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- Vision prompt一次性返回 objects(详细)/person_count(0/1/2/3+)/text_content/caption 共8个字段 - parse_vision_response 解析 person_count(int清洗)/text_content(截断100字)，所有fallback补齐 - atom_clips: metadata 缺 scene_change_points 时自动调用 mediakit.detect_scene_changes 并写回metadata（失败降级均匀切片） - calculate_asset_quality 任务复用临时视频顺带做9类分类(AssetAnalyzer.classify)，写入 metadata.classification/classification_confidence，已有则幂等跳过 - smart_match 新增 category_match 维度(10%)，权重调整为 quality 28/duration 22/recency 12/unused 8/ai 20/category 10 = 100 - generation_tasks 通过 _CATEGORY_KEYWORDS 关键词映射从 script_tags 推断 expected_categories 并传入 smart_select_assets - 单测：新增 person_count/text_content/objects 解析、category_match 权重、分类命中排序；适配新权重到 test_smart_match/test_smart_match_integration - 2468 related tests pass
xiaoxia-saas API
结构
app/core/：配置与基础能力app/api/：路由组织app/schemas/：请求响应模型app/dependencies.py：依赖注入入口main.py：FastAPI 启动入口
当前可用接口
GET /api/healthGET /api/projects?workspace_id=...POST /api/projects