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\u81ea\u52a8\u5316\u89e6\u53d1\uff1a\u5faa\u73af\u7684\u5fc3\u8df3<\/h4>\n<p>\u81ea\u52a8\u5316\u5c31\u662f\u5b9a\u65f6\u3001\u6216\u8005\u6309\u4e8b\u4ef6\u89e6\u53d1\u5faa\u73af\u8fd0\u884c\uff0c\u4e0d\u7528\u4f60\u624b\u52a8\u542f\u52a8\u3002Claude Code\u91cc\u76f4\u63a5\u7528\/loop\u505a\u5b9a\u65f6\u3001\/goal\u5b9a\u7ec8\u6b62\u6761\u4ef6\uff0cCodex\u76f4\u63a5\u5728\u81ea\u52a8\u5316\u9762\u677f\u91cc\u914d\u7f6e\u5c31\u884c\u3002<\/p>\n<p>\u4e3e\u4e2a\u73b0\u6210\u7684\u4f8b\u5b50\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">&gt; \/loop 30m \/goal All tests in test\/auth pass and lint is clean.\r\n  Scan src\/auth for new failures, propose fixes in claude\/auth-fixes,\r\n  open draft PR when goal condition holds.\r\n\r\n\u25b2 Claude\r\n  CronCreate(*\/30 * * * * : auth quality loop)\r\n  Stop condition: tests pass + lint clean (verified by checker)\r\n\u2713 Scheduled. Will continue past intermediate completions\r\n  until \/goal condition is met by independent checker.<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><img data-dominant-color=\"f3eee5\" data-has-transparency=\"false\" style=\"--dominant-color: #f3eee5;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29539\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/019bdd00627b416c7c7813264d9f99a6064e7f.jpg\" width=\"1080\" height=\"1080\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/019bdd00627b416c7c7813264d9f99a6064e7f.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/019bdd00627b416c7c7813264d9f99a6064e7f-300x300.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/019bdd00627b416c7c7813264d9f99a6064e7f-1024x1024.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/019bdd00627b416c7c7813264d9f99a6064e7f-150x150.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/019bdd00627b416c7c7813264d9f99a6064e7f-768x768.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u8fd9\u91cc\u6700\u5173\u952e\u7684\u8bbe\u8ba1\u662f\uff0c\u628a\u7ec8\u6b62\u6761\u4ef6\u7684\u5224\u65ad\u4ea4\u7ed9\u72ec\u7acb\u7684\u5c0f\u6a21\u578b\uff0c\u4e0d\u8ba9\u5199\u4ee3\u7801\u7684\u6a21\u578b\u81ea\u5df1\u5224\u5bf9\u9519\uff0c\u907f\u514d\u81ea\u6211\u9676\u9189\u3002<\/p>\n<h4>2. \u5de5\u4f5c\u6811\uff1a\u907f\u514d\u591a\u4efb\u52a1\u6587\u4ef6\u51b2\u7a81<\/h4>\n<p>\u53ea\u8981\u540c\u65f6\u8dd1\u591a\u4e2a\u4ee3\u7406\uff0c\u4e00\u5b9a\u4f1a\u51fa\u73b0\u4e24\u4e2a\u4ee3\u7406\u6539\u540c\u4e00\u4e2a\u6587\u4ef6\u7684\u95ee\u9898\uff0c\u548c\u4e24\u4e2a\u5de5\u7a0b\u5e08\u540c\u65f6\u6539\u540c\u4e00\u884c\u4ee3\u7801\u6ca1\u533a\u522b\u3002\u7528git\u5de5\u4f5c\u6811\u5c31\u80fd\u89e3\u51b3\uff0c\u6bcf\u4e2a\u4ee3\u7406\u6709\u81ea\u5df1\u72ec\u7acb\u7684\u5de5\u4f5c\u76ee\u5f55\uff0c\u5171\u4eab\u540c\u4e00\u4e2a\u4ed3\u5e93\u5386\u53f2\uff0c\u6539\u4e1c\u897f\u78b0\u4e0d\u5230\u4e00\u8d77\u3002<\/p>\n<p>Codex\u5df2\u7ecf\u5185\u7f6e\u4e86\u8fd9\u4e2a\u80fd\u529b\uff0cClaude