diff --git a/gokart/utils.py b/gokart/utils.py
index ec251044..148d84b6 100644
--- a/gokart/utils.py
+++ b/gokart/utils.py
@@ -94,6 +94,16 @@ def load_dill_with_pandas_backward_compatibility(file: FileLike | BytesIO) -> An
         return pd.read_pickle(cast(Any, file))
 
 
+def _resolve_type_var(type_arg: Any, substitutions: dict[TypeVar, Any]) -> Any:
+    # Follow a chain of TypeVar substitutions (e.g. T_a -> T_b -> pl.DataFrame) to a concrete type.
+    # seen guards against cyclic substitutions.
+    seen: set[TypeVar] = set()
+    while isinstance(type_arg, TypeVar) and type_arg in substitutions and type_arg not in seen:
+        seen.add(type_arg)
+        type_arg = substitutions[type_arg]
+    return type_arg
+
+
 def get_dataframe_type_from_task(task: Any) -> Literal['pandas', 'polars', 'polars-lazy']:
     """
     Extract DataFrame type from TaskOnKart[T] type parameter.
@@ -121,14 +131,25 @@ def get_dataframe_type_from_task(task: Any) -> Literal['pandas', 'polars', 'pola
     # Walk the MRO to find TaskOnKart[...] even when defined on a parent class
     mro = task_class.mro() if hasattr(task_class, 'mro') else [task_class]
 
+    # Collect TypeVar bindings so TaskOnKart[T] bound through an intermediate generic class
+    # (e.g. class Base(TaskOnKart[T]) with class Concrete(Base[pl.DataFrame])) resolves instead of
+    # falling back to pandas. The MRO runs most-derived first, so bindings are recorded before the
+    # TaskOnKart base that needs them, letting us collect and resolve in a single pass.
+    type_var_substitutions: dict[TypeVar, Any] = {}
     for cls in mro:
         for base in getattr(cls, '__orig_bases__', ()):
             origin = get_origin(base)
-            if origin and hasattr(origin, '__name__') and origin.__name__ == 'TaskOnKart':
+            if origin is None:
+                continue
+            for parameter, arg in zip(getattr(origin, '__parameters__', ()), get_args(base), strict=False):
+                if isinstance(parameter, TypeVar) and parameter not in type_var_substitutions:
+                    type_var_substitutions[parameter] = arg
+
+            if hasattr(origin, '__name__') and origin.__name__ == 'TaskOnKart':
                 args = get_args(base)
                 if not args:
                     continue
-                df_type = args[0]
+                df_type = _resolve_type_var(args[0], type_var_substitutions)
                 module = getattr(df_type, '__module__', '')
 
                 # Check module name to determine DataFrame type
diff --git a/test/test_utils.py b/test/test_utils.py
index 2d703214..224a48c1 100644
--- a/test/test_utils.py
+++ b/test/test_utils.py
@@ -1,5 +1,5 @@
 import unittest
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Generic, TypeVar
 
 import pandas as pd
 import pytest
@@ -190,3 +190,37 @@ class _DerivedTaskWithMixin(_BasePolarsTaskWithMixin, _Mixin):
 
         task = _DerivedTaskWithMixin()
         self.assertEqual(get_dataframe_type_from_task(task), 'polars')
+
+    @pytest.mark.skipif(not HAS_POLARS, reason='polars not installed')
+    def test_intermediate_generic_class_resolves_polars_typevar(self):
+        """Detect polars when the type is bound through an intermediate generic class.
+
+        The TypeVar of ``TaskOnKart[T]`` stays unbound on the intermediate class and is
+        only bound to ``pl.DataFrame`` on a further derived class. Without resolving the
+        TypeVar substitution while walking the MRO, the unbound ``TaskOnKart[T]`` is picked
+        up, its module is ``typing``, and detection falls back to pandas.
+        """
+        _T = TypeVar('_T')
+
+        class _GenericBasePolarsTask(TaskOnKart[_T], Generic[_T]):
+            pass
+
+        class _DerivedGenericPolarsTask(_GenericBasePolarsTask[pl.DataFrame]):
+            pass
+
+        task = _DerivedGenericPolarsTask()
+        self.assertEqual(get_dataframe_type_from_task(task), 'polars')
+
+    @pytest.mark.skipif(not HAS_POLARS, reason='polars not installed')
+    def test_intermediate_generic_class_resolves_polars_lazyframe_typevar(self):
+        """Detect polars-lazy when LazyFrame is bound through an intermediate generic class."""
+        _T = TypeVar('_T')
+
+        class _GenericBaseLazyTask(TaskOnKart[_T], Generic[_T]):
+            pass
+
+        class _DerivedGenericLazyTask(_GenericBaseLazyTask[pl.LazyFrame]):
+            pass
+
+        task = _DerivedGenericLazyTask()
+        self.assertEqual(get_dataframe_type_from_task(task), 'polars-lazy')