diff --git a/python/triton/experimental/gluon/_runtime.py b/python/triton/experimental/gluon/_runtime.py
index 5b55d6fa526c..2f303b5f89a3 100644
--- a/python/triton/experimental/gluon/_runtime.py
+++ b/python/triton/experimental/gluon/_runtime.py
@@ -2,7 +2,7 @@
 from triton.compiler.compiler import ASTSource
 from triton.backends.compiler import Language
 from triton.runtime.jit import JITFunction, constexpr_function
-from typing import TypeVar, Optional, Callable, Iterable, Union
+from typing import TypeVar, Optional, Callable, Iterable, Union, overload
 from triton._C.libtriton import ir
 
 T = TypeVar("T")
@@ -53,6 +53,25 @@ def is_gluon(self):
         return True
 
 
+@overload
+def jit(fn: T) -> GluonJITFunction[T]:
+    ...
+
+
+@overload
+def jit(
+    *,
+    version=None,
+    repr: Optional[Callable] = None,
+    launch_metadata: Optional[Callable] = None,
+    do_not_specialize: Optional[Iterable[int | str]] = None,
+    do_not_specialize_on_alignment: Optional[Iterable[int | str]] = None,
+    debug: Optional[bool] = None,
+    noinline: Optional[bool] = None,
+) -> Callable[[T], GluonJITFunction[T]]:
+    ...
+
+
 def jit(
     fn: Optional[T] = None,
     *,
diff --git a/python/triton/language/core.py b/python/triton/language/core.py
index 61375297464e..065744420421 100644
--- a/python/triton/language/core.py
+++ b/python/triton/language/core.py
@@ -6,7 +6,7 @@
 from enum import Enum
 from functools import partial, wraps, cached_property
 import typing
-from typing import Union, Callable, List, Sequence, TypeVar, Optional, Tuple
+from typing import Union, Callable, List, Sequence, TypeVar, Optional, Tuple, TYPE_CHECKING
 from dataclasses import dataclass
 import builtins
 from .. import knobs
@@ -1584,6 +1584,15 @@ def _wrap_init_args(x):
     return constexpr(x)
 
 
+if TYPE_CHECKING:
+    from typing_extensions import dataclass_transform
+else:
+
+    def dataclass_transform(**kwargs):
+        return lambda obj: obj
+
+
+@dataclass_transform(eq_default=False)
 def _aggregate(cls):
     field_annotations = typing.get_type_hints(cls)
     field_names = builtins.tuple(field_annotations.keys())
diff --git a/python/triton/runtime/jit.py b/python/triton/runtime/jit.py
index dc8eeacf5f55..eaaffdfbd118 100644
--- a/python/triton/runtime/jit.py
+++ b/python/triton/runtime/jit.py
@@ -10,7 +10,7 @@
 from collections import defaultdict
 from dataclasses import dataclass
 from functools import cached_property
-from typing import Callable, Generic, Iterable, Optional, TypeVar, overload, Dict, Any, Tuple
+from typing import Callable, Generic, Iterable, Optional, ParamSpec, TypeVar, overload, Dict, Any, Tuple
 
 from triton.backends import BaseBackend
 from types import ModuleType
@@ -27,6 +27,8 @@
 INDENT_PATTERN = re.compile(r"^(?P<indent>[ \t]*)def\s+\w+\s*\(", re.MULTILINE)
 
 T = TypeVar("T")
+P = ParamSpec("P")
+R = TypeVar("R")
 
 # -----------------------------------------------------------------------------
 # Dependencies Finder
@@ -902,7 +904,7 @@ def finalize_compile(kernel):
                             [attrs], warmup)
         return kernel
 
-    def __call__(self, *args, **kwargs):
+    def __call__(self: "JITFunction[Callable[P, R]]", *args: P.args, **kwargs: P.kwargs) -> R:
         raise RuntimeError("Cannot call @triton.jit'd outside of the scope of a kernel")
 
     def __repr__(self):
@@ -1118,7 +1120,7 @@ def __call__(self, *args, **kwargs):
         return self.__func__(self.__self__, *args, **kwargs)
 
 
-class ConstexprFunction(JITCallable):
+class ConstexprFunction(JITCallable, Generic[T]):
 
     def __init__(self, fn):
         super().__init__(fn)
@@ -1129,6 +1131,10 @@ def __get__(self, obj, objclass):
             return BoundConstexprFunction(obj, self)
         return self
 
+    @overload
+    def __call__(self: "ConstexprFunction[Callable[P, R]]", *args: P.args, **kwargs: P.kwargs) -> R:
+        ...
+
     def __call__(self, *args, _semantic=None, **kwargs):
         from triton.language.core import _unwrap_if_constexpr, constexpr
         # de-constexpr arguments and discard the _semantic keyword argument:
@@ -1148,7 +1154,7 @@ def __call__(self, *args, _semantic=None, **kwargs):
         return constexpr(res)
 
 
-def constexpr_function(fn):
+def constexpr_function(fn: T) -> ConstexprFunction[T]:
     """
     Wraps an arbitrary Python function so that it can be called at
     compile-time on constexpr arguments in a Triton function and