diff --git a/stubs/SQLAlchemy/sqlalchemy/engine/base.pyi b/stubs/SQLAlchemy/sqlalchemy/engine/base.pyi
index 2a43370b8..a4f152de5 100644
--- a/stubs/SQLAlchemy/sqlalchemy/engine/base.pyi
+++ b/stubs/SQLAlchemy/sqlalchemy/engine/base.pyi
@@ -4,7 +4,7 @@ from abc import abstractmethod
 from collections.abc import Callable, Mapping
 from types import TracebackType
 from typing import Any, TypeVar, overload
-from typing_extensions import TypeAlias
+from typing_extensions import Concatenate, ParamSpec, TypeAlias
 
 from ..log import Identified, _EchoFlag, echo_property
 from ..pool import Pool
@@ -19,6 +19,7 @@ from .url import URL
 from .util import TransactionalContext
 
 _T = TypeVar("_T")
+_P = ParamSpec("_P")
 
 _Executable: TypeAlias = ClauseElement | FunctionElement | DDLElement | DefaultGenerator | Compiled
 
@@ -80,12 +81,8 @@ class Connection(Connectable):
     @overload
     def execute(self, statement: str, *multiparams: Any | tuple[Any, ...] | Mapping[str, Any], **params) -> CursorResult: ...
     def exec_driver_sql(self, statement: str, parameters: Any | None = ..., execution_options: Any | None = ...): ...
-    # TODO:
-    # def transaction(self, callable_: Callable[Concatenate[Connection, _P], _T], *args: _P.args, **kwargs: _P.kwargs) -> _T: ...
-    def transaction(self, callable_: Callable[..., _T], *args: Any, **kwargs: Any) -> _T: ...
-    # TODO:
-    # def run_callable(self, callable_: Callable[Concatenate[Connection, _P], _T], *args: _P.args, **kwargs: _P.kwargs) -> _T: ...
-    def run_callable(self, callable_: Callable[..., _T], *args: Any, **kwargs: Any) -> _T: ...
+    def transaction(self, callable_: Callable[Concatenate[Connection, _P], _T], *args: _P.args, **kwargs: _P.kwargs) -> _T: ...
+    def run_callable(self, callable_: Callable[Concatenate[Connection, _P], _T], *args: _P.args, **kwargs: _P.kwargs) -> _T: ...
 
 class ExceptionContextImpl(ExceptionContext):
     engine: Any