{"id":1395,"date":"2026-07-12T08:00:46","date_gmt":"2026-07-12T00:00:46","guid":{"rendered":"https:\/\/www.rayer.idv.tw\/blog\/?p=1395"},"modified":"2026-07-12T08:07:36","modified_gmt":"2026-07-12T00:07:36","slug":"working-with-ai","status":"publish","type":"post","link":"https:\/\/www.rayer.idv.tw\/blog\/?p=1395","title":{"rendered":"\u8ddf\u4e00\u7fa4AI\u4e00\u8d77\u5de5\u4f5c\uff0c\u662f\u600e\u6a23\u7684\u4e00\u500b\u9ad4\u9a57"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u4e00\u500b\u4eba + \u5e7e\u500b AI agent = \u4e00\u652f\u5de5\u7a0b\u5718\u968a\u3002\u5de5\u7a0b\u5e2b\u4e5f\u8a72\u5b78\u8457\u7576\u7576Manager\u4e86\u55ce\uff1f\u88ab\u81ea\u5bb6\u7684Hermes\u5147\u56de\u4f86\u53ef\u662f\u96e3\u5f97\u7684\u7d93\u9a57<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4e00\u76f4\u89ba\u5f97 Karpathy \u63d0\u904e\u7684 LLM Wiki \u6982\u5ff5\uff0c\u53ef\u80fd\u662f PKMS \u6bd4\u8f03\u5408\u7406\u7684\u7b54\u6848\u3002\u4e0d\u662f\u628a\u77e5\u8b58\u6574\u7406\u6210\u4e00\u5957\u975c\u614b\u7b46\u8a18\uff0c\u800c\u662f\u8b93 LLM \u5728\u9700\u8981\u6642\u81ea\u5df1\u627e\u51fa\u76f8\u95dc\u5167\u5bb9\uff0c\u7d44\u6210\u7576\u4e0b\u771f\u6b63\u9700\u8981\u7684 context\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5148\u8a66\u4e86 Obsidian \u7684 <a href=\"https:\/\/github.com\/kytmanov\/obsidian-llm-wiki-local\">OLW<\/a>\u3002\u5b83\u6703\u81ea\u52d5\u5206\u6790\u3001\u62c6\u89e3\u548c\u7d22\u5f15\u7b46\u8a18\uff0c\u518d\u5728\u5c0d\u8a71\u6642\u628a\u76f8\u95dc\u77e5\u8b58\u7247\u6bb5\u585e\u7d66 LLM\u3002\u6982\u5ff5\u662f\u5c0d\u7684\uff0c\u9ad4\u9a57\u4e5f\u5f88\u597d\uff0c\u4f46\u5b83\u539f\u672c\u53ea\u5728\u672c\u6a5f\u4e0a\u4f7f\u7528\u3002\u5982\u679c\u60f3\u8b93\u5225\u4eba\u4e5f\u80fd\u7528\uff0c\u751a\u81f3\u652f\u63f4\u591a\u4eba\u548c\u4e0d\u540c\u5c08\u6848\uff0c\u5c31\u5f97\u628a\u6574\u5957\u6771\u897f\u642c\u4e0a\u96f2\u7aef\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e09\u500b\u79ae\u62dc\u5f8c\uff0c<a href=\"https:\/\/www.rayer.idv.tw\/blog\/?p=1351\">LLM Wiki Cloud<\/a>\u8a95\u751f\u4e86\u3002\u5b83\u652f\u63f4\u591a\u79df\u6236\u548c BYOK\uff0c\u524d\u7aef\u662f Next.js on Vercel\uff0c\u5f8c\u7aef\u662f Go on Cloud Run\uff0cpipeline worker \u900f\u904e GCS FUSE \u8655\u7406\u6a94\u6848\uff0c\u8cc7\u6599\u9762\u5247\u7528 Firestore \u548c GCS\u3002\u5f9e infra\u3001i18n\u3001admin portal \u5230 rate limiting\uff0c\u5e7e\u4e4e\u90fd\u662f\u6211\u4e00\u500b\u4eba\u548c AI \u5354\u4f5c\u5b8c\u6210\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u5728\u53ef\u4ee5\u5230 <a href=\"https:\/\/wiki.rayer.idv.tw\">wiki.rayer.idv.tw<\/a> \u9ede\u300c\u8a66\u7528 Demo\u300d\u3002\u88e1\u9762\u6709\u751f\u6d3b\u7b46\u8a18\u3001AI \u6587\u4ef6\u548c\u6a21\u64ec\u5c08\u696d\u77e5\u8b58\u5eab\u5e7e\u500b\u5c08\u6848\u3002\u4f60\u53ef\u4ee5\u5728\u751f\u6d3b\u7b46\u8a18\u88e1\u641c\u5c0b\u300c\u53f0\u5317\u9069\u5408\u5de5\u4f5c\u7684\u5496\u5561\u5ef3\u300d\uff0c\u518d\u5207\u63db Wiki \u6a21\u5f0f\u548c\u5b8c\u6574\u6a21\u5f0f\uff0c\u770b\u770b\u540c\u4e00\u500b