diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml
index ecd2ab7..8bf385d 100644
--- a/.github/workflows/CI.yml
+++ b/.github/workflows/CI.yml
@@ -1,4 +1,4 @@
-# This file is autogenerated by maturin v1.8.6
+# This file is autogenerated by maturin v1.13.3
 # To update, run
 #
 #    maturin generate-ci github
@@ -23,24 +23,25 @@ jobs:
     strategy:
       matrix:
         os: [ macos-latest, ubuntu-latest, windows-latest ]
-        version: [ '3.9', '3.10', '3.11', '3.12', '3.13' ]
+        version: [ '3.10', '3.11', '3.12', '3.13', '3.14' ]
     steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
+      - uses: actions/checkout@v6
+      - uses: actions/setup-python@v6
         with:
           python-version: ${{ matrix.version }}
       - name: Install uv
-        uses: astral-sh/setup-uv@v5
+        uses: astral-sh/setup-uv@v7
       - name: Run tests
         run: uv run pytest
 
   ci-checks:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
       - name: Check Rust formatting
         run: |
           cargo fmt --check
+          cargo clippy
 
   linux:
     runs-on: ${{ matrix.platform.runner }}
@@ -61,10 +62,10 @@ jobs:
           - runner: ubuntu-22.04
             target: ppc64le
     steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
+      - uses: actions/checkout@v6
+      - uses: actions/setup-python@v6
         with:
-          python-version: 3.x
+          python-version: "3.10"
       - name: Build wheels
         uses: PyO3/maturin-action@v1
         with:
@@ -76,11 +77,11 @@ jobs:
         uses: PyO3/maturin-action@v1
         with:
           target: ${{ matrix.platform.target }}
-          args: --release --out dist -i python3.13t
+          args: --release --out dist -i python3.14t
           sccache: ${{ !startsWith(github.ref, 'refs/tags/') }}
           manylinux: auto
       - name: Upload wheels
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v6
         with:
           name: wheels-linux-${{ matrix.platform.target }}
           path: dist
@@ -100,10 +101,10 @@ jobs:
           - runner: ubuntu-22.04
             target: armv7
     steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
+      - uses: actions/checkout@v6
+      - uses: actions/setup-python@v6
         with:
-          python-version: 3.x
+          python-version: "3.10"
       - name: Build wheels
         uses: PyO3/maturin-action@v1
         with:
@@ -115,11 +116,11 @@ jobs:
         uses: PyO3/maturin-action@v1
         with:
           target: ${{ matrix.platform.target }}
-          args: --release --out dist -i python3.13t
+          args: --release --out dist -i python3.14t
           sccache: ${{ !startsWith(github.ref, 'refs/tags/') }}
           manylinux: musllinux_1_2
       - name: Upload wheels
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v6
         with:
           name: wheels-musllinux-${{ matrix.platform.target }}
           path: dist
@@ -132,29 +133,37 @@ jobs:
         platform:
           - runner: windows-latest
             target: x64
+            python_arch: x64
           - runner: windows-latest
             target: x86
+            python_arch: x86
+          - runner: windows-11-arm
+            target: aarch64
+            python_arch: arm64
     steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
+      - uses: actions/checkout@v6
+      - uses: actions/setup-python@v6
         with:
-          python-version: 3.x
-          architecture: ${{ matrix.platform.target }}
+          python-version: "3.13"
+          architecture: ${{ matrix.platform.python_arch }}
       - name: Build wheels
         uses: PyO3/maturin-action@v1
         with:
           target: ${{ matrix.platform.target }}
           args: --release --out dist
           sccache: ${{ !startsWith(github.ref, 'refs/tags/') }}
-# TODO: fix this for Windows
-#      - name: Build free-threaded wheels
-#        uses: PyO3/maturin-action@v1
-#        with:
-#          target: ${{ matrix.platform.target }}
-#          args: --release --out dist -i python3.13t
