diff --git a/util/load_ddl_doc.py b/util/load_ddl_doc.py
index 0e4f79c..6a3c3f4 100644
--- a/util/load_ddl_doc.py
+++ b/util/load_ddl_doc.py
@@ -23,17 +23,15 @@ def add_documentation(vn: CustomVanna):
     for doc in list_documentions:
         vn.add_documentation(doc)
     dd=[]
-    dd.extend(q_and_a_dict.question_and_answer)
-    ##dd.extend(q_a_next.org_and_attend_q_a)
+    dd.extend(q_and_a_test1.question_and_answer)
+    dd.extend(q_a_next.org_and_attend_q_a)
     random.shuffle(dd)
-    for d in dd:
-        vn.add_question_sql(question=d['question'], sql=d['answer'])
-
+    # for d in dd:
+    #     vn.add_question_sql(question=d['question'], sql=d['answer'])
     for d in q_and_a_test1.question_and_answer:
         vn.add_question_sql(
             question=f"{d['question']} [分类:{d['category']}] [标签:{','.join(d['tags'])}]",
             sql=d['answer']
         )
-        # vn.add_question_sql(question=d['question'], sql=d['answer'])
 
 
diff --git a/util/q_a_next.py b/util/q_a_next.py
index bf43888..a2bf68c 100644
--- a/util/q_a_next.py
+++ b/util/q_a_next.py
@@ -20,7 +20,9 @@ org_and_attend_q_a = [
                   CONNECT BY PRIOR "id" = "parentid")
                   GROUP BY p."code", p."name"
                   ORDER BY "在林芝工作天数" DESC LIMIT 1000
-                  '''
+                  ''',
+        "tags": ["员工", "部门","考勤", "工作地", "区域", "天数"],
+        "category": "工作地考勤统计分析"
     }, {
         "question": "xx中心10月有哪些人迟到/早退",
         "answer": '''
@@ -39,7 +41,9 @@ org_and_attend_q_a = [
                   WITH "name" || "shortname" LIKE '%xx中心%' AND "dr"=0 AND "enable"=1 AND "code" LIKE '%CYJ%'
                   CONNECT BY PRIOR "id" = "parentid")
                   ORDER BY ps."date_value" DESC LIMIT 1000
-                  '''
+                  ''',
+        "tags": ["员工","部门", "考勤", "迟到","早退"],
+        "category": "考勤管理"
     },
     {
         "question": "xx中心10月有哪些人出差",
@@ -59,7 +63,9 @@ org_and_attend_q_a = [
                   WITH "name" || "shortname" LIKE '%xx中心%' AND "dr"=0 AND "enable"=1 AND "code" LIKE '%CYJ%'
                   CONNECT BY PRIOR "id" = "parentid")
                   ORDER BY ps."date_value" DESC LIMIT 1000
-                  '''
+                  ''',
+        "tags": ["员工", "部门", "考勤", "出差"],
+        "category": "考勤管理"
     },
     {
         "question": "xx中心10月有哪些人旷工",
@@ -79,7 +85,9 @@ org_and_attend_q_a = [
                   WITH "name" || "shortname" LIKE '%xx中心%' AND "dr"=0 AND "enable"=1 AND "code" LIKE '%CYJ%'
                   CONNECT BY PRIOR "id" = "parentid")
                   ORDER BY ps."date_value" DESC LIMIT 1000
-                  '''
+                  ''',
+        "tags": ["员工", "部门", "考勤", "矿工"],
+        "category": "考勤管理"
     },
     {
         "question": "xx中心10月有哪些人请假",
@@ -99,7 +107,9 @@ org_and_attend_q_a = [
                   WITH "name" || "shortname" LIKE '%xx中心%' AND "dr"=0 AND "enable"=1 AND "code" LIKE '%CYJ%'
                   CONNECT BY PRIOR "id" = "parentid")
                   ORDER BY ps."date_value" DESC LIMIT 1000
-                  '''
+                  ''',
+        "tags": ["员工", "部门", "考勤", "请假"],
+        "category": "考勤管理"
     },
     {
         "question": "xx中心，9月迟到次数多前三是哪几个员工",
@@ -120,7 +130,9 @@ org_and_attend_q_a = [
                   CONNECT BY PRIOR id = parentid)
                   GROUP BY p.name, p.code, o.name
                   ORDER BY "late_count" DESC LIMIT 3
-                  '''
+                  ''',
+        "tags": ["员工", "部门", "考勤", "迟到","次数","排行"],
+        "category": "考勤管理"
     }, {
         "question": "xx中心员工10月打卡记录查询",
         "answer": '''
@@ -152,9 +164,11 @@ org_and_attend_q_a = [
                          AND o2."enable" = 1
                   CONNECT BY PRIOR o2."id" = o2."parentid")
                   ORDER BY a."attendance_time" DESC LIMIT 1000
-                  '''
+                  ''',
+        "tags": ["员工", "部门","考勤", "打卡记录", "明细查询"],
+        "category": "考勤管理"
     }, {
- "question": "xx中心员工10月考勤查询",
+        "question": "xx中心员工10月考勤查询",
         "answer": '''
                   SELECT p."code"                 AS "工号",
                          p."name"                 AS "姓名",
@@ -181,10 +195,12 @@ org_and_attend_q_a = [
                   WITH ("name" LIKE '%xx中心%' OR "shortname" LIKE '%xx中心%') AND "enable" = 1 AND "dr" = 0 AND "code" LIKE '%CYJ%'
                   CONNECT BY PRIOR "id" = "parentid") AND ps."date_value" LIKE '2025-10%' AND ps."dr" = 0 AND p."dr" = 0
                   ORDER BY ps."date_value" DESC LIMIT 1000
-                  '''
+                  ''',
+        "tags": ["员工", "部门", "考勤状态", "明细查询"],
+        "category": "考勤管理"
     },{
         "question": "10月迟到人数最多的部门",
-               "answer": '''
+        "answer": '''
                          SELECT o."name" AS "部门名称", COUNT(DISTINCT ps."person_id") AS "迟到人数"
                          FROM "YJOA_APPSERVICE_DB"."t_yj_person_status" ps
                                   JOIN "YJOA_APPSERVICE_DB"."t_pr3rl2oj_yj_person_database" p
@@ -198,7 +214,9 @@ org_and_attend_q_a = [
                            AND o."code" LIKE '%CYJ%'
                          GROUP BY o."name"
                          ORDER BY COUNT(DISTINCT ps."person_id") DESC LIMIT 1
-                         '''
+                         ''',
+        "tags": ["员工", "部门", "考勤", "迟到","人数","最值"],
+        "category": "考勤管理"
     }
 
 ]