001\u7ec4\u4ef6\u8fb9\u754c\u3001\u6570\u636e\u6d41\u3001\u9519\u8bef\u5904\u7406）<\/li>\n
- \u6d4b\u8bd5（TDD）<\/li>\n
- \u8bc4\u5ba1（\u4ee3\u7801\u8d28\u91cf\u3001\u89c4\u683c\u7b26\u5408\u6027）<\/li>\n<\/ul>\n
\u540e\u679c\u662f\u4ea7\u51fa"slop"\u2014\u2014\u53ef\u7ef4\u62a4\u8005\u516c\u5f00\u5632\u8bbd\u7684\u4f4e\u8d28\u4ee3\u7801\u3002\u672c\u4ed3\u5e93 CLAUDE.md \u660e\u8bf4：PR \u62d2\u7edd\u7387 94%，\u7edd\u5927\u591a\u6570\u88ab\u62d2\u662f\u56e0\u4e3a Agent \u6ca1\u8bfb\/\u6ca1\u9075\u5b88\u6307\u5357\u3002<\/p>\n
2.2 \u4f20\u7edf\u65b9\u6848 vs Agent \u65b9\u6848<\/h4>\n
\n
\u4f20\u7edfSuperpowers<\/tr>\n \n\n \u8c01\u6765\u5b88\u7eaa\u5f8b<\/td>\n \u4eba\u7c7b\u6d41\u7a0b（\u654f\u6377\u3001TDD\u3001\u4ee3\u7801\u8bc4\u5ba1）<\/td>\n \u628a\u7eaa\u5f8b\u7f16\u7801\u6210\u53ef\u81ea\u52a8\u89e6\u53d1\u7684\u6280\u80fd + \u95f8\u95e8<\/td>\n<\/tr>\n \n \u600e\u4e48\u5f3a\u5236<\/td>\n \u56e2\u961f\u89c4\u8303\u3001CI\u3001\u4eba\u5de5 review<\/td>\n hook \u6ce8\u5165\u94c1\u5f8b + HARD-GATE + \u4eba\u5de5\u6279\u51c6\u70b9<\/td>\n<\/tr>\n \n \u5931\u8d25\u6a21\u5f0f<\/td>\n \u4eba\u61c8\u6020<\/td>\n Agent \u81ea\u6211\u5408\u7406\u5316（"\u8fd9\u592a\u7b80\u5355\u4e0d\u9700\u8981\u8bbe\u8ba1"）<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u5173\u952e\u6d1e\u5bdf：LLM \u4e0d\u4f1a\u81ea\u89c9\u9075\u5b88\u6d41\u7a0b，\u5b83\u4f1a"\u81ea\u6211\u5408\u7406\u5316"\u7ed5\u8fc7\u6d41\u7a0b\u3002\u6240\u4ee5 Superpowers \u7684\u6838\u5fc3\u5de5\u7a0b\u95ee\u9898\u4e0d\u662f"\u600e\u4e48\u8c03\u5ea6\u5de5\u5177"，\u800c\u662f"\u600e\u4e48\u9632\u6b62\u4e00\u4e2a\u4f1a\u5077\u61d2\u7684\u667a\u80fd\u4f53\u5077\u61d2"\u3002<\/p>\n
\u9879\u76ee\u4e00\u53e5\u8bdd\u4ecb\u7ecd：
\nSuperpowers \u662f\u4e00\u5957\u7528\u4e8e\u7ed9\u7f16\u7801 Agent \u5f3a\u52a0\u8f6f\u4ef6\u5de5\u7a0b\u65b9\u6cd5\u8bba\u7684 AI Agent \u884c\u4e3a\u5851\u9020\u7cfb\u7edf，\u901a\u8fc7\u53ef\u81ea\u52a8\u89e6\u53d1\u7684\u6280\u80fd\u6307\u4ee4 + \u542f\u52a8\u671f\u6ce8\u5165\u5f15\u5bfc + \u591a\u9636\u6bb5\u4eba\u5de5\u95f8\u95e8\u5de5\u4f5c\u6d41，\u8ba9\u4efb\u610f\u5bbf\u4e3b Agent \u50cf\u9075\u5faa\u6d41\u7a0b\u7684\u8d44\u6df1\u5de5\u7a0b\u5e08\u4e00\u6837\u5de5\u4f5c\u3002<\/p>\n
\n\u4e09\u3001\u67b6\u6784\u62c6\u89e3：\u804c\u8d23\u90fd"\u4e0b\u6c89"\u5230\u4e86\u5bbf\u4e3b<\/h3>\n
\u5fc5\u987b\u5148\u8bf4\u6e05\u695a：\u672c\u9879\u76ee\u6ca1\u6709\u4f20\u7edf\u5206\u5c42\u91cc\u7684 API \u5c42 \/ Agent \u6838\u5fc3 \/ LLM \u8c03\u7528\u5c42\u3002\u8fd9\u4e9b\u804c\u8d23\u88ab\u4e0b\u6c89\u5230\u5bbf\u4e3b Agent\u3002Superpowers \u53ea\u8d1f\u8d23"\u6307\u4ee4"\u548c"\u5c11\u91cf\u8f85\u52a9\u8fdb\u7a0b"\u3002<\/p>\n
3.1 \u771f\u5b9e\u67b6\u6784\u56fe<\/h4>\n
\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n\u2502 \u7528\u6237 (Developer \/ "human partner") \u2502
\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
\n \u2502 \u81ea\u7136\u8bed\u8a00\u9700\u6c42
\n \u25bc
\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n\u2502 \u5bbf\u4e3b Agent (Claude Code \/ Codex \/ Cursor \/ Gemini CLI \/ pi) \u2502
\n\u2502 \u2014 \u771f\u6b63\u7684 Agent \u8fd0\u884c\u65f6\u5728\u8fd9\u91cc（LLM + \u5de5\u5177\u8c03\u5ea6 + \u5b50\u4ee3\u7406\u5206\u53d1） \u2502
\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
\n \u2502
\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n \u25bc \u2460 \u542f\u52a8\u671f\u6ce8\u5165（SessionStart hook） \u2502
\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502
\n\u2502 Bootstrap \u6ce8\u5165\u5668 \u2502 \u2502
\n\u2502 hooks\/session-start (bash) \u2192 \u8bfb\u53d6 \u2502 \u2502
\n\u2502 using-superpowers\/SKILL.md \u2192 \u8f93\u51fa JSON \u4e0a\u4e0b\u6587 \u2502 \u2502
\n\u2502 （\u5305\u88f9 <EXTREMELY_IMPORTANT>）\u6ce8\u5165\u6a21\u578b\u4e0a\u4e0b\u6587 \u2502 \u2502