-#          sccache: ${{ !startsWith(github.ref, 'refs/tags/') }}
+      - uses: actions/setup-python@v6
+        with:
+          python-version: "3.14t"
+          architecture: ${{ matrix.platform.python_arch }}
+      - name: Build free-threaded wheels
+        uses: PyO3/maturin-action@v1
+        with:
+          target: ${{ matrix.platform.target }}
+          args: --release --out dist -i python3.14t
+          sccache: ${{ !startsWith(github.ref, 'refs/tags/') }}
       - name: Upload wheels
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v6
         with:
           name: wheels-windows-${{ matrix.platform.target }}
           path: dist
@@ -165,29 +174,32 @@ jobs:
     strategy:
       matrix:
         platform:
-          - runner: macos-13
+          - runner: macos-15-intel
             target: x86_64
-          - runner: macos-14
+          - runner: macos-latest
             target: aarch64
     steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
+      - uses: actions/checkout@v6
+      - uses: actions/setup-python@v6
         with:
-          python-version: 3.x
+          python-version: "3.10"
       - name: Build wheels
         uses: PyO3/maturin-action@v1
         with:
           target: ${{ matrix.platform.target }}
           args: --release --out dist
           sccache: ${{ !startsWith(github.ref, 'refs/tags/') }}
+      - uses: actions/setup-python@v6
+        with:
+          python-version: "3.14t"
       - name: Build free-threaded wheels
         uses: PyO3/maturin-action@v1
         with:
           target: ${{ matrix.platform.target }}
-          args: --release --out dist -i python3.13t
+          args: --release --out dist -i python3.14t
           sccache: ${{ !startsWith(github.ref, 'refs/tags/') }}
       - name: Upload wheels
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v6
         with:
           name: wheels-macos-${{ matrix.platform.target }}
           path: dist
@@ -195,14 +207,14 @@ jobs:
   sdist:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
       - name: Build sdist
         uses: PyO3/maturin-action@v1
         with:
           command: sdist
           args: --out dist
       - name: Upload sdist
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v6
         with:
           name: wheels-sdist
           path: dist
@@ -220,16 +232,16 @@ jobs:
       # Used to generate artifact attestation
       attestations: write
     steps:
-      - uses: actions/download-artifact@v4
+      - uses: actions/download-artifact@v7
       - name: Generate artifact attestation
-        uses: actions/attest-build-provenance@v2
+        uses: actions/attest@v4
         with:
           subject-path: 'wheels-*/*'
+      - name: Install uv
+        if: ${{ startsWith(github.ref, 'refs/tags/') }}
+        uses: astral-sh/setup-uv@v7
       - name: Publish to PyPI
         if: ${{ startsWith(github.ref, 'refs/tags/') }}
-        uses: PyO3/maturin-action@v1
+        run: uv publish 'wheels-*/*'
         env:
-          MATURIN_PYPI_TOKEN: ${{ secrets.PYPI_API_TOKEN }}
-        with:
-          command: upload
-          args: --non-interactive --skip-existing wheels-*/*
+          UV_PUBLISH_TOKEN: ${{ secrets.PYPI_API_TOKEN }}
diff --git a/Cargo.lock b/Cargo.lock
index 2944676..41a5bb5 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -2,39 +2,18 @@
 # It is not intended for manual editing.
 version = 4
 
-[[package]]
-name = "autocfg"
-version = "1.4.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ace50bade8e6234aa140d9a2f552bbee1db4d353f69b8217bc503490fc1a9f26"
-
 [[package]]
 name = "heck"
 version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2304e00983f87ffb38b55b444b5e3b60a884b5d30c0fca7d82fe33449bbe55ea"
 
-[[package]]
-name = "indoc"
-version = "2.0.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f4c7245a08504955605670dbf141fceab975f15ca21570696aebe9d2e71576bd"
-
 [[package]]
 name = "libc"
 version = "0.2.172"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d750af042f7ef4f724306de029d18836c26c1765a54a6a3f094cbd23a7267ffa"
 