Code\u76f4\u63a5\u5f00\u653e\u4e86git\u5de5\u4f5c\u6811\u63a5\u53e3\uff0c\u52a0\u53c2\u6570\u5c31\u80fd\u7ed9\u6bcf\u4e2a\u5b50\u4ee3\u7406\u5f00\u72ec\u7acb\u7684\u9694\u79bb\u7a7a\u95f4\u3002<\/p>\n<p>\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5de5\u4f5c\u6811\u89e3\u51b3\u7684\u662f\u673a\u68b0\u51b2\u7a81\uff0c\u4f60\u7684\u8bc4\u5ba1\u5e26\u5bbd\u624d\u662f\u5e76\u884c\u6570\u91cf\u7684\u4e0a\u9650\uff0c\u5de5\u5177\u89e3\u51b3\u4e0d\u4e86\u4eba\u7684\u4ea7\u80fd\u95ee\u9898\u3002<\/p>\n<h4>3. Skills\uff1a\u9879\u76ee\u77e5\u8bc6\u5199\u4e00\u6b21\uff0c\u5faa\u73af\u6bcf\u6b21\u90fd\u80fd\u7528<\/h4>\n<p>\u4e0d\u7528\u6bcf\u6b21\u8dd1\u5faa\u73af\u90fd\u91cd\u65b0\u7ed9AI\u8bb2\u4e00\u904d\u9879\u76ee\u89c4\u5219\uff0c\u628a\u9879\u76ee\u7ea6\u5b9a\u3001\u6784\u5efa\u6b65\u9aa4\u3001\u7981\u5fcc\u90fd\u5199\u8fdbSKILL.md\u653e\u5728\u6587\u4ef6\u5939\u91cc\uff0c\u6bcf\u6b21\u8fd0\u884c\u90fd\u4f1a\u81ea\u52a8\u8bfb\u3002<\/p>\n<p>\u6ca1\u6709Skills\u7684\u5faa\u73af\uff0c\u6bcf\u6b21\u90fd\u8981\u4ece\u96f6\u63a8\u5bfc\u4e00\u904d\u9879\u76ee\u4e0a\u4e0b\u6587\uff0c\u6709\u4e86Skills\uff0c\u610f\u56fe\u624d\u80fd\u79ef\u7d2f\u4e0b\u6765\u3002\u4e00\u4e2a\u6210\u719f\u7684CI\u5206\u6d41Skill\u957f\u8fd9\u6837\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">name: ci-triage\r\ndescription: Classify CI failures by root cause (env, flake, real bug,\r\n  dependency, infra), draft fixes for the easy ones, escalate the rest.\r\n  Trigger whenever a workflow run fails or on the morning triage loop.\r\n---\r\n\r\n# CI triage skill\r\n\r\n## Classification rules\r\n- env: missing secret, wrong env var, infra not provisioned. # human\r\n- flake: passes on retry without code change. # retry once, then file\r\n- bug: deterministic failure tied to recent commit. # draft fix\r\n- dependency: failure tied to a version bump. # draft rollback\r\n- infra: timeout, OOM, runner issue. # escalate\r\n\r\n## Fix patterns\r\n- Auth tests \u2192 check src\/auth\/middleware first\r\n- Database tests \u2192 verify migration applied in CI env\r\n- E2E tests \u2192 check selectors against the latest UI snapshot\r\n\r\n## Never do\r\n- Disable failing tests \u2014 always file as escalation instead\r\n- Modify CI config without human approval\r\n- Touch src\/payments\/ or src\/billing\/ (in claude\/permissions.md)\r\n\r\n## State\r\nUpdate STATE.md after each run: file paths checked, classifications,\r\nPRs opened, items escalated.<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>4. 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height=\"720\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/e609c921437f72083d60183f8d7c99d82d77bd.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/e609c921437f72083d60183f8d7c99d82d77bd-300x200.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/e609c921437f72083d60183f8d7c99d82d77bd-1024x683.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/e609c921437f72083d60183f8d7c99d82d77bd-150x100.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/e609c921437f72083d60183f8d7c99d82d77bd-768x512.