\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502
\n \u25bc
\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502
\n\u2502 \u6280\u80fd\u7cfb\u7edf (Skill System) \u2014 \u5168\u90e8\u662f Markdown \u2502 \u2502
\n\u2502 using-superpowers（\u8def\u7531\/\u5f3a\u5236\u68c0\u67e5） \u2192 \u5176\u4ed6\u6280\u80fd \u2502 \u2502
\n\u2502 brainstorming \/ writing-plans \/ executing- \u2502 \u2502
\n\u2502 plans \/ subagent-driven-development \/ TDD \/ \u2502 \u2502
\n\u2502 requesting-code-review \/ verification \/ \u2502 \u2502
\n\u2502 systematic-debugging \/ finishing-a-branch … \u2502 \u2502
\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502
\n \u25bc
\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n \u25bc \u2461 \u5de5\u4f5c\u6d41\u7f16\u6392（\u7531 Skill \u6307\u4ee4"\u9a71\u52a8"\u5bbf\u4e3b） \u2502
\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502
\n\u2502 Workflow（\u65e0\u4ee3\u7801，\u7eaf\u6307\u4ee4\u7f16\u6392） \u2502 \u2502
\n\u2502 design \u2192 spec \u2192 plan \u2192 implement \u2192 review \u2502 \u2502
\n\u2502 \u2192 finish，\u6bcf\u9636\u6bb5\u5e26\u4eba\u5de5\u95f8\u95e8 \u2502 \u2502
\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502
\n \u25bc \u25bc \u2502
\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502
\n\u2502 LLM (\u5bbf\u4e3b\u7684\u6a21\u578b) \u2502 \u2502 \u5916\u90e8\u8f85\u52a9\u8fdb\u7a0b（\u672c\u4ed3\u5e93\u552f\u4e00\u771f\u00b7\u670d\u52a1） \u2502 \u2502
\n\u2502 \u8c03\u7528\u7531\u5bbf\u4e3b\u5b8c\u6210 \u2502 \u2502 skills\/brainstorming\/scripts\/ \u2502 \u2502
\n\u2502 （Superpowers \u4e0d \u2502 \u2502 server.cjs \u2014\u2014 WebSocket \u4f34\u4fa3\u670d\u52a1 \u2502 \u2502
\n\u2502 \u76f4\u63a5\u8c03 LLM） \u2502 \u2502 \u5e26 token \u9274\u6743 \/ \u9632 DNS \u91cd\u7ed1\u5b9a \u2502 \u2502
\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502
\n \u25bc \u2502
\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\u2502
\n \u2502 \u72b6\u6001\u4e0e\u5b58\u50a8（\u6587\u4ef6\u7cfb\u7edf，\u975e\u8fd0\u884c\u65f6\u5bf9\u8c61）\u2502\u2502
\n \u2502 \u00b7 \u8bbe\u8ba1\u6587\u6863 docs\/superpowers\/specs \u2502\u2502
\n \u2502 \u00b7 \u8ba1\u5212\u6587\u6863 docs\/superpowers\/plans \u2502\u2502
\n \u2502 \u00b7 Ledger .superpowers\/sdd\/<plan>\/ \u2502\u2502
\n \u2502 \u00b7 Git Worktree（\u9694\u79bb\/\u68c0\u67e5\u70b9） \u2502\u2502
\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\u2502
\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\u2502
\n \u2502 \u8bc4\u6d4b（EVAL，\u4e0d\u5728\u672c\u4ed3\u5e93\u5185） \u2502\u2502
\n \u2502 superpowers-evals \u7684 drill \u5de5\u5177 \u2502\u2502
\n \u2502 \u9a71\u52a8\u771f\u5b9e tmux \u4f1a\u8bdd + LLM \u5224\u5b9a \u2502\u2502
\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\u2502<\/p>\n3.2 \u6bcf\u5c42\u804c\u8d23（\u8bda\u5b9e\u6807\u6ce8\u5bf9\u5e94 \/ \u7f3a\u5931）<\/h4>\n
\n
\u4f60\u6e05\u5355\u91cc\u7684\u5c42\u5728\u672c\u9879\u76ee\u5bf9\u5e94\u4ec0\u4e48\u8bc4\u4ef7<\/tr>\n \n\n \u7528\u6237\u5165\u53e3<\/td>\n Developer \u81ea\u7136\u8bed\u8a00（"human partner" \u662f\u523b\u610f\u672f\u8bed）<\/td>\n \u2014<\/td>\n<\/tr>\n \n API \u5c42<\/td>\n \u7f3a\u5931（\u65e0\u72ec\u7acb API，\u5165\u53e3\u5373\u5bbf\u4e3b\u4f1a\u8bdd）<\/td>\n \u65e0 HTTP\/gRPC<\/td>\n<\/tr>\n \n Agent \u6838\u5fc3<\/td>\n \u7f3a\u5931\u72ec\u7acb\u7c7b；"\u6838\u5fc3"\u662f using-superpowers \u8def\u7531\u5143\u6280\u80fd<\/td>\n \u8fd0\u884c\u65f6\u5728\u5bbf\u4e3b<\/td>\n<\/tr>\n \n Workflow<\/td>\n \u5404 SKILL.md \u7684 dot \u6d41\u7a0b\u56fe + \u9636\u6bb5\u95f8\u95e8<\/td>\n \u7eaf\u6307\u4ee4\u7f16\u6392<\/td>\n<\/tr>\n \n LLM \u8c03\u7528<\/td>\n \u4e0b\u6c89\u5230\u5bbf\u4e3b；Superpowers \u96f6 LLM \u8c03\u7528\u4ee3\u7801<\/td>\n \u2014<\/td>\n<\/tr>\n \n Tool \u7cfb\u7edf<\/td>\n \u4e0d\u5b9a\u4e49\u5de5\u5177，\u53ea\u5b9a\u4e49\u4f7f\u7528\u7b56\u7565<\/td>\n \u5de5\u5177\u662f\u5bbf\u4e3b\u539f\u751f；\u7528\u89c4\u5219\u7ea6\u675f<\/td>\n<\/tr>\n \n Memory<\/td>\n \u78c1\u76d8 Markdown + Ledger<\/td>\n \u65e0\u5411\u91cf\u5e93；\u8bb0\u5fc6=\u6587\u6863+\u6613\u5931\u4f1a\u8bdd<\/td>\n<\/tr>\n \n Storage<\/td>\n docs\/ + .superpowers\/sdd\/ + Git<\/td>\n \u4e13\u4e3a"\u4f1a\u8bdd\u538b\u7f29\u540e\u4e0d\u4e22"\u8bbe\u8ba1<\/td>\n<\/tr>\n \n Evaluation<\/td>\n \u672c\u4ed3\u5e93\u5185\u7f3a\u5931<\/td>\n \u5728\u5916\u90e8 superpowers-evals（drill）<\/td>\n<\/tr>\n \n Logging<\/td>\n \u6700\u5c0f：server \u7684 stdout JSON + Ledger + Git<\/td>\n \u65e0\u96c6\u4e2d\u5f0f\u65e5\u5fd7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n\u56db\u3001\u8fd0\u884c\u6d41\u7a0b：\u4e0d\u662f ReAct，\u662f\u5206\u9636\u6bb5\u95e8\u63a7\u5de5\u4f5c\u6d41<\/h3>\n
4.1 \u6a21\u62df\u4e00\u6b21\u8bf7\u6c42<\/h4>\n
\u7528\u6237\u8f93\u5165 "Let's make a react todo list"：<\/p>\n
[\u4f1a\u8bdd\u542f\u52a8]
\n SessionStart hook \u2192 hooks\/session-start \u8bfb\u53d6 using-superpowers
\n \u2192 \u5305\u88f9 <EXTREMELY_IMPORTANT> \u6ce8\u5165\u6a21\u578b\u4e0a\u4e0b\u6587
\n \u25bc
\n[\u7528\u6237\u6d88\u606f]
\n using-superpowers \u5f3a\u5236"\u505a\u4efb\u4f55\u4e8b\u524d\u5148\u68c0\u67e5\u6280\u80fd"
\n \u2192 \u547d\u4e2d brainstorming（frontmatter："\u4efb\u4f55\u521b\u9020\u6027\u5de5\u4f5c\u524d\u5fc5\u987b\u7528"）
\n \u25bc
\n[\u2460 BRAINSTORMING]
\n \u63a2\u7d22\u4e0a\u4e0b\u6587 \u2192 \u9010\u4e2a\u6f84\u6e05 \u2192 \u63d0 2-3 \u65b9\u6848
\n \u2192 HARD-GATE：\u672a\u6279\u51c6\u8bbe\u8ba1\u524d\u7981\u5199\u4efb\u4f55\u4ee3\u7801\/\u811a\u624b\u67b6
\n \u2192 \u5199\u8bbe\u8ba1\u6587\u6863 docs\/superpowers\/specs\/…-design.md \u5e76 commit
\n \u2192 \u89c4\u683c\u81ea\u68c0 + \u7528\u6237\u590d\u6838
\n \u2502 \u7528\u6237\u6279\u51c6
\n \u25bc
\n[\u2461 WRITING-PLANS]
\n \u62c6\u6210 2-5 \u5206\u949f\u7c92\u5ea6\u4efb\u52a1（\u7cbe\u786e\u8def\u5f84 + \u5b8c\u6574\u4ee3\u7801 + \u9a8c\u8bc1\u6b65\u9aa4）
\n \u2192 \u5199\u8ba1\u5212\u6587\u6863 docs\/superpowers\/plans\/…-plan.md
\n \u2502 \u7528\u6237\u6279\u51c6
\n \u25bc
\n[\u2462 EXECUTE]（\u4e8c\u9009\u4e00）
\n \u8def\u5f84A: subagent-driven-development
\n \u6bcf\u4efb\u52a1\u6d3e"\u5168\u65b0\u5b50\u4ee3\u7406"\u5b9e\u73b0+\u6d4b\u8bd5+commit+\u81ea\u5ba1
\n \u2192 \u751f\u6210\u8bc4\u5ba1\u5305，\u6d3e"\u4efb\u52a1\u8bc4\u5ba1\u5458"\u505a\u4e24\u9636\u6bb5\u8bc4\u5ba1（\u89c4\u683c+\u8d28\u91cf）
\n \u2192 Critical\/Important \u95ee\u9898 \u2192 fix loop（\u6700\u591a 5 \u8f6e）
\n \u2192 \u5168\u90e8\u5b8c\u6210 \u2192 \u6d3e"\u6574\u5206\u652f\u6700\u7ec8\u8bc4\u5ba1"（\u6700\u5f3a\u6a21\u578b）
\n \u8def\u5f84B: executing-plans
\n \u5f53\u524d\u4f1a\u8bdd\u5206\u6279\u6267\u884c，\u5e26\u4eba\u5de5\u68c0\u67e5\u70b9（\u65e0\u5b50\u4ee3\u7406\u80fd\u529b\u65f6）
\n \u25bc
\n[\u2463 FINISHING-A-DEVELOPMENT-BRANCH]
\n \u9a8c\u8bc1\u6d4b\u8bd5 \u2192 \u7ed9\u7528\u6237\u9009\u9879（merge \/ PR \/ \u4fdd\u7559 \/ \u4e22\u5f03）\u2192 \u6e05\u7406 worktree<\/p>\n4.2 \u5173\u4e8e Plan\/Act\/Observe\/Reflect<\/h4>\n
\u672c\u9879\u76ee\u6ca1\u6709\u5355\u5c42 ReAct \u5faa\u73af\u4ee3\u7801，\u4f46"\u89c4\u5212-\u884c\u52a8-\u89c2\u5bdf-\u53cd\u601d"\u5728\u4e24\u4e2a\u5c3a\u5ea6\u4e0a\u4f53\u73b0：<\/p>\n
- \n
- \u4efb\u52a1\u5c3a\u5ea6（\u6838\u5fc3\u53cd\u5c04）：\u5b9e\u73b0 \u2192 \u8bc4\u5ba1 \u2192 \u53d1\u73b0\u95ee\u9898 \u2192 \u4fee\u590d \u2192 \u518d\u8bc4\u5ba1，\u6700\u591a 5 \u8f6e（fix loop），\u7b2c 5 \u8f6e\u672a\u8fc7\u8fdb breaker \u88c1\u51b3（park \u6216 STOP\/BLOCKED）\u3002<\/li>\n
