diff --git a/han-note-note/han-note-note-biz/src/main/java/com/hanserwei/hannote/note/biz/service/impl/NoteServiceImpl.java b/han-note-note/han-note-note-biz/src/main/java/com/hanserwei/hannote/note/biz/service/impl/NoteServiceImpl.java
index dd8eaf9..8e5a0a0 100644
--- a/han-note-note/han-note-note-biz/src/main/java/com/hanserwei/hannote/note/biz/service/impl/NoteServiceImpl.java
+++ b/han-note-note/han-note-note-biz/src/main/java/com/hanserwei/hannote/note/biz/service/impl/NoteServiceImpl.java
@@ -39,6 +39,7 @@ import java.time.LocalDateTime;
 import java.util.List;
 import java.util.Objects;
 import java.util.UUID;
+import java.util.concurrent.CompletableFuture;
 import java.util.concurrent.TimeUnit;
 
 @Slf4j
@@ -167,6 +168,7 @@ public class NoteServiceImpl extends ServiceImpl<NoteDOMapper, NoteDO> implement
     }
 
     @Override
+    @SneakyThrows
     public Response<FindNoteDetailRspVO> findNoteDetail(FindNoteDetailReqVO findNoteDetailReqVO) {
         // 查询笔记ID
         Long noteId = findNoteDetailReqVO.getId();
@@ -208,7 +210,7 @@ public class NoteServiceImpl extends ServiceImpl<NoteDOMapper, NoteDO> implement
                 .eq(NoteDO::getStatus, 1));
 
         // 若笔记不存在，则抛异常
-        if (Objects.isNull(noteDO)){
+        if (Objects.isNull(noteDO)) {
             threadPoolTaskExecutor.execute(() -> {
                 // 防止缓存穿透，将空数据存入 Redis 缓存 (过期时间不宜设置过长)
                 // 保底1分钟 + 随机秒数
@@ -224,47 +226,61 @@ public class NoteServiceImpl extends ServiceImpl<NoteDOMapper, NoteDO> implement
 
         // RPC调用用户服务，获取用户信息
         Long creatorId = noteDO.getCreatorId();
-        FindUserByIdRspDTO findUserByIdRspDTO = userRpcService.findById(creatorId);
+        CompletableFuture<FindUserByIdRspDTO> userResultFuture = CompletableFuture
+                .supplyAsync(() -> userRpcService.findById(creatorId), threadPoolTaskExecutor);
 
         // RPC: 调用 K-V 存储服务获取内容
-        String content = null;
+        CompletableFuture<String> contentResultFuture = CompletableFuture.completedFuture(null);
         if (Objects.equals(noteDO.getIsContentEmpty(), Boolean.FALSE)) {
-            content = keyValueRpcService.findNoteContent(noteDO.getContentUuid());
+            contentResultFuture = CompletableFuture
+                    .supplyAsync(() -> keyValueRpcService.findNoteContent(noteDO.getContentUuid()), threadPoolTaskExecutor);
         }
+        CompletableFuture<String> finalContentResultFuture = contentResultFuture;
+        CompletableFuture<FindNoteDetailRspVO> resultFuture = CompletableFuture
+                .allOf(userResultFuture, contentResultFuture)
+                .thenApply(s -> {
+                    // 获取 Future 返回的结果
+                    FindUserByIdRspDTO findUserByIdRspDTO = userResultFuture.join();
+                    String content = finalContentResultFuture.join();
 