query \u5728\u56de\u7b54\u6df1\u5ea6\u548c\u5f15\u7528\u65b9\u5f0f\u4e0a\u6709\u4ec0\u9ebc\u4e0d\u540c\u3002LLM Wiki \u7684\u6838\u5fc3\u4e0d\u662f\u518d\u505a\u4e00\u500b\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u800c\u662f\u8b93 LLM \u5148\u8b80\u4f60\u7684\u77e5\u8b58\uff0c\u518d\u56de\u7b54\u554f\u984c\uff0c\u800c\u4e14\u80fd\u544a\u8a34\u4f60\u7b54\u6848\u662f\u5f9e\u54ea\u4e9b\u689d\u76ee\u4f86\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7522\u54c1\u9084\u6c92\u6b63\u5f0f\u958b\u653e\uff0c\u9084\u6709\u4e00\u4e9b\u6771\u897f\u8981\u4fee\u3002\u4e0d\u904e\u9019\u7bc7\u771f\u6b63\u60f3\u8ac7\u7684\uff0c\u4e0d\u662f\u7522\u54c1\u529f\u80fd\uff0c\u800c\u662f\u6211\u5f8c\u4f86\u6478\u7d22\u51fa\u4f86\u7684\u958b\u767c\u6d41\u7a0b\uff1a\u70ba\u4ec0\u9ebc\u6211\u4e0d\u518d\u628a\u4e00\u6574\u500b\u9700\u6c42\u76f4\u63a5\u4e1f\u7d66 coding agent\uff0c\u7136\u5f8c\u6eff\u61f7\u671f\u5f85\u5730\u770b\u8457\u5b83\u81ea\u5df1\u505a\u5b8c\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<p class=\"wp-block-paragraph\">&#8212;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u500b Agent \u6253\u5168\u90e8\uff0c\u554f\u984c\u4e0d\u53ea\u662f Context \u592a\u9577<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u300c\u5176\u5be6\u6211\u8166\u888b\u8a18\u4f4f\u7684\u6771\u897f\uff0c\u90fd\u6703\u53cd\u6620\u5728\u4f60\u4ed8\u51fa\u7684Token Fee\u5e33\u55ae\u5594\u300d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u5728\u5f88\u591a\u4eba\u7684\u505a\u6cd5\u662f\u6253\u958b Cursor\u3001Claude Code \u6216 Codex\uff0c\u7528\u81ea\u7136\u8a9e\u8a00\u63cf\u8ff0\u9700\u6c42\uff0c\u8b93 AI \u81ea\u5df1\u8b80 code\u3001\u505a\u8a2d\u8a08\u3001\u4fee\u6539\u6a94\u6848\u3001\u8dd1\u6e2c\u8a66\u3001\u958b PR\u3002\u9019\u7a2e\u65b9\u5f0f\u5f88\u723d\uff0c\u6211\u4e5f\u8a66\u904e\uff0c\u4f46\u5f8c\u4f86\u6211\u653e\u68c4\u8b93\u540c\u4e00\u500b agent \u540c\u6642\u8ca0\u8cac\u6240\u6709\u4e8b\u60c5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u554f\u984c\u901a\u5e38\u4e0d\u5728\u65bc\u5b83\u5beb\u7684 code \u80fd\u4e0d\u80fd\u8dd1\u3002\u591a\u6578\u6642\u5019\u53ef\u4ee5\u3002\u771f\u6b63\u9ebb\u7169\u7684\u662f\uff0c\u4f60\u4e0d\u77e5\u9053\u5b83\u6709\u6c92\u6709\u7406\u89e3\u9019\u6b21\u4fee\u6539\u6d89\u53ca\u7684\u6a21\u7d44 contract\uff0c\u6709\u6c92\u6709\u5ffd\u7565\u67d0\u689d\u96b1\u542b\u8cc7\u6599\u6d41\uff0c\u9078\u7684\u65b9\u6848\u662f\u4e0d\u662f\u8d85\u51fa\u7522\u54c1\u771f\u6b63\u9700\u8981\u7684\u7bc4\u570d\u3002\u66f4\u9ebb\u7169\u7684\u662f\uff0c\u5b83\u5beb\u7684\u6e2c\u8a66\u53ef\u80fd\u53ea\u662f\u9a57\u8b49\u81ea\u5df1\u5c0d\u9700\u6c42\u7684\u7406\u89e3\uff0c\u800c\u4e0d\u662f\u9a57\u8b49\u9700\u6c42\u672c\u8eab\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u55ae\u4e00 agent \u540c\u6642\u626e\u6f14 architect\u3001PM\u3001developer \u548c reviewer\uff0c\u610f\u5473\u8457\u5b83\u4e0d\u53ea\u8981\u7406\u89e3 codebase\uff0c\u9084\u8981\u8a18\u5f97\u7522\u54c1\u9700\u6c42\u3001\u6e2c\u8a66\u65b9\u5f0f\u3001PR \u898f\u5247\u3001\u90e8\u7f72\u9650\u5236\u548c\u5404\u7a2e\u96b1\u542b\u7d04\u5b9a\u3002Context \u4e00\u5927\uff0c\u91cd\u8981\u8a0a\u606f\u5c31\u5f88\u5bb9\u6613\u88ab\u57cb\u6389\u3002\u6700\u5f8c\u4eba\u985e\u9084\u662f\u4e0d\u6562\u4e0d\u9010\u884c\u770b\uff0c\u7b49\u65bc coding agent \u52a0\u5feb\u4e86\u8f38\u51fa\u901f\u5ea6\uff0c\u537b\u6c92\u6709\u771f\u6b63\u964d\u4f4e\u7406\u89e3\u548c\u9a57\u8b49\u6210\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4eba\u6703\u8aaa\uff0c\u9019\u53ef\u4ee5\u7528 sub-agent \u89e3\u6c7a\u3002\u628a\u5927\u4efb\u52d9\u62c6\u6210\u5c0f\u4efb\u52d9\uff0c\u4ea4\u7d66\u4e0d\u540c sub-agent\uff0c\u5404\u81ea\u53ea\u8b80\u4e00\u90e8\u5206 context\uff0c\u7576\u7136\u6bd4\u4e00\u500b agent \u5f9e\u982d\u625b\u5230\u5c3e\u597d\u3002\u4f46\u6211\u89ba\u5f97\u9019\u9084\u4e0d\u7b97\u771f\u6b63\u7684\u8cac\u4efb\u5206\u96e2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u9762\uff0c\u55ae\u4e00 coding-agent \u5e73\u53f0\u5167\u5efa\u7684 sub-agent\uff0c\u901a\u5e38\u4ecd\u53d7\u9650\u65bc\u540c\u4e00\u4f9b\u61c9\u5546\u63d0\u4f9b\u7684\u6a21\u578b\u9078\u9805\u3002\u5c31\u7b97\u8a2d\u5b9a\u4e0d\u540c\uff0c\u5b83\u5011\u7684\u932f\u8aa4\u6a21\u5f0f\u4ecd\u53ef\u80fd\u9ad8\u5ea6\u76f8\u95dc\u3002\u9019\u4e0d\u662f\u8aaa\u540c\u4e00\u5bb6\u65cf\u7684\u6a21\u578b\u4e00\u5b9a\u6703\u72af\u4e00\u6a21\u4e00\u6a23\u7684\u932f\uff0c\u800c\u662f\u591a\u500b sub-agent \u5f97\u51fa\u4e00\u81f4\u7d50\u8ad6\uff0c\u4e0d\u80fd\u76f4\u63a5\u8996\u70ba\u7368\u7acb\u9a57\u8b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u65b9\u9762\uff0c\u5373\u4f7f\u5de5\u5177\u6709\u4fdd\u7559 sub-agent \u7684\u57f7\u884c\u7d00\u9304\uff0c\u90a3\u4e9b\u5167\u5bb9\u901a\u5e38\u9084\u662f\u67d0\u6b21 session \u88e1\u7684\u5c0d\u8a71\u3002\u771f\u6b63\u51fa\u554f\u984c\u6642\uff0c\u6211\u9700\u8981\u7684\u4e0d\u662f\u5e7e\u842c\u5b57 transcript\uff0c\u800c\u662f\u80fd\u5feb\u901f\u56de\u982d\u770b\u61c2\uff1a\u7576\u521d\u5224\u65b7\u7684 root cause \u662f\u4ec0\u9ebc\u3001\u70ba\u4ec0\u9ebc\u9078\u9019\u500b\u65b9\u6848\u3001\u54ea\u4e9b\u66ff\u4ee3\u65b9\u6848\u88ab\u653e\u68c4\u3001\u9a57\u6536\u689d\u4ef6\u662f\u4ec0\u9ebc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u6211\u7684\u505a\u6cd5\u4e0d\u662f\u8b93 agent \u5f7c\u6b64\u4e00\u76f4\u804a\u5929\uff0c\u800c\u662f\u8981\u6c42\u5b83\u5011\u628a\u7d50\u8ad6\u5beb\u9032 ticket\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e0d\u662f agent \u8ddf agent \u5c0d\u8a71\uff0c\u662f agent \u8ddf\u7968\u5c0d\u8a71\u3002\u6211\u8aaa\u554a\uff0c\u6703\u8b70\u90fd\u6709\u7d00\u8981\uff0c\u7e3d\u4e0d\u80fd\u7d14\u5c0d\u8a71\u804a\u5929\uff0c\u7136\u5f8c\u660e\u5929\u5c31\u5fd8\u5149\u5149\u4e86\u5427\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8212;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI\u964d\u4f4e\u4e86\u6210\u672c&#8230; \u4ee5\u6975\u4f4e\u7684\u85aa\u6c34\u5e6b\u4f60\u627e\u968a\u53cb<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u300c\u963f\u4e0d\u5c31AI Agent\u4e0d\u9069\u7528\u52de\u57fa\u6cd5\u300d &#8212; \u67d0\u6b21AI\u5c0d\u8a71\u7684\u5410\u69fd&#8230; \u6211\u5bb6Hermes\u88ab\u6211\u990a\u5f97\u602a\u602a\u7684<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\u6211\u7684\u6d41\u7a0b\u6709\u5e7e\u500b\u660e\u78ba\u89d2\u8272\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-verse\">\u6211\uff08Rayer\uff09\n  \u2195 \u8a0e\u8ad6\u7522\u54c1\u65b9\u5411\u3001\u67b6\u69cb\u8207 priority\nHermes\uff08TPM + Orchestrator\uff09\n  \u2195 \u5206\u6790\u554f\u984c\u3001\u6574\u7406 spec\u3001\u958b\u7968\u3001dispatch\nCoding Agent\uff08Codex \/ Grok Build\uff09\n  \u2195 \u8b80 spec\u3001\u5217 plan\u3001\u5beb\u6e2c\u8a66\u3001\u5be6\u4f5c\u3001\u958b PR\nYouTrack + Git repository\n  \u2195 \u4fdd\u5b58\u4efb\u52d9 context\u3001\u9577\u671f\u898f\u5247\u8207\u57f7\u884c\u7d00\u9304\n<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">PR review \u968e\u6bb5\uff0c\u6211\u901a\u5e38\u9084\u6703\u518d\u627e\u53e6\u4e00\u500b\u6a21\u578b\u5bb6\u65cf\u7684 build agent\u4f86\u7576\u5403\u74dc\u7fa4\u773eReviewer\uff0c\u63d0\u4f9b\u4e00\u500b\u6bd4\u8f03\u7368\u7acb\u7684\u89c0\u9ede\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u7684\u5de5\u4f5c\u4e0d\u662f\u6bcf\u6b21\u90fd\u9010\u884c review \u6240\u6709 code\uff0c\u800c\u662f\u5b88\u4f4f\u7522\u54c1\u65b9\u5411\u3001\u67b6\u69cb\u908a\u754c\u548c\u9ad8\u98a8\u96aa\u5340\u57df\u3002\u5c0f\u7bc4\u570d UI \u8abf\u6574\u6216\u5c40\u90e8\u7d14\u51fd\u6578\uff0c\u6211\u4e3b\u8981\u770b\u65b9\u5411\u3001\u6e2c\u8a66\u548c\u8f38\u51fa\uff1b\u8de8\u6a21\u7d44\u884c\u70ba\u8981\u770b contract \u548c side effect\uff1bauth\u3001\u6b0a\u9650\u3001\u8cc7\u6599\u9077\u79fb\u3001infra \u9019\u7a2e\u6771\u897f\uff0c\u6211\u9084\u662f\u6703\u6df1\u5165\u770b\u3002\u8cac\u4efb\u5206\u96e2\u4e0d\u662f\u8b93\u4eba\u985e\u4e0d review\uff0c\u800c\u662f\u8b93\u4eba\u985e\u628a\u6ce8\u610f\u529b\u7528\u5728\u771f\u6b63\u5371\u96aa\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hermes \u626e\u6f14\u7684 TPM \u4e5f\u4e0d\u662f\u50b3\u7d71\u4e0a\u53ea\u6574\u7406\u9700\u6c42\u7684 PM\u3002\u5b83\u5fc5\u9808\u80fd\u8b80 codebase\u3001\u5b9a\u4f4d\u554f\u984c\u3001\u7406\u89e3\u8de8\u6a21\u7d44\u5f71\u97ff\uff0c\u4e26\u628a\u554f\u984c\u6574\u7406\u6210 coding agent \u80fd\u57f7\u884c\u7684 ticket\u3002\u5b83\u4e0d\u9700\u8981\u89aa\u81ea\u5beb production code\uff0c\u4f46\u81f3\u5c11\u8981\u5148\u56de\u7b54\uff1aroot cause \u662f\u4ec0\u9ebc\u3001\u5728\u54ea\u500b\u6a94\u6848\u548c\u51fd\u6578\u767c\u751f\u3001\u4ec0\u9ebc\u689d\u4ef6\u6703\u89f8\u767c\u3001fix 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class=\"wp-block-paragraph\">\u7b2c\u4e00\u773c\u770b\u8d77\u4f86\u5f88\u50cf auth token \u904e\u671f\u3002\u4f46 TPM \u5f8c\u4f86\u62c6\u51fa\u4e86\u5169\u500b\u5f7c\u6b64\u7368\u7acb\u7684 root cause\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5c31\u50cf\u5929\u82b1\u677f\u6f0f\u6c34\u3002\u4f60\u4ee5\u70ba\u53ea\u6709\u6a13\u4e0a\u6c34\u7ba1\u88c2\u4e86\uff0c\u4fee\u5b8c\u537b\u9084\u662f\u6f0f\uff0c\u56e0\u70ba\u6392\u6c34\u5b54\u540c\u6642\u4e5f\u5835\u4f4f\u3002\u5169\u500b\u554f\u984c\u5404\u81ea\u7368\u7acb\uff0c\u4f46\u6700\u5f8c\u5448\u73fe\u7684\u662f\u540c\u4e00\u500b\u75c7\u72c0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u500b