- \u8c03\u8bd5\u5c3a\u5ea6：systematic-debugging \u7684 4 \u9636\u6bb5\u6839\u56e0\u6cd5（root-cause-tracing \/ defense-in-depth \/ condition-based-waiting）\u3002<\/li>\n<\/ul>\n
\u8bda\u5b9e\u8868\u8ff0：Reflection \u4ee5"\u63d0\u793a\u8bcd\u5de5\u4f5c\u6d41 + \u8bc4\u5ba1\u95f8\u95e8"\u7684\u5f62\u5f0f\u5b58\u5728，\u800c\u975e\u4ee3\u7801\u6a21\u5757\u3002 \u8fd9\u6b63\u662f\u7406\u89e3\u8fd9\u4e2a\u9879\u76ee\u7684\u6838\u5fc3\u2014\u2014\u5b83\u8bc1\u660e\u4e86"Agent \u7684\u81ea\u6211\u76d1\u7763"\u53ef\u4ee5\u4e0d\u9760\u4ee3\u7801，\u9760\u53ef\u5ba1\u8ba1\u7684\u63d0\u793a\u8bcd\u3002<\/p>\n
\n\u4e94\u3001\u6838\u5fc3\u4ee3\u7801\u5206\u6790：\u5165\u53e3\u3001State\u3001Tool<\/h3>\n
\u58f0\u660e：\u6ca1\u6709 main.py \u2192 AgentExecutor \u2192 Planner \u2192 Tool \u8c03\u7528\u94fe\u3002\u4e0b\u9762\u662f\u672c\u9879\u76ee\u8bed\u5883\u4e0b\u7684\u7b49\u4ef7\u7269\u3002<\/p>\n
5.1 \u771f\u6b63\u7684"\u542f\u52a8\u94fe\u8def"（Agent \u5165\u53e3）<\/h4>\n
\u5bbf\u4e3b\u4f1a\u8bdd\u542f\u52a8
\n \u2514\u2500 SessionStart hook (hooks\/hooks.json \u914d\u7f6e)
\n \u2514\u2500 run-hook.cmd (polyglot: \u540c\u65f6\u662f .cmd \u548c bash)
\n \u2514\u2500 hooks\/session-start (bash)
\n \u251c\u2500 \u8bfb\u53d6 skills\/using-superpowers\/SKILL.md
\n \u251c\u2500 escape_for_json() \u8f6c\u4e49
\n \u2514\u2500 \u6309\u5bbf\u4e3b\u8f93\u51fa\u4e0d\u540c JSON \u5f62\u72b6：
\n Cursor \u2192 {"additional_context": "…"}
\n Claude Code \u2192 {"hookSpecificOutput": {"additionalContext": "…"}}
\n Copilot CLI \u2192 {"additionalContext": "…"}<\/p>\n\u8fd9\u4e00\u6b65 = \u628a"\u4f60\u62e5\u6709 superpowers"\u6ce8\u5165\u6a21\u578b，\u662f\u6574\u4e2a\u7cfb\u7edf\u7684\u771f\u6b63\u5165\u53e3\u3002\u5b83\u6ca1\u6709\u4efb\u4f55 LLM \u903b\u8f91，\u53ea\u662f"\u8bfb\u6587\u4ef6 + \u62fc JSON + \u6309\u5bbf\u4e3b\u683c\u5f0f\u8f93\u51fa"\u3002<\/p>\n
5.2 "\u8def\u7531\u6838\u5fc3"：using-superpowers<\/h4>\n
- \n
- \u6587\u4ef6：skills\/using-superpowers\/SKILL.md<\/li>\n
- \u4f5c\u7528：\u5143\u6280\u80fd，\u5f3a\u5236"\u5728\u4efb\u4f55\u54cd\u5e94\/\u52a8\u4f5c\u524d\u5148\u68c0\u67e5\u6280\u80fd"，\u5e76\u5e26\u4e00\u5f20 Red Flags \u8868，\u4e13\u95e8\u6355\u83b7 Agent \u7684\u81ea\u6211\u5408\u7406\u5316（"\u8fd9\u592a\u7b80\u5355\u4e0d\u9700\u8981\u6280\u80fd"\u3001"\u6211\u5148\u770b\u4e0b\u4ee3\u7801" \u90fd\u662f red flag）\u3002<\/li>\n
- \u5b83\u4e0d\u662f\u4ee3\u7801，\u662f\u63d0\u793a\u8bcd，\u4f46\u529f\u80fd\u7b49\u4ef7\u4e8e\u4e00\u4e2a\u524d\u7f6e\u62e6\u622a\u8def\u7531\u5668\u3002<\/li>\n<\/ul>\n
5.3 "\u6267\u884c\u5f15\u64ce"：subagent-driven-development + \u811a\u672c<\/h4>\n
\u63a7\u5236\u5668（\u4e3b\u4f1a\u8bdd）
\n \u251c\u2500 scripts\/sdd-workspace PLAN_FILE \u2192 \u521b\u5efa\u672c\u8ba1\u5212\u7684\u9694\u79bb workspace
\n \u251c\u2500 scripts\/task-brief PLAN_FILE N \u2192 \u62bd\u5355\u4efb\u52a1\u7b80\u62a5（\u4e0d\u628a\u6574\u4e2a plan \u5582\u7ed9\u5b50\u4ee3\u7406）
\n \u251c\u2500 \u6d3e\u53d1 implementer \u5b50\u4ee3\u7406（\u643a\u5e26 brief + report \u8def\u5f84）
\n \u251c\u2500 scripts\/review-package PLAN_FILE BASE HEAD \u2192 \u751f\u6210\u8bc4\u5ba1 diff \u5305
\n \u2514\u2500 \u6d3e\u53d1 task-reviewer \/ re-reviewer \u5b50\u4ee3\u7406<\/p>\n\u4e09\u4e2a\u5de5\u7a0b\u8981\u70b9：<\/p>\n
- \u4e0a\u4e0b\u6587\u9694\u79bb：\u6bcf\u4e2a\u5b50\u4ee3\u7406\u53ea\u62ff\u5b83\u9700\u8981\u7684 brief，\u4e0d\u7ee7\u627f\u4e3b\u4f1a\u8bdd\u5386\u53f2（\u66fe\u89c2\u6d4b\u5230 42k \u5b57\u7b26\u7684\u6d3e\u53d1\u91cc\u6709 99% \u662f\u7c98\u8d34\u7684\u5386\u53f2）\u3002<\/li>\n
- \u6a21\u578b\u5206\u7ea7：\u673a\u68b0\u4efb\u52a1\u7528\u5ec9\u4ef7\u6a21\u578b，\u67b6\u6784\/\u6700\u7ec8\u8bc4\u5ba1\u7528\u6700\u5f3a\u6a21\u578b（"Turn count beats token price"\u2014\u2014\u6700\u4fbf\u5b9c\u7684\u6a21\u578b\u5e38\u591a\u82b1 2-3 \u500d\u8f6e\u6b21）\u3002<\/li>\n
- Ledger \u4f5c\u4e3a\u538b\u7f29\u6062\u590d\u5730\u56fe：\u63a7\u5236\u5668\u4e22\u5931\u8fdb\u5ea6\u540e\u91cd\u6d3e\u6574\u4e2a\u5df2\u5b8c\u6210\u5e8f\u5217，\u662f\u6700\u6602\u8d35\u7684\u5931\u8d25，\u6545\u7528 Ledger \u843d\u76d8\u3002<\/li>\n
5.4 State \u8bbe\u8ba1（\u91cd\u70b9）<\/h4>\n
\u672c\u9879\u76ee\u6ca1\u6709\u8fd0\u884c\u65f6 State \u7c7b\u3002 \u72b6\u6001\u88ab\u663e\u5f0f\u5916\u5316\u5230\u6587\u4ef6\u7cfb\u7edf，\u539f\u56e0\u5199\u5728 SKILL.md \u91cc："Conversation memory does not survive compaction"（\u4f1a\u8bdd\u538b\u7f29\u540e\u4e0a\u4e0b\u6587\u4f1a\u4e22）\u3002<\/p>\n
\n
\u6982\u5ff5\u5bf9\u5e94\u7269\u8bf4\u660e<\/tr>\n \n\n State（\u77ed\u671f）<\/td>\n Ledger .superpowers\/sdd\/<plan>\/progress.md + brief\/report<\/td>\n \u8bb0\u5f55\u4efb\u52a1\u5b8c\u6210\u5ea6\u3001\u4fee\u590d\u8f6e\u6b21\u3001\u88c1\u51b3<\/td>\n<\/tr>\n \n Checkpoint<\/td>\n Git Worktree + commit + git rev-parse HEAD(BASE)<\/td>\n \u6bcf\u4efb\u52a1\u524d\u8bb0 BASE，\u4fee\u590d\u4ee5\u6b64\u4e3a\u51c6，\u907f\u514d HEAD~1 \u622a\u65ad\u591a commit<\/td>\n<\/tr>\n \n Memory（\u957f\u671f）<\/td>\n specs\/*\u3001plans\/*\u3001\u6574\u6761 Git \u5386\u53f2<\/td>\n \u4f1a\u8bdd\u4e0a\u4e0b\u6587\u662f\u6613\u5931\u7684\u77ed\u671f\u8bb0\u5fc6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u8bbe\u8ba1\u54f2\u5b66：\u8fd0\u884c\u65f6\u72b6\u6001\u6613\u5931 \u2192 \u628a source of truth \u653e\u78c1\u76d8\u6587\u6863，\u800c\u975e Agent \u5185\u5b58\u3002\u8fd9\u4e0e\u4f20\u7edf Agent \u628a state \u653e State dict \/ checkpoint DB \u601d\u8def\u4e00\u81f4，\u53ea\u662f\u5b9e\u73b0\u624b\u6bb5\u662f\u7eaf\u6587\u4ef6 + Git\u3002<\/p>\n
5.5 Tool \u7cfb\u7edf<\/h4>\n
- \n
- \u6ce8\u518c：\u4e0d\u6ce8\u518c\u3002\u5de5\u5177\u662f\u5bbf\u4e3b\u539f\u751f\u7684（Read\/Write\/Edit\/Bash\/Git\/Task \u5b50\u4ee3\u7406）；\u901a\u8fc7 references\/<harness>-tools.md \u505a"\u52a8\u4f5c\u2192\u5de5\u5177\u540d"\u6620\u5c04（\u5982 "dispatch a subagent" \u2192 \u8c03 Task）\u3002<\/li>\n
- \u9632\u6b62\u6ee5\u7528：\u65e0\u4ee3\u7801\u7ea7\u62a4\u680f\u3002\u9632\u7ebf\u662f \u2460 HARD-GATE \u2461 \u7981\u6b62\u591a\u5b9e\u73b0\u5b50\u4ee3\u7406\u5e76\u884c \u2462 \u63a7\u5236\u5668\u81ea\u5df1\u4e0d\u4fee bug（"controller fixes skip review"）\u2463 \u4f9d\u8d56\u5bbf\u4e3b\u6743\u9650\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n
\n\u516d\u3001\u5de5\u7a0b\u53ef\u9760\u6027（\u91cd\u70b9：\u8bda\u5b9e\u6807\u6ce8\u5f3a\u9879\u4e0e\u7f3a\u4f4d）<\/h3>\n
6.1 Guardrails<\/h4>\n
\n
\u5b50\u7c7b\u60c5\u51b5\u8bc4\u4ef7<\/tr>\n \n\n \u8f93\u5165\u9650\u5236<\/td>\n \u65e0\u786c\u6027\u6821\u9a8c<\/td>\n \u7f3a\u5931\u4ee3\u7801\u7ea7\u9a8c\u8bc1，\u4ec5\u6280\u80fd\u5c42"\u53cd\u95ee\u6f84\u6e05"<\/td>\n<\/tr>\n \n \u6743\u9650\u63a7\u5236<\/td>\n \u5b8c\u5168\u4f9d\u8d56\u5bbf\u4e3b<\/td>\n \u6280\u80fd\u5c42\u4e0d\u53e6\u8bbe\u6743\u9650<\/td>\n<\/tr>\n \n \u5371\u9669\u64cd\u4f5c\u62e6\u622a<\/td>\n \u4f9d\u8d56\u5bbf\u4e3b；\u6280\u80fd\u5185\u7ea6\u675f"\u672a\u7ecf\u540c\u610f\u7edd\u4e0d\u4ece main \u5f00\u5e72"<\/td>\n \u884c\u4e3a\u7ea7，\u975e\u4ee3\u7801\u7ea7<\/td>\n<\/tr>\n \n \u8f93\u51fa\u68c0\u67e5<\/td>\n \u5f3a：verification-before-completion\u3001TDD\u3001\u4e24\u9636\u6bb5\u8bc4\u5ba1<\/td>\n \u6700\u5f3a\u4e00\u73af<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u4f8b\u5916（\u771f\u00b7\u4ee3\u7801\u7ea7\u5b89\u5168）：server.cjs \u8fd9\u4e2a WebSocket \u670d\u52a1\u6781\u5176\u624e\u5b9e\u2014\u2014<\/p>\n
- \n
- per-session \u968f\u673a token（URL ?key= + HttpOnly SameSite Cookie \u53cc\u901a\u9053）<\/li>\n
- crypto.timingSafeEqual \u5e38\u91cf\u65f6\u95f4\u6bd4\u8f83（\u9632\u65f6\u5e8f\u653b\u51fb）<\/li>\n
