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修复 Quality gates 失败与演示初始化闭环（QA-036） - #2
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演示初始化使用真实候选审核、发布和版本化学习 API，保留中断恢复与人工变更保护。 提取公共 HTTP 事务适配及作业、目录、AI 用例服务，修复隐藏的端点依赖违规。 同步路由缓存与有效架构约束，保留权限、积分和历史语义，让前端契约完整执行后汇总失败。 补充行为回归；Windows 和 MySQL 全量证据由本提交的 Quality gates 确认。
归档质量检查修复，更新当前基线与演示恢复说明。 记录 788 项 SQLite 通过、88 份 Windows 前端契约以及五组远端 CI 的实际结果；保留原 18 项任务和历史失败。
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当前 main 的 Quality gates 有 17 项 SQLite 失败，前端还会在首个旧行数契约处提前退出。本 PR 修复实际初始化协议回归、被遮蔽的依赖边界和缓存问题，恢复完整检查。
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752c597的 Quality gates 运行 35266779874 五组全部通过：本机后端全量同为 800 项、788 通过、12 跳过；浏览器另验证 9 个视口场景、105 项报告检查。AI 使用隔离传输测试，没有调用真实模型。
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2b39372只补录 01—04：393 处本地引用、科学模型说明与旧实验保护契约通过，原 18 项未完成任务逐字保留。实际证据与旧失败分别记录在 doc/03，未分配产品发布号。