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<h4>5. \u5b50\u4ee3\u7406\uff1a\u8ba9\u5199\u4ee3\u7801\u7684\u548c\u67e5\u4ee3\u7801\u7684\u5206\u5f00<\/h4>\n<p>\u5faa\u73af\u91cc\u6700\u6709\u7528\u7684\u8bbe\u8ba1\u5c31\u662f\u62c6\u5206\uff1a\u8ba9\u4e00\u4e2a\u4ee3\u7406\u5199\u4ee3\u7801\uff0c\u53e6\u4e00\u4e2a\u4ee3\u7406\u505a\u9a8c\u8bc1\u3002\u5199\u4ee3\u7801\u7684\u6a21\u578b\u603b\u662f\u5bb9\u6613\u81ea\u6211\u611f\u52a8\uff0c\u89c9\u5f97\u81ea\u5df1\u5199\u7684\u5168\u5bf9\uff0c\u6362\u4e2a\u5e26\u4e0d\u540c\u6307\u4ee4\u7684\u6a21\u578b\uff0c\u66f4\u5bb9\u6613\u67e5\u51fa\u95ee\u9898\u3002<\/p>\n<p>\u8fd9\u4e2a\u5176\u5b9e\u5c31\u662fAnthropic\u57282024\u5e7412\u6708\u5c31\u63d0\u8fc7\u7684\u300c\u8bc4\u4f30\u8005-\u4f18\u5316\u8005\u6a21\u5f0f\u300d\uff0c\u53ea\u662f\u73b0\u5728\u6362\u4e86\u4e2a\u540d\u5b57\u6d41\u884c\u8d77\u6765\u3002<\/p>\n<p>\u4e0d\u7ba1\u662fCodex\u8fd8\u662fClaude Code\uff0c\u90fd\u652f\u6301\u81ea\u5b9a\u4e49\u5b50\u4ee3\u7406\uff0c\u5e38\u89c1\u62c6\u5206\u65b9\u5f0f\u5c31\u662f\uff1a\u4e00\u4e2a\u63a2\u7d22\u9700\u6c42\uff0c\u4e00\u4e2a\u5b9e\u73b0\uff0c\u4e00\u4e2a\u5bf9\u7167\u89c4\u683c\u9a8c\u8bc1\u3002<\/p>\n<p><img data-dominant-color=\"fcfcfb\" data-has-transparency=\"false\" style=\"--dominant-color: #fcfcfb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29541\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/93b0647989c7747ea68078e98c7c7405556071.jpg\" width=\"626\" height=\"260\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/93b0647989c7747ea68078e98c7c7405556071.jpg 626w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/93b0647989c7747ea68078e98c7c7405556071-300x125.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/06\/93b0647989c7747ea68078e98c7c7405556071-150x62.jpg 150w\" sizes=\"auto, (max-width: 626px) 100vw, 626px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<h3>\u907f\u5f00\u8fd9\u4e9b\u5751\uff0c\u5faa\u73af\u624d\u4e0d\u4f1a\u53d8\u6210token\u9ed1\u6d1e<\/h3>\n<p>\u8fc7\u4e86\u6d4b\u8bd5\uff0c\u642d\u5b8c\u6a21\u5757\uff0c\u8fd8\u8981\u6ce8\u610f\u51e0\u4e2a\u5e38\u89c1\u7684\u5931\u8d25\u6a21\u5f0f\uff0c\u4e00\u4e0d\u5c0f\u5fc3\u5c31\u70e7\u4e86\u4e00\u5806\u94b1\u8fd8\u6ca1\u4ea7\u51fa\u3002<\/p>\n<p>\u70e7\u5427\uff01Loop\u4e00\u5c0f\u65f6\u70e7\u4e861400\u7f8e\u5143\uff0cCursor 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class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\"># Loop state \u00b7 ci-triage\r\n\r\n## Last run\r\n2026-06-09 03:30 UTC \u00b7 7 failures classified, 3 fixes drafted, 4 escalated\r\n\r\n## In progress\r\n- claude\/fix-auth-token-refresh \u2014 tests passing locally, awaiting CI\r\n- claude\/fix-flaky-payment-webhook \u2014 retry pattern applied, monitoring\r\n\r\n## Completed today\r\n- claude\/bump-axios-1.7.4 \u2192 merged (CI green, deps loop verified)\r\n- claude\/lint-fix-pass-june-9 \u2192 merged\r\n\r\n## Escalated to humans\r\n- src\/billing\/refund.ts \u2014 tests failing in 3 ways, root cause unclear\r\n- ci\/staging-runner \u2014 infra timeouts, not a code issue\r\n\r\n## Lessons learned (write here, not in chat)\r\n- 2026-06-08: PowerShell hits TLS 1.2 issue on this Windows runner. Use bash.\r\n- 2026-06-07: tests\/e2e\/checkout requires Stripe webhook secret in env. Skip if missing.\r\n\r\n## Stop conditions met since last review\r\n- \/goal \"all tests pass + lint clean\" achieved on commit 3a7b8c1 at 02:14 UTC<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<\/ul>\n<div 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