diff --git a/sota-implementations/td3/utils.py b/sota-implementations/td3/utils.py
index aafde363d3b..aa81d6b989e 100644
--- a/sota-implementations/td3/utils.py
+++ b/sota-implementations/td3/utils.py
@@ -9,7 +9,7 @@
 from contextlib import nullcontext
 
 import torch
-from tensordict.nn import TensorDictSequential
+from tensordict.nn import TensorDictModule, TensorDictSequential
 
 from torch import nn, optim
 from torchrl.collectors import SyncDataCollector
@@ -32,8 +32,6 @@
 from torchrl.modules import (
     AdditiveGaussianModule,
     MLP,
-    SafeModule,
-    SafeSequential,
     TanhModule,
     ValueOperator,
 )
@@ -199,14 +197,12 @@ def make_td3_agent(cfg, train_env, eval_env, device):
     )
 
     in_keys_actor = in_keys
-    actor_module = SafeModule(
+    actor_module = TensorDictModule(
         actor_net,
         in_keys=in_keys_actor,
-        out_keys=[
-            "param",
-        ],
+        out_keys=["param"],
     )
-    actor = SafeSequential(
+    actor = TensorDictSequential(
         actor_module,
         TanhModule(
             in_keys=["param"],