-[[package]]
-name = "memoffset"
-version = "0.9.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "488016bfae457b036d996092f6cb448677611ce4449e970ceaf42695203f218a"
-dependencies = [
- "autocfg",
-]
-
 [[package]]
 name = "once_cell"
 version = "1.21.3"
@@ -58,36 +37,32 @@ dependencies = [
 
 [[package]]
 name = "pyo3"
-version = "0.25.0"
+version = "0.28.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f239d656363bcee73afef85277f1b281e8ac6212a1d42aa90e55b90ed43c47a4"
+checksum = "91fd8e38a3b50ed1167fb981cd6fd60147e091784c427b8f7183a7ee32c31c12"
 dependencies = [
- "indoc",
  "libc",
- "memoffset",
  "once_cell",
  "portable-atomic",
  "pyo3-build-config",
  "pyo3-ffi",
  "pyo3-macros",
- "unindent",
 ]
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.25.0"
+version = "0.28.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "755ea671a1c34044fa165247aaf6f419ca39caa6003aee791a0df2713d8f1b6d"
+checksum = "e368e7ddfdeb98c9bca7f8383be1648fd84ab466bf2bc015e94008db6d35611e"
 dependencies = [
- "once_cell",
  "target-lexicon",
 ]
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.25.0"
+version = "0.28.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fc95a2e67091e44791d4ea300ff744be5293f394f1bafd9f78c080814d35956e"
+checksum = "7f29e10af80b1f7ccaf7f69eace800a03ecd13e883acfacc1e5d0988605f651e"
 dependencies = [
  "libc",
  "pyo3-build-config",
@@ -95,9 +70,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.25.0"
+version = "0.28.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a179641d1b93920829a62f15e87c0ed791b6c8db2271ba0fd7c2686090510214"
+checksum = "df6e520eff47c45997d2fc7dd8214b25dd1310918bbb2642156ef66a67f29813"
 dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
@@ -107,9 +82,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.25.0"
+version = "0.28.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9dff85ebcaab8c441b0e3f7ae40a6963ecea8a9f5e74f647e33fcf5ec9a1e89e"
+checksum = "c4cdc218d835738f81c2338f822078af45b4afdf8b2e33cbb5916f108b813acb"
 dependencies = [
  "heck",
  "proc-macro2",
@@ -147,18 +122,12 @@ dependencies = [
 
 [[package]]
 name = "target-lexicon"
-version = "0.13.2"
+version = "0.13.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e502f78cdbb8ba4718f566c418c52bc729126ffd16baee5baa718cf25dd5a69a"
+checksum = "adb6935a6f5c20170eeceb1a3835a49e12e19d792f6dd344ccc76a985ca5a6ca"
 
 [[package]]
 name = "unicode-ident"
 version = "1.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5a5f39404a5da50712a4c1eecf25e90dd62b613502b7e925fd4e4d19b5c96512"
-
-[[package]]
-name = "unindent"
-version = "0.2.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7264e107f553ccae879d21fbea1d6724ac785e8c3bfc762137959b5802826ef3"
diff --git a/Cargo.toml b/Cargo.toml
index a89cfbe..f3376ff 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -11,6 +11,6 @@ crate-type = ["cdylib"]
 [dependencies]
 
 [dependencies.pyo3]
-version = "0.25.0"
-# "abi3-py39" tells pyo3 (and maturin) to build using the stable ABI with minimum Python version 3.9
-features = ["abi3-py39"]
+version = "0.28.3"
+# "abi3-py310" tells pyo3 (and maturin) to build using the stable ABI with minimum Python version 3.10
+features = ["abi3-py310"]
diff --git a/pyproject.toml b/pyproject.toml
index 9995ae6..7ca3e67 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,7 @@ name = "singledispatch-native"
 version = "0.1.0"
 description = "Native version of `functools.singledispatch` written in Rust"
 readme = "README.md"
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 dependencies = []
 
 [dependency-groups]
@@ -13,7 +13,7 @@ dev = [
 ]
 