- isAllowedWebSocketOrigin \u9632 DNS \u91cd\u7ed1\u5b9a<\/li>\n
- isRegularFileInsideContentDir \u9632\u8def\u5f84\u7a7f\u8d8a（\u62d2\u7b26\u53f7\u94fe\u63a5\/\u8d8a\u754c）<\/li>\n
- idle timeout + ownerPID \u770b\u95e8\u72d7（\u5bbf\u4e3b\u6b7b\u4e86\/\u95f2\u7f6e\u81ea\u52a8\u5173）<\/li>\n
- MAX_FRAME_PAYLOAD \u9632\u8d85\u5927\u5e27<\/li>\n<\/ul>\n
\u8fd9\u8bc1\u660e\u4f5c\u8005\u61c2\u4ee3\u7801\u7ea7\u5b89\u5168，\u53ea\u662f\u628a"Agent \u884c\u4e3a\u62a4\u680f"\u653e\u5728\u4e86\u63d0\u793a\u8bcd\u5c42\u3002\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u503c\u5f97\u8ba8\u8bba\u7684\u67b6\u6784\u53d6\u820d\u3002<\/p>\n
6.2 Human-in-the-loop（\u6700\u5927\u5f3a\u9879）<\/h4>\n
\u95f8\u95e8\u904d\u5e03\u9636\u6bb5\u8fb9\u754c：brainstorming \u8bbe\u8ba1\u6279\u51c6（HARD-GATE）\u3001\u89c4\u683c\u590d\u6838\u3001\u8ba1\u5212\u6279\u51c6\u3001finishing-a-branch \u7684 merge\/PR\/\u4fdd\u7559\/\u4e22\u5f03 \u9009\u9879\u3002<\/p>\n
\u7f3a\u4f4d：\u5728 subagent-driven-development \u4e0b，\u4efb\u52a1\u4e4b\u95f4\u4e0d\u6682\u505c\u8be2\u95ee（"Do not pause to check in"），\u8ffd\u6c42\u81ea\u4e3b\u8fde\u7eed\u6267\u884c\u3002HITL \u5728\u9636\u6bb5\u8fb9\u754c\u5f3a\u3001\u4efb\u52a1\u5185\u90e8\u5f31\u2014\u2014\u8fd9\u662f\u541e\u5410\u4e0e\u8d28\u91cf\u7684\u5e73\u8861\u3002\u53ef\u6539\u8fdb：\u9ad8\u98ce\u9669\u4efb\u52a1（\u751f\u4ea7\u5e93\u8fc1\u79fb\u3001\u5bf9\u5916 API \u53d8\u66f4）\u5e94\u52a0\u4efb\u52a1\u7ea7\u786e\u8ba4\u3002<\/p>\n
6.3 Evaluation（\u672c\u4ed3\u5e93\u7f3a\u5931，\u5916\u90e8\u6709）<\/h4>\n
- \n
- \u672c\u4ed3\u5e93\u5185：\u4ec5\u63d2\u4ef6\u57fa\u7840\u8bbe\u65bd\u6d4b\u8bd5 + brainstorm server \u7684 Node \u884c\u4e3a\u6d4b\u8bd5（auth\/lifecycle\/ws-protocol）\u3002<\/li>\n
- \u5916\u90e8：superpowers-evals \u7684 drill \u5de5\u5177\u2014\u2014\u9a71\u52a8\u771f\u5b9e tmux \u4f1a\u8bdd（Claude Code\/Codex\/Gemini CLI）+ LLM verifier \u5224\u5b9a\u6280\u80fd\u5408\u89c4\u5ea6\u3002<\/li>\n
- \u51c6\u786e\u7387\/\u6210\u529f\u7387\/\u5de5\u5177\u8c03\u7528\u6210\u529f\u7387\u4ee5"\u771f\u5b9e\u4f1a\u8bdd + LLM \u6cd5\u5b98"\u4e3a\u4e3b；\u65e0\u72ec\u7acb\u5e7b\u89c9\u68c0\u6d4b\u6a21\u5757，\u9760\u4e24\u9636\u6bb5\u8bc4\u5ba1\u515c\u5e95\u3002<\/li>\n<\/ul>\n
6.4 Reflection（\u5b58\u5728\u4e14\u6210\u719f，\u5168\u5728\u63d0\u793a\u8bcd\u91cc）<\/h4>\n
- \n
- \u4efb\u52a1\u7ea7：fix loop（\u8bc4\u5ba1\u2192\u53d1\u73b0\u2192\u4fee\u590d\u2192\u518d\u8bc4\u5ba1，5 \u8f6e）\u2192 breaker \u88c1\u51b3\u3002<\/li>\n
- \u8c03\u8bd5\u7ea7：systematic-debugging 4 \u9636\u6bb5\u6839\u56e0\u6cd5\u3002<\/li>\n
- \u53cd\u9988\u7ea7：receiving-code-review \/ requesting-code-review（Critical \u963b\u65ad）\u3002<\/li>\n
- \u9632\u81ea\u6b3a\u7ea7：\u5404 SKILL \u7684 Red Flags \/ Common Rationalizations \u8868（"close enough on spec compliance"\u3001"reviews slow the loop down" \u90fd\u662f\u70b9\u540d\u5bf9\u8c61）\u3002<\/li>\n<\/ul>\n
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260810001641-6a7918697b6c2.png\")
<\/p>\n
\n\u4e03\u3001\u6e90\u7801\u9605\u8bfb\u8def\u7ebf（7 \u5929，\u4e0d\u8981\u4ece\u5934\u8bfb\u5230\u5c3e）<\/h3>\n
- \n
- Day 1 \u5b9a\u4f4d\u4e0e\u54f2\u5b66：README.md \u2192 CLAUDE.md（94% \u62d2\u7edd\u7387\u90a3\u6bb5）\u2192 AGENTS.md\u3002\u5efa\u7acb"\u884c\u4e3a\u5851\u9020\u7cfb\u7edf\u800c\u975e runtime"\u7684\u5fc3\u667a\u3002<\/li>\n
- Day 2 \u771f\u6b63\u7684\u8fd0\u884c\u65f6（\u6ce8\u5165\u673a\u5236）：using-superpowers\/SKILL.md \u2192 hooks\/session-start \u2192 hooks\/run-hook.cmd \u2192 docs\/porting-to-a-new-harness.md（Part 1\u20133：\u4e09\u7ec4\u4ef6\u3001\u4e09\u5f62\u72b6\u3001\u80fd\u529b\u6e05\u5355）\u3002\u6700\u8be5\u62a0\u900f\u3002<\/li>\n
