diff --git a/vllm/models/hy_v4/nvidia/flashmla_sparse.py b/vllm/models/hy_v4/nvidia/flashmla_sparse.py
index 1d62f2f556..52656b06a6 100644
--- a/vllm/models/hy_v4/nvidia/flashmla_sparse.py
+++ b/vllm/models/hy_v4/nvidia/flashmla_sparse.py
@@ -228,9 +228,9 @@ class HYV4FlashMLASparseImpl(FlashMLASparseImpl):
             -1, 1, kv_c_and_k_pe_cache.shape[-1]
         )
 
-        # NOTE(Chen): kernel requires num_local_head to be a multiple of
-        # 64 on hopper and 128 on blackwell. Pad from q's head count, not
-        # self.num_heads: under DCP the heads are all-gathered before this.
+        # NOTE(Chen): kernel requires num_local_head to be a multiple of 64.
+        # Pad from q's head count, not self.num_heads: under DCP the heads are
+        # all-gathered before this.
         if actual_num_heads is None:
             actual_num_heads = q.shape[1]
         padded_num_heads = (
diff --git a/vllm/v1/attention/backends/mla/flashmla_sparse.py b/vllm/v1/attention/backends/mla/flashmla_sparse.py
index dea9b81116..d441934c02 100644
--- a/vllm/v1/attention/backends/mla/flashmla_sparse.py
+++ b/vllm/v1/attention/backends/mla/flashmla_sparse.py
@@ -730,10 +730,8 @@ class FlashMLASparseImpl(SparseMLACommonImpl[FlashMLASparseMetadata]):
             **mla_args,
         )
         self.softmax_scale = scale
-        # Prefill BF16 kernel requires 64 on Hopper, 128 on Blackwell
-        self.prefill_padding = (
-            128 if current_platform.is_device_capability_family(100) else 64
-        )
+        # Prefill BF16 kernel requires 64 heads on Hopper and Blackwell.
+        self.prefill_padding = 64
         self.fp8_decode_padded_heads = self._compute_fp8_decode_padded_heads(num_heads)
 
         # The kernels read queries as wide as the cache rows. A NoPE model on
@@ -1323,9 +1321,9 @@ class FlashMLASparseImpl(SparseMLACommonImpl[FlashMLASparseMetadata]):
             -1, 1, kv_c_and_k_pe_cache.shape[-1]
         )
 
-        # NOTE(Chen): kernel requires num_local_head to be a multiple of
-        # 64 on hopper and 128 on blackwell. Pad from q's head count, not
-        # self.num_heads: under DCP the heads are all-gathered before this.
+        # NOTE(Chen): kernel requires num_local_head to be a multiple of 64.
+        # Pad from q's head count, not self.num_heads: under DCP the heads are
+        # all-gathered before this.
         if actual_num_heads is None:
             actual_num_heads = q.shape[1]
         padded_num_heads = (