 [build-system]
-requires = ["maturin>=1.7,<2.0"]
+requires = ["maturin>=1.9.4,<2.0"]
 build-backend = "maturin"
 
 [tool.maturin]
diff --git a/src/singledispatch/builtins.rs b/src/singledispatch/builtins.rs
index 32e51ee..3edc63c 100644
--- a/src/singledispatch/builtins.rs
+++ b/src/singledispatch/builtins.rs
@@ -1,14 +1,14 @@
 use pyo3::prelude::*;
-use pyo3::sync::GILOnceCell;
+use pyo3::sync::PyOnceLock;
 use pyo3::types::{PyBool, PyTuple};
-use pyo3::{IntoPyObjectExt, PyObject, Python};
+use pyo3::{IntoPyObjectExt, PyAny, Python};
 
 pub struct Builtins {
-    pub object_type: PyObject,
-    issubclass_func: PyObject,
+    pub object_type: Py<PyAny>,
+    issubclass_func: Py<PyAny>,
 }
 
-static PY_BUILTINS: GILOnceCell<Builtins> = GILOnceCell::new();
+static PY_BUILTINS: PyOnceLock<Builtins> = PyOnceLock::new();
 
 impl Builtins {
     fn new(py: Python) -> Self {
@@ -27,7 +27,7 @@ impl Builtins {
         }
     }
 
-    pub fn cached(py: Python) -> &Self {
+    pub fn cached(py: Python<'_>) -> &Self {
         PY_BUILTINS.get_or_init(py, || Builtins::new(py))
     }
 
@@ -39,7 +39,7 @@ impl Builtins {
     ) -> PyResult<bool> {
         let args = PyTuple::new(py, [cls, typ]);
         match self.issubclass_func.call1(py, args?) {
-            Ok(result) => Ok(result.downcast_bound::<PyBool>(py)?.is_true()),
+            Ok(result) => Ok(result.cast_bound::<PyBool>(py)?.is_true()),
             Err(e) => Err(e),
         }
     }
diff --git a/src/singledispatch/core.rs b/src/singledispatch/core.rs
index d393098..ea651ba 100644
--- a/src/singledispatch/core.rs
+++ b/src/singledispatch/core.rs
@@ -8,20 +8,19 @@ use pyo3::prelude::*;
 use crate::singledispatch::builtins::Builtins;
 use pyo3::types::{PyDict, PyTuple, PyType};
 use pyo3::{
-    intern, pyclass, pyfunction, pymethods, Bound, IntoPyObjectExt, Py, PyAny, PyObject, PyResult,
-    Python,
+    intern, pyclass, pyfunction, pymethods, Bound, IntoPyObjectExt, Py, PyAny, PyResult, Python,
 };
 use std::collections::HashMap;
 use std::sync::Mutex;
 
-fn get_abc_cache_token(py: Python) -> PyResult<Bound<'_, PyAny>> {
+fn get_abc_cache_token(py: Python<'_>) -> PyResult<Bound<'_, PyAny>> {
     py.import(intern!(py, "abc"))?
         .getattr(intern!(py, "get_cache_token"))?
         .call0()
 }
 
 fn valid_dispatch_types(py: Python, cls: &Bound<'_, PyAny>) -> PyResult<Vec<Py<PyType>>> {
-    if let Ok(typ) = cls.downcast::<PyType>() {
+    if let Ok(typ) = cls.cast::<PyType>() {
         Ok(Vec::from([typ.clone().unbind()]))
     } else {
         let typing_module = TypingModule::cached(py);
@@ -31,7 +30,7 @@ fn valid_dispatch_types(py: Python, cls: &Bound<'_, PyAny>) -> PyResult<Vec<Py<P
                     let py_tuple = type_args.bind(py);
                     let mut dispatch_types = Vec::with_capacity(py_tuple.len());
                     for (i, item) in py_tuple.iter().enumerate() {
-                        match item.downcast::<PyType>() {
+                        match item.cast::<PyType>() {
                             Ok(typ) => {
                                 dispatch_types.insert(i, typ.clone().unbind());
                             }
@@ -64,13 +63,13 @@ fn is_valid_dispatch_type(py: Python, cls: &Bound<'_, PyAny>) -> bool {
 }
 
