diff --git a/cosmos_rl/policy/model/dino_cradio_v3/cosmos_config.toml b/cosmos_rl/policy/model/dino_cradio_v3/cosmos_config.toml
index 7be237bb5..af522d1ec 100644
--- a/cosmos_rl/policy/model/dino_cradio_v3/cosmos_config.toml
+++ b/cosmos_rl/policy/model/dino_cradio_v3/cosmos_config.toml
@@ -8,9 +8,9 @@ model_name_or_path = "nvidia/C-RADIOv3-g"
 tp_size = 1
 cp_size = 1
 ep_size = 1
-dp_shard_size = -1   # FSDP-only, autodetect shard size based on WORLD_SIZE
+dp_shard_size = 1
 pp_size = 1
-dp_replicate_size = 1
+dp_replicate_size = 8
 
 [train]
 resume = false
diff --git a/cosmos_rl/policy/model/dino_cradio_v3/parallelize.py b/cosmos_rl/policy/model/dino_cradio_v3/parallelize.py
index 38303954b..10fd8a019 100644
--- a/cosmos_rl/policy/model/dino_cradio_v3/parallelize.py
+++ b/cosmos_rl/policy/model/dino_cradio_v3/parallelize.py
@@ -1,6 +1,10 @@
 from typing import Optional, Callable
 
 import torch.nn as nn
+from torch.distributed.device_mesh import DeviceMesh
+from torch.distributed._composable.replicate import replicate
+
+from cosmos_rl.utils.logging import logger
 from cosmos_rl.utils.parallelism import ParallelDims
 from cosmos_rl.policy.config import Config as CosmosConfig
 
@@ -11,7 +15,18 @@ def parallelize_model(
     config: CosmosConfig,
     pp_loss_fn: Optional[Callable],
 ) -> nn.Module:
-    if parallel_dims.world_size > 1:
-        raise NotImplementedError("Only single GPU runs supported!")
+    if parallel_dims.world_size == 1:
+        return None, None
+
+    world_mesh = parallel_dims.mesh
+    # DDP
+    if parallel_dims.dp_replicate_enabled:
+        assert world_mesh.ndim == 1, "DDP does not support > 1D parallelism"
+        _apply_ddp(model, world_mesh)
 
     return None, None
+
+
+def _apply_ddp(model: nn.Module, dp_mesh: DeviceMesh):
+    replicate(model, device_mesh=dp_mesh)
+    logger.info("Applied DDP to the model")