- Day 3 \u5de5\u4f5c\u6d41\u524d\u534a：brainstorming\/SKILL.md（dot \u56fe\u3001HARD-GATE\u3001Red Flags）\u2192 writing-plans\/SKILL.md\u3002\u770b\u4eba\u7c7b\u95f8\u95e8\u5982\u4f55\u5d4c\u8fdb\u6307\u4ee4\u3002<\/li>\n
- Day 4 \u6267\u884c\u5f15\u64ce：subagent-driven-development\/SKILL.md（process.dot\u3001fix loop\u3001breaker\u3001model selection）\u2192 executing-plans \u2192 \u4e09\u4e2a\u811a\u672c（sdd-workspace\/task-brief\/review-package）\u3002<\/li>\n
- Day 5 \u8d28\u91cf\u4e0e\u53ef\u9760\u6027：requesting-code-review\/\u3001receiving-code-review\/\u3001verification-before-completion\/\u3001systematic-debugging\/\u3001test-driven-development\/\u3002<\/li>\n
- Day 6 \u552f\u4e00\u7684\u771f\u00b7\u4ee3\u7801：server.cjs（\u624b\u5199 WebSocket\u3001\u9274\u6743\u3001\u9632\u91cd\u7ed1\u5b9a\u3001\u8def\u5f84\u7a7f\u8d8a\u3001\u770b\u95e8\u72d7）\u2192 \u5bf9\u7167 tests\/brainstorm-server\/*（\u5b66\u600e\u4e48\u6d4b\u5b89\u5168）\u3002<\/li>\n
- Day 7 \u6f14\u8fdb\u4e0e\u8bc4\u6d4b：docs\/plans\/\u3001docs\/superpowers\/specs\/（\u770b\u4ed6\u4eec\u7528\u81ea\u5df1\u8fd9\u5957\u65b9\u6cd5\u8fed\u4ee3\u81ea\u5df1）\u2192 tests\/ \u603b\u89c8 \u2192 \u53bb superpowers-evals \u4e86\u89e3 drill\u3002<\/li>\n<\/ul>\n
\n\u516b\u3001\u5de5\u7a0b\u542f\u793a\u4e0e\u6f14\u8fdb\u65b9\u5411<\/h3>\n
8.1 \u4ece Superpowers \u80fd\u5b66\u5230\u7684\u5de5\u7a0b\u601d\u60f3（10 \u70b9）<\/h4>\n
- \u63d0\u793a\u8bcd\u5373\u67b6\u6784：\u4e00\u5957 Markdown \u53ef\u6784\u6210\u5b8c\u6574 Agent \u884c\u4e3a\u7cfb\u7edf，\u65e0\u9700\u5199 runtime\u3002<\/li>\n
- \u884c\u4e3a\u62a4\u680f > \u4ee3\u7801\u62a4\u680f（Agent \u5c42）：HARD-GATE\u3001Red Flags\u3001Rationalizations \u8868，\u662f\u628a\u7eaa\u5f8b\u505a\u6210\u53ef\u5ba1\u8ba1\u63d0\u793a\u8bcd\u7684\u8303\u5f0f\u3002<\/li>\n
- HITL \u653e\u5728\u9636\u6bb5\u8fb9\u754c：\u9636\u6bb5\u5f3a\u95f8\u95e8 + \u4efb\u52a1\u5185\u90e8\u81ea\u4e3b\u6743，\u5e73\u8861\u8d28\u91cf\u4e0e\u541e\u5410\u3002<\/li>\n
- \u72b6\u6001\u5916\u5316\u5230\u78c1\u76d8：\u56e0\u4f1a\u8bdd\u4f1a\u538b\u7f29\u4e22\u5931，\u628a source of truth \u653e\u6587\u4ef6 + Git（Ledger \u4f5c\u6062\u590d\u5730\u56fe）\u3002<\/li>\n
- \u5b50\u4ee3\u7406\u4e0a\u4e0b\u6587\u9694\u79bb：\u53ea\u5582 brief；\u6a21\u578b\u5206\u7ea7\u63a7\u6210\u672c\u3002<\/li>\n
- \u53cd\u5c04\u5373\u5de5\u4f5c\u6d41：fix loop + \u8bc4\u5ba1 + breaker \u5c31\u662f\u63d0\u793a\u8bcd\u7248\u7684\u89c2\u5bdf-\u53cd\u601d\u5faa\u73af\u3002<\/li>\n
- \u96f6\u4f9d\u8d56\u54f2\u5b66：PR \u89c4\u5219\u62d2\u7edd\u7b2c\u4e09\u65b9\u8fd0\u884c\u65f6\u4f9d\u8d56（\u9664\u975e\u65b0\u589e\u5bbf\u4e3b），\u4fdd\u8bc1\u53ef\u79fb\u690d\u3002<\/li>\n
- \u8de8\u5bbf\u4e3b\u62bd\u8c61：\u6280\u80fd\u53ea\u5199"\u52a8\u4f5c"\u4e0d\u5199\u5de5\u5177\u540d，\u6620\u5c04\u62bd\u5230 <harness>-tools.md，\u5355\u4e00\u5185\u5bb9\u9002\u914d\u591a\u5bbf\u4e3b\u3002<\/li>\n
- \u6307\u4ee4\u9879\u76ee\u4e5f\u8bb2\u5b89\u5168：brainstorm server \u7684 token\/\u9632\u91cd\u7ed1\u5b9a\/\u8def\u5f84\u7a7f\u8d8a\u9632\u62a4\u662f\u6559\u79d1\u4e66\u7ea7\u3002<\/li>\n
- \u8bc4\u6d4b\u8981\u771f\u5b9e：drill \u9a71\u52a8\u771f\u5b9e tmux \u4f1a\u8bdd + LLM \u6cd5\u5b98，\u800c\u975e mock\u3002<\/li>\n
8.2 \u4e94\u4e2a\u4f01\u4e1a\u7ea7\u6f14\u8fdb\u65b9\u5411<\/h4>\n
- \u4ee3\u7801\u7ea7 Guardrails \u4e2d\u95f4\u4ef6：\u5bbf\u4e3b\u5de5\u5177\u8c03\u7528\u524d\u52a0\u7b56\u7565\u5f15\u64ce（\u8f93\u5165\u6821\u9a8c\u3001\u654f\u611f\u547d\u4ee4\u62e6\u622a\u3001\u6743\u9650\u77e9\u9635），\u4e0d\u53ea\u9760\u63d0\u793a\u8bcd（\u53c2\u8003 server.cjs \u5199\u6cd5）\u3002<\/li>\n
- \u5185\u7f6e Evaluation \u95ed\u73af：\u628a drill \u5e76\u5165 CI，\u5b9a\u4e49\u91cf\u5316\u6307\u6807（\u4efb\u52a1\u6210\u529f\u7387\u3001\u8bc4\u5ba1\u4e00\u6b21\u901a\u8fc7\u7387\u3001\u4fee\u590d\u6536\u655b\u7387\u3001\u5e7b\u89c9\u7387），\u6bcf\u6b21\u6280\u80fd\u6539\u52a8\u8dd1\u56de\u5f52\u3002<\/li>\n
- \u53ef\u89c2\u6d4b\u6027 \/ Tracing：\u5f15\u5165\u7ed3\u6784\u5316 tracing（\u6bcf\u4efb\u52a1 token \u6210\u672c\u3001\u8017\u65f6\u3001\u6a21\u578b\u3001\u5de5\u5177\u8c03\u7528\u5e8f\u5217\u3001\u8bc4\u5ba1\u53d1\u73b0\u5206\u5e03），\u4fbf\u4e8e\u6210\u672c\u6838\u7b97\u4e0e\u6545\u969c\u5b9a\u4f4d\u3002<\/li>\n
- \u4efb\u52a1\u7ea7 Human-in-the-loop：\u6309\u98ce\u9669\u7ed9\u4efb\u52a1\u6253\u6807（\u751f\u4ea7\/\u5916\u90e8 API\/\u6743\u9650\u53d8\u66f4\u9700\u9010\u4efb\u52a1\u786e\u8ba4），\u800c\u975e\u53ea\u5728\u9636\u6bb5\u8fb9\u754c\u505c\u4e0b\u3002<\/li>\n
- \u72b6\u6001\u5c42\u7ed3\u6784\u5316\u5b58\u50a8：Ledger \u662f\u7eaf\u6587\u672c，\u4f01\u4e1a\u5316\u53ef\u6539 SQLite\/\u5bf9\u8c61\u5b58\u50a8 + \u7248\u672c\u5316，\u652f\u6301\u8de8\u4f1a\u8bdd\u68c0\u7d22\u3001\u5e76\u53d1\u8ba1\u5212\u7ba1\u7406\u3001\u5ba1\u8ba1\u8ffd\u6eaf\u3002<\/li>\n
\n\u9644：Agent \u5de5\u7a0b\u6982\u5ff5\u6620\u5c04\u901f\u67e5<\/h3>\n
\n
\u6982\u5ff5\u672c\u9879\u76ee\u4f53\u73b0<\/tr>\n \n\n Agent Runtime<\/td>\n \u4e0b\u6c89\u5230\u5bbf\u4e3b，\u672c\u9879\u76ee\u4e0d\u5b9e\u73b0<\/td>\n<\/tr>\n \n Orchestration \/ Workflow<\/td>\n \u5404 SKILL.md \u7684 dot \u6d41\u7a0b\u56fe + \u9636\u6bb5\u95f8\u95e8<\/td>\n<\/tr>\n \n Planning<\/td>\n writing-plans（2-5 \u5206\u949f\u7c92\u5ea6）<\/td>\n<\/tr>\n \n Tool Use \/ Function Calling<\/td>\n \u5bbf\u4e3b\u539f\u751f\u5de5\u5177 + <harness>-tools.md \u6620\u5c04<\/td>\n<\/tr>\n \n Memory<\/td>\n \u78c1\u76d8\u6587\u6863 + Ledger + Git \u5386\u53f2<\/td>\n<\/tr>\n \n State \/ Checkpoint<\/td>\n Ledger \u6587\u4ef6 + Git worktree\/commit<\/td>\n<\/tr>\n \n Reflection<\/td>\n fix loop + \u8bc4\u5ba1 + systematic-debugging + Red Flags<\/td>\n<\/tr>\n \n Human-in-the-loop<\/td>\n brainstorming\/plan\/finish \u6279\u51c6\u95f8\u95e8<\/td>\n<\/tr>\n \n Guardrails<\/td>\n HARD-GATE + Red Flags（\u884c\u4e3a\u7ea7）；server.cjs（\u4ee3\u7801\u7ea7，\u4ec5\u4f34\u4fa3\u670d\u52a1）<\/td>\n<\/tr>\n \n Evaluation<\/td>\n \u5916\u90e8 drill（\u771f\u5b9e\u4f1a\u8bdd + LLM \u6cd5\u5b98）<\/td>\n<\/tr>\n \n Subagent \/ Multi-agent<\/td>\n subagent-driven-development（\u4e0a\u4e0b\u6587\u9694\u79bb + \u6a21\u578b\u5206\u7ea7）<\/td>\n<\/tr>\n \n Observability<\/td>\n \u7f3a（\u4ec5 Ledger\/Git\/stdout）<\/td>\n<\/tr>\n \n Security<\/td>\n brainstorm server \u624e\u5b9e；\u6280\u80fd\u5c42\u7f3a\u5931\u72ec\u7acb\u6743\u9650<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":" \u7528\u9014：AI Agent \u5de5\u7a0b\u65b9\u5411\u9879\u76ee\u89e3\u6790\u535a\u5ba2
\n\u539f\u5219：\u4e0d\u80cc\u6280\u672f\u6808，\u8bb2\\”\u4e3a\u4ec0\u4e48\u8fd9\u6837\u8bbe\u8ba1\\”；\u5bf9\u7f3a\u5931\u80fd\u529b\u660e\u786e\u6807\u6ce8，\u4e0d\u5f3a\u884c\u89e3\u91ca
\n\u4ed3\u5e93：obra\/superpowers（v6.2.0，Prime Radiant \/ Jesse Vincent）
\n\u4e00\u53e5\u8bdd：\u5b83\u4e0d\u662f\u4e00\u4e2a Agent \u6846\u67b6，\u800c\u662f\u4e00\u5957\\”\u63d0\u793a\u8bcd\u5373\u67b6\u6784\\”\u7684\u884c\u4e3a\u5851\u9020\u7cfb\u7edf\u4e00\u3001\u5148\u7834\u9664\u4e00\u4e2a\u8bef<\/p>\n","protected":false},"author":2,"featured_media":92366,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1963],"topic":[],"class_list":["post-92367","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-skills"],"yoast_head":"\n\u9879\u76ee\u89e3\u6790\u2014 Superpowers\uff1a\u7528\u63d0\u793a\u8bcd\u5de5\u7a0b\u7ed9\u7f16\u7801 Agent \u5f3a\u52a0\u5de5\u7a0b\u7eaa\u5f8b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/92367.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u9879\u76ee\u89e3\u6790\u2014 Superpowers\uff1a\u7528\u63d0\u793a\u8bcd\u5de5\u7a0b\u7ed9\u7f16\u7801 Agent \u5f3a\u52a0\u5de5\u7a0b\u7eaa\u5f8b - 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