 struct SingleDispatchState {
-    registry: HashMap<PyTypeReference, PyObject>,
-    cache: HashMap<PyTypeReference, PyObject>,
-    cache_token: Option<PyObject>,
+    registry: HashMap<PyTypeReference, Py<PyAny>>,
+    cache: HashMap<PyTypeReference, Py<PyAny>>,
+    cache_token: Option<Py<PyAny>>,
 }
 
 impl SingleDispatchState {
-    fn find_impl(&mut self, py: Python, cls: Bound<'_, PyAny>) -> PyResult<PyObject> {
+    fn find_impl(&mut self, py: Python, cls: Bound<'_, PyAny>) -> PyResult<Py<PyAny>> {
         let cls_mro = get_obj_mro(&cls.clone())?;
         let mro = compose_mro(py, cls.clone(), self.registry.keys())?;
         let mut mro_match: Option<PyTypeReference> = None;
@@ -114,7 +113,7 @@ impl SingleDispatchState {
         }
     }
 
-    fn get_or_find_impl(&mut self, py: Python, cls: Bound<'_, PyAny>) -> PyResult<PyObject> {
+    fn get_or_find_impl(&mut self, py: Python, cls: Bound<'_, PyAny>) -> PyResult<Py<PyAny>> {
         let free_cls = cls.unbind();
         let type_reference = PyTypeReference::new(free_cls.clone_ref(py));
 
@@ -144,7 +143,7 @@ impl SingleDispatch {
         py: Python<'_>,
         cls: Bound<'_, PyAny>,
         func: Bound<'_, PyAny>,
-    ) -> PyResult<PyObject> {
+    ) -> PyResult<Py<PyAny>> {
         let typing_module = TypingModule::cached(py);
         match self.lock.lock() {
             Ok(mut state) => {
@@ -188,7 +187,7 @@ impl SingleDispatch {
         _py: Python<'_>,
         cls: Bound<'_, PyAny>,
         func: Bound<'_, PyAny>,
-    ) -> PyResult<PyObject> {
+    ) -> PyResult<Py<PyAny>> {
         match func.getattr(intern!(_py, "__annotations__")) {
             Ok(_annotations) => Err(PyNotImplementedError::new_err("Oops!")),
             Err(_) => Err(PyTypeError::new_err(
@@ -239,7 +238,7 @@ impl SingleDispatch {
         }
     }
 
-    fn dispatch(&self, py: Python<'_>, cls: Bound<'_, PyAny>) -> PyResult<PyObject> {
+    fn dispatch(&self, py: Python<'_>, cls: Bound<'_, PyAny>) -> PyResult<Py<PyAny>> {
         match self.lock.lock() {
             Ok(mut state) => {
                 if let Some(cache_token) = &state.cache_token {
@@ -267,7 +266,7 @@ impl SingleDispatch {
         py: Python<'_>,
         cls: Bound<'_, PyAny>,
         func: Option<Bound<'_, PyAny>>,
-    ) -> PyResult<PyObject> {
+    ) -> PyResult<Py<PyAny>> {
         let singledispatch = slf.borrow(py);
         if is_valid_dispatch_type(py, &cls) {
             match func {
@@ -293,7 +292,7 @@ impl SingleDispatch {
 #[pyclass]
 struct PartialSingleDispatchRegistration {
     singledispatch: Py<SingleDispatch>,
-    cls: PyObject,
+    cls: Py<PyAny>,
 }
 
