diff --git a/src/main/java/com/ai/da/service/impl/PortfolioServiceImpl.java b/src/main/java/com/ai/da/service/impl/PortfolioServiceImpl.java
index 0fba4ddb..0ca763d2 100644
--- a/src/main/java/com/ai/da/service/impl/PortfolioServiceImpl.java
+++ b/src/main/java/com/ai/da/service/impl/PortfolioServiceImpl.java
@@ -421,9 +421,13 @@ public class PortfolioServiceImpl extends ServiceImpl<PortfolioMapper, Portfolio
     public PageBaseResponse<PortfolioVO> page(QueryPortfolioPageDTO query) {
         AuthPrincipalVo userHolder = UserContext.getUserHolder();
         QueryWrapper<Portfolio> qw = new QueryWrapper<>();
+
+        // 查询用户的作品集
         if (query.getGetMyPortfolio() == 1) {
             qw.lambda().eq(Portfolio::getAccountId, userHolder.getId());
         }
+
+        // 查询用户喜欢的作品集
         if (query.getGetLikePortfolio() == 1) {
             List<Long> likedPortfolioIdList = redisUtil.getLikedPortfolios(userHolder.getId());
             if (!CollectionUtils.isEmpty(likedPortfolioIdList)) {
@@ -432,31 +436,54 @@ public class PortfolioServiceImpl extends ServiceImpl<PortfolioMapper, Portfolio
                 return PageBaseResponse.success(new Page<>());
             }
         }
-        List<Portfolio> topThree = new ArrayList<>();
 
-        if (query.getPage() == 1 &&
-                (query.getGetMyPortfolio() != 1 || query.getGetLikePortfolio() != 1)) {
+        List<Portfolio> topThree = new ArrayList<>();
+        List<Long> excludeIds = new ArrayList<>(); // 存放需要排除的 ID 列表
+
+        // 获取前三点赞和前三浏览的作品集，并将其排除在分页查询之外
+        if (query.getPage() == 1 && (query.getGetMyPortfolio() != 1 || query.getGetLikePortfolio() != 1)) {
+            // 获取前三点赞的作品集 ID
             List<Long> topThreeLike = getTopThreeLikeFromRedis(RedisUtil.PORTFOLIO_LIKE_KEY);
-            log.info("top three like 的作品集的id : {}", topThreeLike);
-            List<Long> topThreeView = getTopThreeViewFromRedis(RedisUtil.PORTFOLIO_VIEW_KEY);
-            log.info("top three view 的作品集的id : {}", topThreeView);
-            QueryWrapper<Portfolio> queryLike = new QueryWrapper<>();
-            queryLike.in("id", topThreeLike);
-            QueryWrapper<Portfolio> queryView = new QueryWrapper<>();
-            queryView.in("id", topThreeView);
-            List<Portfolio> topThreeLikePortfolio = baseMapper.selectList(queryLike);
-            List<Portfolio> topThreeViewPortfolio = baseMapper.selectList(queryView);
-            topThree.addAll(topThreeLikePortfolio);
-            topThree.addAll(topThreeViewPortfolio);
+            List<Long> topThreeView = getTopThreeViewFromRedis(RedisUtil.PORTFOLIO_VIEW_KEY, topThreeLike);
+
+            // 获取前三点赞的作品集
+            if (!CollectionUtils.isEmpty(topThreeLike)) {
+                QueryWrapper<Portfolio> queryLike = new QueryWrapper<>();
+                queryLike.in("id", topThreeLike);
+                List<Portfolio> topThreeLikePortfolio = baseMapper.selectList(queryLike);
+                topThree.addAll(topThreeLikePortfolio);
+                excludeIds.addAll(topThreeLike); // 添加到排除 ID 列表
+            }
+
+            // 获取前三浏览的作品集
+            if (!CollectionUtils.isEmpty(topThreeView)) {
+                QueryWrapper<Portfolio> queryView = new QueryWrapper<>();
+                queryView.in("id", topThreeView);
+                List<Portfolio> topThreeViewPortfolio = baseMapper.selectList(queryView);
+                topThree.addAll(topThreeViewPortfolio);
+                excludeIds.addAll(topThreeView); // 添加到排除 ID 列表
+            }
         }
 
