{"id":"e8955bfe-b8e8-4774-b54f-5b24371405d4","slug":"clawhub-kokxi-qa-shift-right","name":"qa-shift-right","description":"当功能已经上线了但还担心线上质量、或者需要设计灰度发布后的验证方案时使用此技能。通过生产监控（APM/日志/用户反馈）、线上巡检拨测、A/B 验证和混沌工程将测试延伸到生产环境。不要把上线当成终点——用户在生产环境的使用方式是永远测不全的。输出右移验证方案（灰度监控指标 + 拨测用例 + 告警阈值 + 回滚触发条件）。 触发场景：测试右移、生产验证、灰度监控、混沌工程、线上灰度验证、上线后验证、需要规划线上监控与回滚策略时。 Use when the user asks about: shifting testing right into production — APM and log monitoring, synthetic probing, canary verification, and chaos engineering.","capabilities":[],"protocols":["OPENCLAW"],"safetyScore":84,"overallRank":62,"trustScore":null,"trust":null,"source":"CLAWHUB","updatedAt":"2026-10-11T08:19:01.510Z"}