 #[pymethods]
diff --git a/src/singledispatch/mro.rs b/src/singledispatch/mro.rs
index 6085fcb..d2108d1 100644
--- a/src/singledispatch/mro.rs
+++ b/src/singledispatch/mro.rs
@@ -3,7 +3,7 @@ use crate::singledispatch::typeref::PyTypeReference;
 use crate::singledispatch::typing::TypingModule;
 use pyo3::prelude::*;
 use pyo3::types::PyTuple;
-use pyo3::{intern, Bound, PyObject, PyResult, Python};
+use pyo3::{intern, Bound, PyAny, PyResult, Python};
 use std::cmp::Reverse;
 use std::collections::hash_map::Keys;
 use std::collections::HashSet;
@@ -11,7 +11,7 @@ use std::collections::HashSet;
 pub(crate) fn get_obj_mro(cls: &Bound<'_, PyAny>) -> PyResult<HashSet<PyTypeReference>> {
     let mro: HashSet<_> = cls
         .getattr(intern!(cls.py(), "__mro__"))?
-        .downcast::<PyTuple>()?
+        .cast::<PyTuple>()?
         .iter()
         .map(|item| PyTypeReference::new(item.unbind()))
         .collect();
@@ -21,7 +21,7 @@ pub(crate) fn get_obj_mro(cls: &Bound<'_, PyAny>) -> PyResult<HashSet<PyTypeRefe
 fn get_obj_subclasses(cls: &Bound<'_, PyAny>) -> PyResult<HashSet<PyTypeReference>> {
     let subclasses: HashSet<_> = cls
         .call_method0(intern!(cls.py(), "__subclasses__"))?
-        .downcast::<PyTuple>()?
+        .cast::<PyTuple>()?
         .iter()
         .map(|item| PyTypeReference::new(item.unbind()))
         .collect();
@@ -29,8 +29,8 @@ fn get_obj_subclasses(cls: &Bound<'_, PyAny>) -> PyResult<HashSet<PyTypeReferenc
 }
 
 fn c3_mro(
-    py: Python,
-    cls: Bound<'_, PyAny>,
+    _py: Python,
+    _cls: Bound<'_, PyAny>,
     abcs: Vec<PyTypeReference>,
 ) -> PyResult<Vec<PyTypeReference>> {
     Ok(abcs)
@@ -39,7 +39,7 @@ fn c3_mro(
 pub(crate) fn compose_mro(
     py: Python,
     cls: Bound<'_, PyAny>,
-    types: Keys<PyTypeReference, PyObject>,
+    types: Keys<PyTypeReference, Py<PyAny>>,
 ) -> PyResult<Vec<PyTypeReference>> {
     let builtins = Builtins::cached(py);
     let typing = TypingModule::cached(py);
diff --git a/src/singledispatch/typeref.rs b/src/singledispatch/typeref.rs
index dbae827..f22ab82 100644
--- a/src/singledispatch/typeref.rs
+++ b/src/singledispatch/typeref.rs
@@ -1,17 +1,17 @@
-use pyo3::{PyObject, Python};
-use std::fmt::{Display, Formatter};
+use pyo3::prelude::*;
+use std::fmt::{Debug, Display, Formatter};
 use std::hash::{Hash, Hasher};
 
 pub struct PyTypeReference {
-    wrapped: PyObject,
+    wrapped: Py<PyAny>,
 }
 
 impl PyTypeReference {
-    pub(crate) fn new(py_object: PyObject) -> Self {
+    pub(crate) fn new(py_object: Py<PyAny>) -> Self {
         PyTypeReference { wrapped: py_object }
     }
 
-    pub(crate) fn wrapped(&self) -> &PyObject {
+    pub(crate) fn wrapped(&self) -> &Py<PyAny> {
         &self.wrapped
     }
 
@@ -22,9 +22,15 @@ impl PyTypeReference {
     }
 }
 
+impl Debug for PyTypeReference {
+    fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
+        Display::fmt(&self.wrapped, f)
+    }
+}
+
 impl Display for PyTypeReference {
     fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
-        std::fmt::Display::fmt(&self.wrapped, f)
+        Display::fmt(&self.wrapped, f)
     }
 }
 
diff --git a/src/singledispatch/typing.rs b/src/singledispatch/typing.rs
index c4615c9..332893b 100644
--- a/src/singledispatch/typing.rs
+++ b/src/singledispatch/typing.rs
@@ -1,18 +1,18 @@
 use crate::singledispatch::typeref::PyTypeReference;
 use pyo3::exceptions::PyTypeError;
 use pyo3::prelude::*;
-use pyo3::sync::GILOnceCell;
+use pyo3::sync::PyOnceLock;
 use pyo3::types::PyTuple;
-use pyo3::{Bound, IntoPyObjectExt, Py, PyAny, PyObject, PyResult, Python};
+use pyo3::{Bound, IntoPyObjectExt, Py, PyAny, PyResult, Python};
 
 pub struct TypingModule {
-    get_origin: PyObject,
-    get_args: PyObject,
+    get_origin: Py<PyAny>,
+    get_args: Py<PyAny>,
     pub generic_alias_type: PyTypeReference,
     union_types: Vec<PyTypeReference>,
 }
 
-static TYPING_MODULE: GILOnceCell<TypingModule> = GILOnceCell::new();
+static TYPING_MODULE: PyOnceLock<TypingModule> = PyOnceLock::new();
 
 impl TypingModule {
     fn new(py: Python) -> Self {
@@ -58,13 +58,13 @@ impl TypingModule {
         }
     }
 
-    pub fn cached(py: Python) -> &Self {
+    pub fn cached(py: Python<'_>) -> &Self {
         TYPING_MODULE.get_or_init(py, || TypingModule::new(py))
     }
 
     pub fn get_args(&self, py: Python, cls: &Bound<'_, PyAny>) -> PyResult<Py<PyTuple>> {
         match self.get_args.call1(py, PyTuple::new(py, [cls])?) {
-            Ok(maybe_args) => match maybe_args.downcast_bound::<PyTuple>(py) {
+            Ok(maybe_args) => match maybe_args.cast_bound::<PyTuple>(py) {
                 Ok(args) => Ok(args.clone().unbind().clone_ref(py)),
                 Err(_) => Err(PyTypeError::new_err("Expected tuple return value")),
             },
@@ -72,7 +72,7 @@ impl TypingModule {
         }
     }
 
-    pub fn get_origin(&self, py: Python, cls: &Bound<'_, PyAny>) -> PyResult<PyObject> {
+    pub fn get_origin(&self, py: Python, cls: &Bound<'_, PyAny>) -> PyResult<Py<PyAny>> {
         self.get_origin.call1(py, PyTuple::new(py, [cls])?)
     }
 
diff --git a/uv.lock b/uv.lock
index bad6517..3bec19c 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,6 +1,6 @@
 version = 1
-revision = 2
-requires-python = ">=3.9"
+revision = 3
+requires-python = ">=3.10"
 
 [[package]]
 name = "colorama"
@@ -13,55 +13,56 @@ wheels = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.3.0"
+version = "1.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/0b/9f/a65090624ecf468cdca03533906e7c69ed7588582240cfe7cc9e770b50eb/exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88", size = 29749, upload-time = "2025-05-10T17:42:51.123Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/8a/0e/97c33bf5009bdbac74fd2beace167cab3f978feb69cc36f1ef79360d6c4e/exceptiongroup-1.3.1-py3-none-any.whl", hash = "sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598", size = 16740, upload-time = "2025-11-21T23:01:53.443Z" },
 ]
 
 [[package]]
 name = "iniconfig"
-version = "2.1.0"
+version = "2.3.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f2/97/ebf4da567aa6827c909642694d71c9fcf53e5b504f2d96afea02718862f3/iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7", size = 4793, upload-time = "2025-03-19T20:09:59.721Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/72/34/14ca021ce8e5dfedc35312d08ba8bf51fdd999c576889fc2c24cb97f4f10/iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730", size = 20503, upload-time = "2025-10-18T21:55:43.219Z" }
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+    { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" },
 ]
 
 [[package]]
 name = "maturin"
-version = "1.8.6"
+version = "1.13.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "tomli", marker = "python_full_version < '3.11'" },
 ]
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