-        // 笔记类型
-        Integer noteType = noteDO.getType();
-        // 图文笔记图片链接(字符串)
-        String imgUrisStr = noteDO.getImgUris();
-        // 图文笔记图片链接(集合)
-        List<String> imgUris = null;
-        // 如果查询的是图文笔记，需要将图片链接的逗号分隔开，转换成集合
-        if (Objects.equals(noteType, NoteTypeEnum.IMAGE_TEXT.getCode())
-                && StringUtils.isNotBlank(imgUrisStr)) {
-            imgUris = List.of(imgUrisStr.split(","));
-        }
+                    // 笔记类型
+                    Integer noteType = noteDO.getType();
+                    // 图文笔记图片链接(字符串)
+                    String imgUrisStr = noteDO.getImgUris();
+                    // 图文笔记图片链接(集合)
+                    List<String> imgUris = null;
+                    // 如果查询的是图文笔记，需要将图片链接的逗号分隔开，转换成集合
+                    if (Objects.equals(noteType, NoteTypeEnum.IMAGE_TEXT.getCode())
+                            && StringUtils.isNotBlank(imgUrisStr)) {
+                        imgUris = List.of(imgUrisStr.split(","));
+                    }
 
-        // 构建返参 VO 实体类
-        FindNoteDetailRspVO findNoteDetailRspVO = FindNoteDetailRspVO.builder()
-                .id(noteDO.getId())
-                .type(noteDO.getType())
-                .title(noteDO.getTitle())
-                .content(content)
-                .imgUris(imgUris)
-                .topicId(noteDO.getTopicId())
-                .topicName(noteDO.getTopicName())
-                .creatorId(noteDO.getCreatorId())
-                .creatorName(findUserByIdRspDTO.getNickName())
-                .avatar(findUserByIdRspDTO.getAvatar())
-                .videoUri(noteDO.getVideoUri())
-                .updateTime(noteDO.getUpdateTime())
-                .visible(noteDO.getVisible())
-                .build();
+                    // 构建返参 VO 实体类
+                    return FindNoteDetailRspVO.builder()
+                            .id(noteDO.getId())
+                            .type(noteDO.getType())
+                            .title(noteDO.getTitle())
+                            .content(content)
+                            .imgUris(imgUris)
+                            .topicId(noteDO.getTopicId())
+                            .topicName(noteDO.getTopicName())
+                            .creatorId(noteDO.getCreatorId())
+                            .creatorName(findUserByIdRspDTO.getNickName())
+                            .avatar(findUserByIdRspDTO.getAvatar())
+                            .videoUri(noteDO.getVideoUri())
+                            .updateTime(noteDO.getUpdateTime())
+                            .visible(noteDO.getVisible())
+                            .build();
+
+                });
+
+        // 获取拼装后的 FindNoteDetailRspVO
+        FindNoteDetailRspVO findNoteDetailRspVO = resultFuture.get();
         // 异步线程中将笔记详情存入 Redis
         threadPoolTaskExecutor.submit(() -> {
             String noteDetailJson1 = JsonUtils.toJsonString(findNoteDetailRspVO);
             // 过期时间（保底1天 + 随机秒数，将缓存过期时间打散，防止同一时间大量缓存失效，导致数据库压力太大）
-            long expireSeconds = 60*60*24 + RandomUtil.randomInt(60*60*24);
+            long expireSeconds = 60 * 60 * 24 + RandomUtil.randomInt(60 * 60 * 24);
             redisTemplate.opsForValue().set(noteDetailRedisKey, noteDetailJson1, expireSeconds, TimeUnit.SECONDS);
         });
         return Response.success(findNoteDetailRspVO);
@@ -272,8 +288,9 @@ public class NoteServiceImpl extends ServiceImpl<NoteDOMapper, NoteDO> implement
 
     /**
      * 校验笔记的可见性
-     * @param visible 是否可见
-     * @param userId 当前用户 ID
+     *
+     * @param visible   是否可见
+     * @param userId    当前用户 ID
      * @param creatorId 笔记创建者
      */
     private void checkNoteVisible(Integer visible, Long userId, Long creatorId) {
@@ -285,7 +302,8 @@ public class NoteServiceImpl extends ServiceImpl<NoteDOMapper, NoteDO> implement
 
     /**
      * 校验笔记的可见性（针对 VO 实体类）
-     * @param userId 当前用户 ID
+     *
+     * @param userId              当前用户 ID
      * @param findNoteDetailRspVO 笔记详情VO类
      */
     private void checkNoteVisibleFromVO(Long userId, FindNoteDetailRspVO findNoteDetailRspVO) {