feat:

1. 建立问题库大纲，对应每个人生阶段槽位
2. 鼓励使用更生活化的交流语言共情与总结
3. 降低评审模型可能发生截断的概率
4. 成稿质量维度强化情感表达和上下文连贯性

api/app/features/memory/service.py

@@ -21,7 +21,9 @@ from app.features.memory.repo import (
     set_memory_fact_status,
     update_chunk_embedding,
 )
-from app.features.conversation.lineage_schemas import primary_user_message_id_from_lineage
+from app.features.conversation.lineage_schemas import (
+    primary_user_message_id_from_lineage,
+)
 from app.features.memory.schemas import EvidenceBundle
 from app.ports.embedding import EmbeddingProvider
 
@@ -55,9 +57,7 @@ class MemoryService:
             raise ValueError("transcript cannot be empty")
 
         primary_mid = (
-            primary_user_message_id_from_lineage(lineage_json)
-            if lineage_json
-            else None
+            primary_user_message_id_from_lineage(lineage_json) if lineage_json else None
         )
         source = await create_source(
             self._db,