diff --git a/AI/Neo4j/K1_KnowledgeGraph.py b/AI/Neo4j/K1_KnowledgeGraph.py
index d59d13bc..70445d55 100644
--- a/AI/Neo4j/K1_KnowledgeGraph.py
+++ b/AI/Neo4j/K1_KnowledgeGraph.py
@@ -8,6 +8,7 @@ from openai import OpenAI
 from openai.types.chat import ChatCompletionChunk
 from K2_Neo4jExecutor import *
 
+
 class KnowledgeGraph:
     def __init__(self, content: str):
         self.content = content
@@ -18,18 +19,19 @@ class KnowledgeGraph:
         self.client = OpenAI(api_key=MODEL_API_KEY, base_url=MODEL_API_URL)
 
     def _validate_ids(self, line: str) -> bool:
-        """修正后的ID验证（改为大小写不敏感）"""
-        # 使用更灵活的正则表达式
+        """修正后的ID验证（严格匹配数据库格式）"""
+        # 调整正则表达式匹配6位小写hex格式
         found_ids = {
-            'kp': set(re.findall(r'(?i)(kp_[\da-f]{6})', line)),
-            'ab': set(re.findall(r'(?i)(ab_[\da-f]{6})', line))
+            'kp': set(re.findall(r'(kp_[a-f0-9]{6})', line.lower())),
+            'ab': set(re.findall(r'(ab_[a-f0-9]{6})', line.lower()))
         }
 
-        # 转换为小写统一比较
-        valid_kp = all(kp.lower() in self.existing_knowledge for kp in found_ids['kp'])
-        valid_ab = all(ab.lower() in self.existing_ability for ab in found_ids['ab'])
+        # 直接检查小写形式
+        valid_kp = all(kp in self.existing_knowledge for kp in found_ids['kp'])
+        valid_ab = all(ab in self.existing_ability for ab in found_ids['ab'])
 
         return valid_kp and valid_ab
+
     def _init_graph_connection(self) -> Graph:
         """初始化并测试数据库连接"""
         try:
@@ -56,6 +58,7 @@ class KnowledgeGraph:
         has_merge = re.search(r'\bMERGE\s*\(q:Question\b', cypher, re.IGNORECASE)
         has_with = re.search(r'\bWITH\s+q\b', cypher, re.IGNORECASE)
         return not has_merge or (has_merge and has_with)
+
     def _generate_question_id(self) -> str:
         """生成题目唯一标识符"""
         return hashlib.md5(self.content.encode()).hexdigest()[:8]
@@ -71,22 +74,25 @@ class KnowledgeGraph:
             return {}
 
     def _generate_stream(self) -> Iterator[ChatCompletionChunk]:
-        """生成限制性提示词"""
-        # 修改提示词中的Cypher示例部分
-        system_prompt = f'''
-        将题目中涉及到的小学数学知识点、能力点进行总结，并且按照以下格式生成在neo4j-community-5.26.2上的语句：
-        // 在示例中强调WITH的必要性
+        """生成限制性提示词（添加现有节点示例）"""
+        # 在提示词中添加现有节点示例
+        knowledge_samples = '\n'.join([f"KP_{k[3:]}: {v}" for k, v in list(self.existing_knowledge.items())[:5]])
+        ability_samples = '\n'.join([f"AB_{a[3:]}: {v}" for a, v in list(self.existing_ability.items())[:5]])
+
+        system_prompt = f'''  将题目中涉及到的小学数学知识点、能力点进行总结，并且按照以下格式生成在neo4j-community-5.26.2上的语句：
+        请严格使用以下已有节点ID（不要创建新ID）：
+        现有知识点示例（KP_后接6位小写字母/数字）：
+        {knowledge_samples}
+        现有能力点示例（AB_后接6位小写字母/数字）：
+        {ability_samples}
+        生成格式要求：
         MERGE (q:Question {{id: "{self.question_id}"}})
         SET q.content = "..."
-
-        // 必须使用WITH传递上下文
-        WITH q  
-        MATCH (kp:KnowledgePoint {{id: "KP_xxxxxx"}})
+        WITH q
+        MATCH (kp:KnowledgePoint {{id: "KP_xxxxxx"}})  // 必须使用已有KP_ID
         MERGE (q)-[:TESTS_KNOWLEDGE]->(kp)
-
-        // 多个关系需要继续使用WITH
-        WITH q  
-        MATCH (ab:AbilityPoint {{id: "AB_xxxxxx"}})
+        WITH q
+        MATCH (ab:AbilityPoint {{id: "AB_xxxxxx"}})    // 必须使用已有AB_ID
         MERGE (q)-[:REQUIRES_ABILITY]->(ab)
         '''
 
@@ -146,12 +152,13 @@ class KnowledgeGraph:
                 filter_reason.append("权重值非法")
 
             if filter_reason:
-                print(f"第{line_num}行被过滤: {raw_line[:50]}... | 原因: {', '.join(filter_reason)}")
+                print(f"第{line_num}行被过滤: {line[:50]}... | 原因: {', '.join(filter_reason)}")
                 continue
 
             valid_lines.append(line)
 
         return '\n'.join(valid_lines)
+
     def run(self) -> Tuple[bool, str, str]:
         """执行安全生成流程"""
         if not self.existing_knowledge or not self.existing_ability:
@@ -179,13 +186,11 @@ class KnowledgeGraph:
 
             if content_buffer:
                 full_content = ''.join(content_buffer)
-                cypher_script = self._extract_cypher(full_content)
-
                 print(f"\n\n✅ 生成完成！耗时 {int(time.time() - start_time)}秒")
-                return True, full_content, cypher_script
+                return True, full_content
 
             print("\n⚠️ 生成完成但未获取到有效内容")
-            return False, "空内容", ""
+            return False, "空内容"
 
         # 修改run方法中的异常处理
         except Exception as e:
@@ -208,7 +213,7 @@ if __name__ == '__main__':
     '''
     try:
         kg = KnowledgeGraph(test_content)
-        success, result, cypher = kg.run()
+        success, cypher = kg.run()
         res = executor.execute_cypher_text(cypher)
         print("恭喜，执行数据插入完成！")
     except Exception as e: