diff --git a/CHANGELOG.md b/CHANGELOG.md
index de6fa307..2cb77896 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,9 @@ Changelog follow the https://keepachangelog.com/ standard (at least the headers)
 
 ## [Unreleased]
 
+*   Add `kd.nn.WrapperModule` to make a inner-module transparent with
+    respect of .
+
 ## [1.0.0] - 2024-11-21
 
 * `kd.kontext.Path` now supports tensor slicing. So for example using keys like
diff --git a/kauldron/modules/__init__.py b/kauldron/modules/__init__.py
index ba37c706..1151e4a9 100644
--- a/kauldron/modules/__init__.py
+++ b/kauldron/modules/__init__.py
@@ -32,6 +32,7 @@
 
 # Modules
 from kauldron.modules.adapter import ExternalModule
+from kauldron.modules.adapter import WrapperModule
 from kauldron.modules.misc import Dropout
 from kauldron.modules.misc import DummyModel
 from kauldron.modules.misc import Identity
diff --git a/kauldron/modules/adapter.py b/kauldron/modules/adapter.py
index 2b203b32..b961b4fd 100644
--- a/kauldron/modules/adapter.py
+++ b/kauldron/modules/adapter.py
@@ -20,7 +20,25 @@
 from kauldron.utils import train_property
 
 
-class ExternalModule(nn.Module):
+class WrapperModule(nn.Module):
+  """Base class to wrapper a module.
+
+  The wrapper module transparent with respect to the inner parameters (
+  `{'params': inner_params}` instead of nesting
+  `{'params': {'model': inner_params}}`).
+  """
+
+  model: nn.Module
+
+  def __post_init__(self):
+    super().__post_init__()
+    # Share scope, to make the wrapper module transparent with respect to the
+    # parameters (instead of nesting `{'params': {'model': params}}`).
+    if self.scope is not None:
+      nn.share_scope(self, self.model)
+
+
+class ExternalModule(WrapperModule):
   """Module that is defined outside Kauldron.
 
   This is a **very** thin wrapper around `flax.linen.Module` that add:
@@ -52,7 +70,6 @@ class ExternalModule(nn.Module):
       can be inverted with `~` (e.g. `train_kwarg_name='~deterministic'`)
   """
 
-  model: nn.Module
   keys: str | dict[str, str]
   train_kwarg_name: Optional[str] = None
 
diff --git a/kauldron/modules/adapter_test.py b/kauldron/modules/adapter_test.py
index 65fb021c..64ddd51d 100644
--- a/kauldron/modules/adapter_test.py
+++ b/kauldron/modules/adapter_test.py
@@ -14,6 +14,8 @@
 
 """Test."""
 
+from typing import Any
+
 from flax import linen as nn
 import jax
 import jax.numpy as jnp
@@ -48,3 +50,18 @@ def test_external():
 
   assert not np.array_equal(out_train, inputs)
   np.testing.assert_array_equal(out_eval, inputs)
+
+
+def test_wrapper():
+  class MyWrapper(kd.nn.WrapperModule):
+
+    def __call__(self, *args: Any, **kwargs: Any) -> Any:
+      return self.model(*args, **kwargs)
+
+  model = MyWrapper(
+      model=nn.Dense(2),
+  )
+
+  inputs = jnp.ones((5,))
+  params = model.init(jax.random.PRNGKey(0), inputs)
+  assert list(params['params']) == ['kernel', 'bias']