root cause \u5728 API \u5c64\uff1atoken refresh \u5931\u6557\u6642\uff0c\u4e0d\u7ba1\u539f\u56e0\u662f\u7db2\u8def\u77ac\u65b7\u3001cookie \u904e\u671f\u9084\u662f\u5f8c\u7aef 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refresh\u300d\uff0c\u800c\u662f\u628a\u5169\u689d\u8def\u5f91\u62c6\u958b\uff0c\u8aaa\u6e05\u695a\u5404\u81ea\u5728\u54ea\u88e1\u767c\u751f\u3001\u89f8\u767c\u689d\u4ef6\u662f\u4ec0\u9ebc\u3001\u54ea\u4e9b\u932f\u8aa4\u61c9\u8a72\u767b\u51fa\u3001\u54ea\u4e9b\u4e0d\u61c9\u8a72\uff0c\u4ee5\u53ca\u6bcf\u4e00\u689d\u8def\u5f91\u8981\u600e\u9ebc\u9a57\u8b49\u3002Coding agent \u4e0d\u9700\u8981\u91cd\u65b0\u63a8\u5c0e\u6574\u500b auth flow \u7684\u6b77\u53f2\uff0c\u4f46\u4ecd\u7136\u8981\u7406\u89e3\u9019\u6b21\u4fee\u6539\u6d89\u53ca\u7684 contract\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8212;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Coding Agent \u5c08\u5fc3\u505a\u500b\u7121\u60c5\u7684\u5bebcode\u6a5f\u5668<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">&#8230;\u50cf\u6975\u4e86\u611b\u60c5\uff0c\u4e0d\u5c0d\uff0c\u50cf\u6975\u4e86\u6211\u90a3\u52a0\u73ed\u5bebCode\u7684\u540c\u4e8b<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u7684 coding agent \u6703\u5b89\u88dd <a href=\"https:\/\/github.com\/obra\/superpowers\">Superpowers<\/a>\u3002\u672c\u6587\u5beb\u7684\u662f\u6211\u7576\u6642\u4f7f\u7528\u7684 v6 \u6d41\u7a0b\uff0c\u5927\u81f4\u662f\u5148\u8b80 ticket \u548c repo instructions\uff0c\u5217 implementation plan\uff0c\u6839\u64da acceptance criteria \u5beb\u6e2c\u8a66\uff0c\u518d\u5be6\u4f5c\u3001\u8dd1\u6e2c\u8a66\u3001\u958b PR\uff0c\u6700\u5f8c\u628a PR link\u3001\u6e2c\u8a66\u7d50\u679c\u548c concern \u5beb\u56de ticket\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u88e1\u7684\u91cd\u9ede\u4e0d\u662f\u8b93 coding agent \u8b8a\u7b28\uff0c\u800c\u662f\u628a\u5b83\u7684\u80fd\u529b\u96c6\u4e2d\u5728\u4e00\u500b\u53d7\u63a7\u7bc4\u570d\u5167\u3002\u6bcf\u5f35\u7968 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code\uff0c\u5f88\u5bb9\u6613\u8b93\u4eba\u89ba\u5f97\u5de5\u7a0b\u5e2b\u53ea\u5269\u4e0b\u6309\u6309\u9215\u548c\u770b PR\u3002\u4f46\u7ffb\u4e00\u4e0b ticket \u5c31\u6703\u767c\u73fe\uff0c\u5f88\u591a\u95dc\u9375\u6c7a\u5b9a\u90fd\u662f LLM \u63d0\u51fa\u65b9\u6848\uff0c\u6211\u5426\u6c7a\uff0c\u6700\u5f8c\u63db\u6210\u66f4\u7c21\u55ae\u7684\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\u767b\u5165\u6a5f\u5236\u3002LLM \u4e00\u958b\u59cb\u63d0\u8b70\u7528 NextAuth\u3002\u9019\u5176\u5be6\u662f\u5408\u7406\u65b9\u6848\uff0c\u529f\u80fd\u5b8c\u6574\uff0c\u652f\u63f4 OAuth\u3001session management \u548c CSRF protection\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u6211\u5426\u6c7a\u4e86\u3002\u6709\u5fc5\u8981\u73fe\u5728\u641e\u9019\u584a\u55ce\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u500b\u525b\u8d77\u6b65\u7684 