diff --git a/torchrl/envs/batched_envs.py b/torchrl/envs/batched_envs.py
index e51cd26f551..8c45affb0c2 100644
--- a/torchrl/envs/batched_envs.py
+++ b/torchrl/envs/batched_envs.py
@@ -156,10 +156,19 @@ def _wrap_lambdas(create_env_fn):
             if callable(create_env_fn) and _is_unpicklable_lambda(create_env_fn):
                 return EnvCreator(create_env_fn)
             if isinstance(create_env_fn, Sequence):
-                return [
-                    EnvCreator(fn) if _is_unpicklable_lambda(fn) else fn
-                    for fn in create_env_fn
-                ]
+                # Reuse EnvCreator for identical function objects to preserve
+                # _single_task detection (e.g., when [lambda_fn] * 3 is passed)
+                wrapped = {}
+                result = []
+                for fn in create_env_fn:
+                    if _is_unpicklable_lambda(fn):
+                        fn_id = id(fn)
+                        if fn_id not in wrapped:
+                            wrapped[fn_id] = EnvCreator(fn)
+                        result.append(wrapped[fn_id])
+                    else:
+                        result.append(fn)
+                return result
             return create_env_fn
 
         if "create_env_fn" in kwargs: