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/memoir/chapter_evidence_snapshot.py

@@ -195,7 +195,9 @@ def refresh_chapter_evidence_snapshot_sync(session: Session, chapter_id: str) ->
         chapter_id=str(ch.id),
         user_id=str(ch.user_id),
         version_no=next_v,
-        schema_version=int(payload.get("schema_version") or EVIDENCE_SNAPSHOT_SCHEMA_VERSION),
+        schema_version=int(
+            payload.get("schema_version") or EVIDENCE_SNAPSHOT_SCHEMA_VERSION
+        ),
         segment_ids=list(payload.get("segment_ids") or []),
         conversation_ids=list(payload.get("conversation_ids") or []),
         story_ids=list(payload.get("story_ids") or []),
@@ -209,7 +211,9 @@ def refresh_chapter_evidence_snapshot_sync(session: Session, chapter_id: str) ->
     )
     session.add(snap)
     session.flush()
-    _replace_chapter_evidence_links_sync(session, chapter_id=str(ch.id), payload=payload)
+    _replace_chapter_evidence_links_sync(
+        session, chapter_id=str(ch.id), payload=payload
+    )
     ch.current_evidence_snapshot_id = snap.id
     ch.evidence_bundle_json = payload
     if payload.get("message_lineage_json") is not None: