diff --git a/src/main/java/com/project/milvus/application/impl/MilvusApplicationServiceImpl.java b/src/main/java/com/project/milvus/application/impl/MilvusApplicationServiceImpl.java
index d2ab3e1..a75ebe1 100644
--- a/src/main/java/com/project/milvus/application/impl/MilvusApplicationServiceImpl.java
+++ b/src/main/java/com/project/milvus/application/impl/MilvusApplicationServiceImpl.java
@@ -25,8 +25,6 @@ import java.util.stream.Collectors;
 @Service
 @Slf4j
 public class MilvusApplicationServiceImpl implements MilvusApplicationService {
-    @Autowired
-    private MilvusDemoService milvusDemoService;
     @Autowired
     private CheckMilvusDomainService checkMilvusDomainService;
     @Autowired
@@ -42,7 +40,9 @@ public class MilvusApplicationServiceImpl implements MilvusApplicationService {
     @Override
     @Transactional(rollbackFor = Exception.class)
     public void insertTitle(TitleVector title) {
-        // 1. 基础参数校验（在锁外，快速失败）
+        log.info(">>> [回调处理] 开始持久化题目{}，考试任务[{}]",title.QuestionDetailDTO, title.getTaskId());
+
+        // 基础参数校验（在锁外，快速失败）
         checkMilvusDomainService.checkBasic(title);
 
         String lockKey = buildLockKey(title.getTaskKpIdsList());
@@ -65,27 +65,26 @@ public class MilvusApplicationServiceImpl implements MilvusApplicationService {
             if (!locked) {
                 throw new RuntimeException("当前知识点正在处理，请稍后再试");
             }
-
             //唯一性校验
             checkMilvusDomainService.checkUnique(title);
 
             //比较相似度
-            List<List<SearchResp.SearchResult>> query = milvusDemoService.query(title);
-            if (CollectionUtil.isNotEmpty(query) && CollectionUtil.isNotEmpty(query.get(0))) {
-                SearchResp.SearchResult searchResult = query.get(0).get(0);
-                Float score = searchResult.getScore();
-                if(score.compareTo(SIMILARITY_THRESHOLD) > 0){
-                    throw new MissingParameterException("题目相似度"+ score +",超过阈值");
-                }
-            }
+//            List<List<SearchResp.SearchResult>> query = milvusDemoService.query(title);
+//            if (CollectionUtil.isNotEmpty(query) && CollectionUtil.isNotEmpty(query.get(0))) {
+//                SearchResp.SearchResult searchResult = query.get(0).get(0);
+//                Float score = searchResult.getScore();
+//                if(score.compareTo(SIMILARITY_THRESHOLD) > 0){
+//                    throw new MissingParameterException("题目相似度"+ score +",超过阈值");
+//                }
+//            }
 
             //保存题目到数据库
             QuestionDTO questionDTO = buildQuestionDTO(title);
             questionDTO = saveQuestionDomainService.save(questionDTO).getData();
 
             //保存向量数据到 Milvus
-            title.setId(questionDTO.getId());
-            milvusDemoService.insertRecord(title);
+//            title.setId(questionDTO.getId());
+//            milvusDemoService.insertRecord(title);
 
         }catch (InterruptedException e) {
             Thread.currentThread().interrupt();
diff --git a/src/main/resources/logback-spring.xml b/src/main/resources/logback-spring.xml
index b25a44d..e525878 100644
--- a/src/main/resources/logback-spring.xml
+++ b/src/main/resources/logback-spring.xml
@@ -47,6 +47,34 @@
     <logger name="com.project.task.domain.job.TaskNotifyJob" level="INFO" additivity="false">
         <appender-ref ref="TASK_NOTICE_FILE" />
     </logger>
+
+    <!-- 生成问题处理专用 Appender -->
+    <appender name="GENERATE_QUESTION_FILE" class="ch.qos.logback.core.rolling.RollingFileAppender">
+        <file>logs/generateQuestion.log</file>
+        <rollingPolicy class="ch.qos.logback.core.rolling.SizeAndTimeBasedRollingPolicy">
+            <fileNamePattern>logs/archive/generateQuestion-%d{yyyy-MM-dd}.%i.log.gz</fileNamePattern>
+            <maxFileSize>10MB</maxFileSize>
+            <maxHistory>3</maxHistory>
+            <totalSizeCap>100MB</totalSizeCap>
+        </rollingPolicy>
+        <encoder>
+            <pattern>${FILE_LOG_PATTERN}</pattern>
+            <charset>UTF-8</charset>
+        </encoder>
+    </appender>
+
+    <logger name="com.project.milvus.application.impl.MilvusApplicationServiceImpl" level="INFO" additivity="false">
+        <appender-ref ref="GENERATE_QUESTION_FILE" />
+    </logger>
+
+    <logger name="com.project.interaction.domain.service.impl.PostToGenerateQuestionDomainServiceImpl" level="INFO" additivity="false">
+        <appender-ref ref="GENERATE_QUESTION_FILE" />
+    </logger>
+
+    <logger name="com.project.question.domain.service.impl.GenerateQuestionDomainServiceImpl" level="INFO" additivity="false">
+        <appender-ref ref="GENERATE_QUESTION_FILE" />
+    </logger>
+
     <!-- 根日志配置（保持原有逻辑） -->
     <root level="INFO">
         <appender-ref ref="CONSOLE" />