side project\uff0c\u7576\u6642\u4e0d\u9700\u8981 GitHub \u6216 Google OAuth\uff0c\u4e5f\u4e0d\u9700\u8981\u5b8c\u6574\u7684 session abstraction\u3002\u6211\u771f\u6b63\u9700\u8981\u7684\u53ea\u662f email + password\uff0c\u767b\u5165\u5f8c\u62ff JWT\uff0c\u653e\u9032 httpOnly cookie\u3002\u7576\u7136\uff0c\u6211\u4e5f\u5f97\u5148\u5fcd\u4f4f\u300c\u6211\u5011\u5f04\u500bSign in with Apple\u5427\uff5e\u300d\u9019\u7a2e\u4e0d\u5207\u5be6\u969b\u7684\u885d\u52d5&#8230;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\u6211\u5011\u780d\u6389 NextAuth\uff0c\u6539\u6210\u4e00\u500b login page \u76f4\u63a5\u547c\u53eb BFF \u7684 <code>\/auth\/login<\/code>\u3002\u5c11\u4e86\u6578\u767e\u884c\u7a0b\u5f0f\u78bc\u3001\u5c11\u4e00\u500b dependency\uff0c\u4e5f\u5c11\u4e86\u4e00\u6574\u5957\u7576\u4e0b\u4e0d\u9700\u8981\u7684 abstraction\u3002NextAuth \u4e0d\u662f\u4e0d\u597d\uff0c\u53ea\u662f\u5b83\u4e0d\u503c\u5f97\u51fa\u73fe\u5728\u90a3\u500b\u6642\u9593\u9ede\u7684 scope \u88e1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u500b\u4f8b\u5b50\u662f\u9996\u9801\u641c\u5c0b\u5efa\u8b70\u3002LLM \u770b\u5b8c\u524d\u7aef\u5f8c\u63d0\u8b70\uff0c\u5728\u641c\u5c0b\u6846\u4e0b\u9762\u653e\u5e7e\u500b\u7bc4\u4f8b chip\uff0c\u4f8b\u5982\u300c\u6a5f\u5668\u5b78\u7fd2\u300d\u300c\u89aa\u5b50\u666f\u9ede\u300d\u300cRAG\u300d\u3002\u9019\u4e5f\u662f\u5f88\u5e38\u898b\u7684\u7522\u54c1\u8a2d\u8a08\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46 LLM Wiki \u4e0d\u662f\u901a\u7528\u641c\u5c0b\u5f15\u64ce\uff0c\u6bcf\u500b\u5c08\u6848\u7684\u5167\u5bb9\u5b8c\u5168\u4e0d\u540c\u3002\u5728\u751f\u6d3b\u7b46\u8a18\u88e1\u653e\u300c\u6a5f\u5668\u5b78\u7fd2\u300d\u9019\u500b\u641c\u5c0b\u5efa\u8b70\uff0c\u9019\u8ddf\u4f60\u5230\u9910\u5ef3\u9580\u53e3\uff0c\u9580\u53e3\u670d\u52d9\u751f\u554f\u4f60\u8981\u4f11\u606f\u9084\u662f\u4f4f\u5bbf\u4e00\u6a23\u4ee4\u4eba\u5c37\u5c2c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u529f\u80fd\u986f\u7136\u8981\u5f9e\u9577\u8a08\u8b70\uff0cYouTrack\u4e0a\u7684\u7968\u4e1f\u5230\u4e4b\u5f8c\u7684\u7248\u672c\u8a0e\u8ad6\u600e\u9ebc\u5be6\u4f5c\u3002\u672a\u4f86\u6bd4\u8f03\u5408\u7406\u7684\u65b9\u5411\uff0c\u662f\u8b93 worker \u5f9e\u5c08\u6848\u5be6\u969b\u5167\u5bb9\u88e1\u62bd\u51fa\u4e09\u5230\u4e94\u500b suggested queries\u3002\u4e0d\u662f\u300c\u6211\u5011\u731c\u4f60\u60f3\u641c\u4ec0\u9ebc\u300d\uff0c\u800c\u662f\u300c\u4f60\u7684\u8cc7\u6599\u88e1\u6709\u4ec0\u9ebc\u503c\u5f97\u554f\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u985e\u6c7a\u5b9a\u4e0d\u662f\u55ae\u7d14\u7684\u6280\u8853\u80fd\u529b\u554f\u984c\u3002LLM \u5f88\u64c5\u9577\u5728\u7d66\u5b9a\u9700\u6c42\u5f8c\u5217\u51fa\u53ef\u884c\u65b9\u6848\uff0c\u4f46\u5de5\u7a0b\u5e2b\u771f\u6b63\u96e3\u4ee5\u53d6\u4ee3\u7684\u5730\u65b9\uff0c\u662f\u5224\u65b7\u9019\u4ef6\u4e8b\u503c\u4e0d\u503c\u5f97\u505a\u3001\u73fe\u5728\u5c31\u9700\u8981\u55ce\u3001\u9019\u500b abstraction \u662f\u5426\u8d85\u51fa\u7522\u54c1\u898f\u6a21\u3001\u5c11\u505a\u4e00\u9ede\u662f\u4e0d\u662f\u53cd\u800c\u66f4\u5b89\u5168\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u6211\u8aaa