diff --git a/python/sglang/srt/disaggregation/mooncake/conn.py b/python/sglang/srt/disaggregation/mooncake/conn.py
index cf5f64e146e3..c8c47aeba396 100644
--- a/python/sglang/srt/disaggregation/mooncake/conn.py
+++ b/python/sglang/srt/disaggregation/mooncake/conn.py
@@ -464,87 +464,43 @@ def send_kvcache_slice(
             )
             return -1
 
-        layers_params = [
-            (
-                src_k_ptrs[layer_id],
-                dst_k_ptrs[layer_id],
-                src_kv_item_len,
-                dst_kv_item_len,
-                src_head_slice_offset,
-                dst_head_slice_offset,
-                heads_bytes_per_token_to_send,
-            )
-            for layer_id in range(layers_current_pp_stage)
-        ] + [
-            (
-                src_v_ptrs[layer_id],
-                dst_v_ptrs[layer_id],
-                src_kv_item_len,
-                dst_kv_item_len,
-                src_head_slice_offset,
-                dst_head_slice_offset,
-                heads_bytes_per_token_to_send,
-            )
-            for layer_id in range(layers_current_pp_stage)
-        ]
-
-        def process_layer_tp_aware(layer_params):
-            (
-                src_ptr,
-                dst_ptr,
-                src_item_len,
-                dst_item_len,
-                src_head_slice_offset,
-                dst_head_slice_offset,
-                heads_bytes_per_token_to_send,
-            ) = layer_params
-            src_addr_list = []
-            dst_addr_list = []
-            length_list = []
-
-            # Calculate strides for a single token slot
-            bytes_per_token_on_prefill = src_item_len // page_size
-            bytes_per_token_on_decode = dst_item_len // page_size
-
-            for i in range(len(prefill_kv_indices)):
-                prefill_page_idx = int(prefill_kv_indices[i])
-                decode_page_idx = int(dst_kv_indices[i])
-
-                # Get the starting addresses for the current src and dst pages
-                src_page_start_addr = src_ptr + prefill_page_idx * src_item_len
-                dst_page_start_addr = dst_ptr + decode_page_idx * dst_item_len
-
-                # Iterate through each valid token slot within the current page
-                for token_slot_in_page in range(page_size):
-                    # Calculate the start address of the current token slot
-                    src_token_slot_start_addr = (
-                        src_page_start_addr
-                        + token_slot_in_page * bytes_per_token_on_prefill
-                    )
-                    dst_token_slot_start_addr = (
-                        dst_page_start_addr
-                        + token_slot_in_page * bytes_per_token_on_decode
-                    )
-
-                    # Calculate final src and dst addresses by applying head-slice offsets
-                    src_slice_addr = src_token_slot_start_addr + src_head_slice_offset
-                    dst_slice_addr = dst_token_slot_start_addr + dst_head_slice_offset
-
-                    src_addr_list.append(src_slice_addr)
-                    dst_addr_list.append(dst_slice_addr)
-                    length_list.append(heads_bytes_per_token_to_send)
+        prefill_kv_indices_reshaped = prefill_kv_indices.astype(np.int64).reshape(-1, 1)
+        dst_kv_indices_reshaped = dst_kv_indices.astype(np.int64).reshape(-1, 1)
+        token_offsets = np.arange(page_size, dtype=np.int64).reshape(1, -1)
+        bytes_per_token_on_prefill = src_kv_item_len // page_size
+        bytes_per_token_on_decode = dst_kv_item_len // page_size
+        src_token_offsets_base = (
+            token_offsets * bytes_per_token_on_prefill + src_head_slice_offset
+        )
+        dst_token_offsets_base = (
+            token_offsets * bytes_per_token_on_decode + dst_head_slice_offset
+        )
 
+        def process_layer_tp_aware(ptrs):
+            src_ptr, dst_ptr = ptrs
+            src_page_starts = src_ptr + prefill_kv_indices_reshaped * src_kv_item_len
+            dst_page_starts = dst_ptr + dst_kv_indices_reshaped * dst_kv_item_len
+            src_addrs = src_page_starts + src_token_offsets_base
+            dst_addrs = dst_page_starts + dst_token_offsets_base
+            src_addr_list = src_addrs.reshape(-1).tolist()
+            if not src_addr_list:
+                return 0
+            dst_addr_list = dst_addrs.reshape(-1).tolist()
+            total_chunks = len(src_addr_list)
+            length_list = [heads_bytes_per_token_to_send] * total_chunks
             return self.engine.batch_transfer_sync(
                 mooncake_session_id, src_addr_list, dst_addr_list, length_list
             )
 
-        futures = [
-            executor.submit(
-                process_layer_tp_aware,
-                layer_params,
+        futures = []
+        for i in range(layers_current_pp_stage):
+            futures.append(
+                executor.submit(process_layer_tp_aware, (src_k_ptrs[i], dst_k_ptrs[i]))
+            )
+        for i in range(layers_current_pp_stage):
+            futures.append(
+                executor.submit(process_layer_tp_aware, (src_v_ptrs[i], dst_v_ptrs[i]))
             )
-            for layer_params in layers_params
-        ]
 
         for future in concurrent.futures.as_completed(futures):
             status = future.result()