+        // 在正常分页查询中排除前三点赞和前三浏览的作品集
+        if (!CollectionUtils.isEmpty(excludeIds)) {
+            qw.lambda().notIn(Portfolio::getId, excludeIds);
+        }
+
+        // 按更新时间排序
         qw.lambda().orderByDesc(Portfolio::getUpdateDate);
+
+        // 执行分页查询
         IPage<Portfolio> page = portfolioMapper.selectPage(new Page<>(query.getPage(), query.getSize()), qw);
+
+        // 如果前三点赞和浏览不为空，将它们添加到分页查询的结果最前面
         if (!topThree.isEmpty()) {
             List<Portfolio> records = page.getRecords();
-            records.addAll(0, topThree);
+            records.addAll(0, topThree);  // 添加到查询结果的开头
             page.setRecords(records);
         }
+
+        // 将 Portfolio 转换为 PortfolioVO 并进行相关处理
         IPage<PortfolioVO> convert = page.convert((Function<Portfolio, PortfolioVO>) portfolio -> {
             if (portfolio != null) {
                 PortfolioVO vo = CopyUtil.copyObject(portfolio, PortfolioVO.class);
@@ -473,9 +500,11 @@ public class PortfolioServiceImpl extends ServiceImpl<PortfolioMapper, Portfolio
             }
             return null;
         });
+
         return PageBaseResponse.success(convert);
     }
 
+
     @Override
     public PortfolioVO detail(PortfolioDTO portfolioDTO) {
         AuthPrincipalVo userHolder = UserContext.getUserHolder();
@@ -980,10 +1009,11 @@ public class PortfolioServiceImpl extends ServiceImpl<PortfolioMapper, Portfolio
         return null;
     }
 
-    private List<Long> getTopThreeViewFromRedis(String prefix) {
+    private List<Long> getTopThreeViewFromRedis(String prefix, List<Long> excludeIds) {
         // Step 1: Get all keys with the specific prefix
         Set<String> keys = redisUtil.getKeysFromString(prefix + "*");
-// Step 2: Create a map to store portfolioId and its corresponding value
+
+        // Step 2: Create a map to store portfolioId and its corresponding value
         Map<Long, Long> portfolioViews = new HashMap<>();
         if (keys != null) {
             for (String key : keys) {
@@ -992,11 +1022,15 @@ public class PortfolioServiceImpl extends ServiceImpl<PortfolioMapper, Portfolio
                 if (!Objects.isNull(value)) {
                     // Extract the portfolioId from the key (assuming the key structure is consistent)
                     Long portfolioId = Long.valueOf(key.replace(prefix, ""));
-                    portfolioViews.put(portfolioId, value);
+                    // 只将不在点赞前三的 portfolioId 加入
+                    if (!excludeIds.contains(portfolioId)) {
+                        portfolioViews.put(portfolioId, value);
+                    }
                 }
             }
         }
-// Step 3: Find the top 3 portfolio IDs with the largest values
+
+        // Step 3: Find the top 3 portfolio IDs with the largest values
         if (!portfolioViews.isEmpty()){
             List<Long> top3PortfolioIds = portfolioViews.entrySet().stream()
                     .sorted(Map.Entry.<Long, Long>comparingByValue().reversed())
@@ -1004,7 +1038,7 @@ public class PortfolioServiceImpl extends ServiceImpl<PortfolioMapper, Portfolio
                     .map(Map.Entry::getKey)
                     .collect(Collectors.toList());
 
-            System.out.println("Top 3 Portfolio IDs: " + top3PortfolioIds);
+            System.out.println("Top 3 Portfolio IDs after exclusion: " + top3PortfolioIds);
             return top3PortfolioIds;
         }
         return null;