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- ai_avatar_cover_service: COVER_POLL_INTERVAL=2s × COVER_MAX_POLL_ATTEMPTS=30 (最长 60s)，适配合成视频(叠加B-roll/标题)较大的下载+抽帧耗时
- ai_avatar_render_service: execute_render 完成后停留在 completed 状态不再自动入库成片库；新增 _persist_to_library(cover_url 可选覆盖) 与 finalize_job(job_id, user_id, cover_url?) 方法，供用户点「完成」时显式入库，幂等（通过 generation_task_id=render_job_id 判重）
- 路由: 新增 POST /{job_id}/finalize 接口，含 404/400/幂等/异常分支
- Schema: 新增 FinalizeRenderResponse
- 前端:
- aiAvatar.ts 新增 finalizeRenderJob API
- PanelCoverAndGenerate 拆分 variant=setup(主页面配置+生成按钮，不含封面区) 与 select-cover(弹窗内封面选择)；新增 onClose/onCoverSelected props，智能/上传成功后回调通知父组件
- 新建 ModalCoverSelect 弹窗组件
- AiAvatarPage: render 完成后不再自动跳转/generated，而是停留在主页面显示封面预览+「🎬选择封面」「✅完成」按钮；弹窗内选封面、点「完成」才调 finalize 入库并跳转到成片库
- 单元测试: 更新原有 execute_render 自动入库测试为不入库断言，新增 finalize_job 入库/幂等/状态校验 3 个测试