diff --git a/fastdeploy/cache_manager/prefix_cache_manager.py b/fastdeploy/cache_manager/prefix_cache_manager.py
index c41a6109029..490cec6cc11 100644
--- a/fastdeploy/cache_manager/prefix_cache_manager.py
+++ b/fastdeploy/cache_manager/prefix_cache_manager.py
@@ -1363,20 +1363,24 @@ def free_nodes_directly(self, node):
                     logger.error(f"free_nodes_directly: error: {type(e)} {e}")
                     raise e
 
-    def _handle_free_gpu_node_without_cpu(self, node):
+    def _handle_free_gpu_node_without_cpu(self, node, defer_recycle=False):
         """
         GPU node eviction
         """
-        node.cache_status = CacheStatus.CPU
-
         self.node_id_pool.append(node.node_id)
         if node.node_id in self.node_map:
             del self.node_map[node.node_id]
-        logger.info(f"free_block_ids_async: free node {node}")
+        logger.info(f"_handle_free_gpu_node_without_cpu: free node {node.node_id}")
 
-        self.recycle_gpu_blocks(node.reverved_dec_block_ids)
-        node.reverved_dec_block_ids = []
-        self.recycle_gpu_blocks(node.block_id)
+        blocks_to_recycle = list(node.reverved_dec_block_ids) + [node.block_id]
+        if not defer_recycle:
+            self.recycle_gpu_blocks(blocks_to_recycle)
+            logger.info(
+                f"_handle_free_gpu_node_without_cpu: recycle blocks for node {node.node_id}, {blocks_to_recycle}"
+            )
+            return []
+        else:
+            return blocks_to_recycle
 
     def _handle_free_gpu_node_with_cpu(
         self,
@@ -1472,6 +1476,9 @@ def free_block_ids_async(self, need_block_num):
                 hash_value_flush_info = {}  # {input_hash_value: (token_ids, min_depth)}
                 total_gpu_free_count = 0
 
+                # Defer block recycling to avoid busy heap operations in loop
+                blocks_deferred_to_recycle = []
+
                 while True:
                     if len(self.gpu_lru_leaf_heap) == 0:
                         logger.info("free_block_ids_async: no more gpu leaf node available.")
@@ -1486,24 +1493,34 @@ def free_block_ids_async(self, need_block_num):
                                 key = node.input_hash_value
                                 if key not in hash_value_flush_info or node.depth < hash_value_flush_info[key][1]:
                                     hash_value_flush_info[key] = (node.input_ids, node.depth)
-                            self._handle_free_gpu_node_without_cpu(node)
+                            blocks_deferred_to_recycle.extend(
+                                self._handle_free_gpu_node_without_cpu(node, defer_recycle=True)
+                            )
                             total_gpu_free_count += 1
-                            cur_node = node
-                            node = node.parent
-                            if cur_node.hash_value in node.children:
-                                del node.children[cur_node.hash_value]
-                            if not node.children:
-                                if node in self.gpu_lru_leaf_set:
+
+                            # Disconnect node from its parent node
+                            parent = node.parent
+                            if node.hash_value in parent.children:
+                                del parent.children[node.hash_value]
+
+                            if not parent.children:
+                                if parent in self.gpu_lru_leaf_set:
+                                    logger.warning(
+                                        f"Node {parent.node_id} is already in gpu lru leaf heap, duplicated node free may occured!"
+                                    )
                                     continue
                                 if (
-                                    node != self.radix_tree_root
-                                    and node.shared_count == 0
-                                    and node.is_gpu_leaf_node
-                                    and node.is_persistent is False
+                                    parent != self.radix_tree_root
+                                    and parent.shared_count == 0
+                                    and parent.is_gpu_leaf_node
+                                    and parent.is_persistent is False
                                 ):
-                                    heapq.heappush(self.gpu_lru_leaf_heap, node)
-                                    self.gpu_lru_leaf_set.add(node)
+                                    heapq.heappush(self.gpu_lru_leaf_heap, parent)
+                                    self.gpu_lru_leaf_set.add(parent)
                         else:
+                            logger.warning(
+                                f"Node {node.node_id} popped out of gpu lru leaf heap, but its shared count is not zero."
+                            )
                             continue
                     else:
                         if node.shared_count == 0 and node.is_gpu_leaf_node:
@@ -1535,6 +1552,12 @@ def free_block_ids_async(self, need_block_num):
                     f"free_block_ids_async: need_block_num {need_block_num}, free_block_num {total_gpu_free_count}."
                 )
 
+                if blocks_deferred_to_recycle:
+                    self.recycle_gpu_blocks(blocks_deferred_to_recycle)
+                    logger.info(
+                        f"free_block_ids_async: deferred recycling {len(blocks_deferred_to_recycle)} blocks, {blocks_deferred_to_recycle}"
+                    )
+
                 if (
                     envs.FD_AS_ONLY_FLUSH
                     and self.kvcache_storage_backend == "attention_store"