coding agent \u4e0d\u9700\u8981\u5305\u8fa6\u6240\u6709\u6c7a\u7b56\uff0c\u4e0d\u662f\u56e0\u70ba AI \u4e0d\u91cd\u8981\uff0c\u800c\u662f\u8070\u660e\u4e0d\u61c9\u8a72\u5168\u90e8\u5806\u5728\u57f7\u884c\u7aef\u3002\u600e\u9ebc\u505a\u662f\u4e00\u7a2e\u80fd\u529b\uff0c\u503c\u4e0d\u503c\u5f97\u505a\u5247\u662f\u53e6\u4e00\u7a2e\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8212;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI \u662f\u80fd\u529b\u653e\u5927\u5668\uff0c\u4f46\u4e0d\u6703\u66ff\u4f60\u9577\u51fa\u7d93\u9a57<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528 prompt \u505a\u51fa\u4e00\u500b\u80fd\u52d5\u7684 demo\uff0c\u73fe\u5728\u4e26\u4e0d\u96e3\u3002\u96e3\u7684\u662f demo \u4e4b\u5f8c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLM Wiki Cloud \u7684\u6bcf\u500b concept \u90fd\u9700\u8981 URL\u3002\u6700\u76f4\u89ba\u7684\u505a\u6cd5\uff0c\u662f\u76f4\u63a5\u7528\u6a94\u540d\u7576 slug\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>\/concepts\/\u53f0\u5317\u9069\u5408\u5de5\u4f5c\u7684\u5496\u5561\u5ef3<br><\/strong><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u770b\u8d77\u4f86\u5f88\u4e7e\u6de8\uff0c\u4f46\u6a94\u6848\u4e00\u6539\u540d\uff0c\u5916\u90e8\u9023\u7d50\u3001\u66f8\u7c64\u548c\u5f15\u7528\u5c31\u53ef\u80fd\u5931\u6548\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u500b\u6975\u7aef\u662f\u53ea\u7528 ID\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>\/concepts\/3f7a2b1c<br><\/strong><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u6bd4\u8f03\u7a69\u5b9a\uff0c\u4f46\u5b8c\u5168\u4e0d\u53ef\u8b80\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\u63a1\u7528\u7684\u683c\u5f0f\u662f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>\/concepts\/{id}-{slug}<br><\/strong><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7a69\u5b9a ID \u8ca0\u8cac\u8b58\u5225 concept\uff0cslug \u53ea\u8ca0\u8cac\u53ef\u8b80\u6027\u3002Routing \u6642\u4ee5 ID \u70ba\u4e3b\uff0c\u820a slug \u4ecd\u7136\u53ef\u4ee5\u88ab\u89e3\u6790\uff0c\u518d\u91cd\u65b0\u5c0e\u5411\u76ee\u524d\u7684 canonical URL\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u771f\u6b63\u8b93 URL \u7a69\u5b9a\u7684\uff0c\u4e0d\u662f ID \u9577\u5f97\u50cf 12-hex\uff0c\u800c\u662f\u6301\u4e45\u5316\u7684 identity mapping \u548c backward-compatible routing policy\u3002\u53ea\u8981 ID mapping \u4e0d\u8b8a\uff0c\u6a94\u6848\u6539\u540d\u5f8c\uff0c\u820a URL \u9084\u662f\u53ef\u4ee5\u5c0e\u5411\u65b0 URL\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u70ba\u4e86\u505a\u51fa\u9019\u500b\u770b\u8d77\u4f86\u5f88\u7c21\u55ae\u7684\u6c7a\u5b9a\uff0c\u6211\u5011\u958b\u4e86\u4e00\u5f35 spike ticket\uff0c\u8b93 agent \u53bb\u8b80 OLW \u7d04 2476 \u884c\u7684 Python \u539f\u59cb\u78bc\uff0c\u78ba\u8a8d slug \u5728\u54ea\u500b\u968e\u6bb5\u751f\u6210\u3001\u662f\u5426\u552f\u4e00\u3001\u662f\u5426\u7a69\u5b9a\uff1b\u63a5\u8457\u8a0e\u8ad6 URL schema\u3001ID \u898f\u5247\u548c slug \u66f4\u65b0\u7b56\u7565\uff0c\u6700\u5f8c\u518d\u5be6\u4f5c <code>rebuild-index<\/code>\uff0c\u7dad\u8b77 <code>id_map.json<\/code>\uff0c\u4e26\u8655\u7406 concurrent rebuild \u548c GCS \u66f4\u65b0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u53ef\u4ee5\u5e6b\u4f60\u5206\u6790\u539f\u59cb\u78bc\uff0c\u4e5f\u53ef\u4ee5\u5e6b\u4f60\u628a rebuild-index \u5beb\u51fa\u4f86\uff0c\u4f46\u5b83\u4e0d\u4e00\u5b9a\u6703\u4e3b\u52d5\u63d0\u9192\u4f60\uff1a\u5982\u679c\u7522\u54c1\u6d3b\u5f97\u5920\u4e45\uff0c\u4f7f\u7528\u8005\u6703\u6536\u85cf\u9023\u7d50\uff0c\u6a94\u6848\u4e5f\u6703\u6539\u540d\uff0c\u6240\u4ee5 slug \u4e0d\u80fd\u540c\u6642\u62ff\u4f86\u7576 identity\u3002\u9019\u985e\u5224\u65b7\u901a\u5e38\u4f86\u81ea\u4f60\u4ee5\u524d\u771f\u7684\u88ab broken URL \u641e\u904e\uff0c\u4e5f\u53ef\u4ee5\u8b93\u4f60\u5728\u626e\u6f14\u9019\u500bAI Team Leader\u751a\u81f3Manager\u89d2\u8272\u6642\uff0c\u81ea\u6211\u6aa2\u8996\u4e00\u4e0b\u6709\u6c92\u6709\u9583\u904e\u300c\u5594\u9019\u500bslug\u6539id\u61c9\u8a72\u4e0d\u96e3\u5427\uff0c\u53eb\u5de5\u7a0b\u5e2b\u81ea\u5df1\u770b\u770b\u600e\u9ebc\u5f04\u300d\u9019\u5ff5\u982d\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u53ef\u4ee5\u653e\u5927\u4f60\u7684\u80fd\u529b\uff0c\u4f46\u4e0d\u6703\u81ea\u52d5\u88dc\u4e0a\u4f60\u6c92\u6709\u5efa\u7acb\u904e\u7684\u5de5\u7a0b\u76f4\u89ba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8212;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6a21\u578b\u500b\u6027\u4e0d\u540c\uff0c\u89d2\u8272\u63d0\u793a\u4e0d\u540c\uff0c\u813e\u6c23\u4e5f\u4e0d\u540c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 PR review \u968e\u6bb5\uff0c\u6211\u901a\u5e38\u6703\u518d\u627e\u4e00\u500b\u4e0d\u540c\u6a21\u578b\u5bb6\u65cf\u7684 build agent \u505a\u7368\u7acb\u5403\u74dc\u7fa4\u773e review\u3002\u5f8c\u4f86\u6211\u767c\u73fe\uff0c\u6700\u6709\u8cc7\u8a0a\u91cf\u7684\u4e0d\u662f\u54ea\u500b agent \u5ba3\u7a31\u81ea\u5df1\u5f88\u6709\u4fe1\u5fc3\uff0c\u800c\u662f\u4e0d\u540c\u89d2\u8272\u4e4b\u9593\u662f\u5426\u51fa\u73fe\u6b67\u7570\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c TPM \u8aaa OK\u3001coding agent \u8aaa OK\uff0c\u4f46 reviewer \u8aaa\u6709\u554f\u984c\uff0c\u901a\u5e38\u8868\u793a spec \u6216\u5be6\u4f5c\u6709\u6a21\u7cca\u5730\u5e36\uff0c\u6211\u5c31\u6703\u4ecb\u5165\u78ba\u8a8d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Reviewer \u6709\u6642\u4e5f\u6703\u63d0\u51fa\u6700\u5f8c\u8b49\u660e\u4e0d\u662f\u554f\u984c\u7684 concern\u3002\u9019\u6c92\u6709\u95dc\u4fc2\u3002\u53ea\u8981\u610f\u898b\u88ab\u5beb\u4e0b\u4f86\uff0c\u80fd\u548c spec\u3001code\u3001\u6e2c\u8a66\u7d50\u679c\u4e92\u76f8\u6bd4\u5c0d\uff0c\u8aa4\u6703\u901a\u5e38\u53ef\u4ee5\u91d0\u6e05\u3002\u9019\u500b\u6a5f\u5236\u4e0d\u8981\u6c42 reviewer \u6c38\u9060\u6b63\u78ba\uff0c\u53ea\u8981\u6c42\u5b83\u63d0\u4f9b\u8db3\u5920\u7368\u7acb\u7684\u89c0\u9ede\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u53cd\u904e\u4f86\uff0cTPM\u3001coding agent \u548c reviewer \u5168\u90e8\u8aaa 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