diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9ae087f5..7ce6a288 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -21,13 +21,13 @@ repos:
       - id: detect-private-key
 
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.4.1
+    rev: v2.4.2
     hooks:
       - id: codespell
         additional_dependencies: [tomli]
 
-  - repo: https://github.com/psf/black
-    rev: 25.11.0
+  - repo: https://github.com/psf/black-pre-commit-mirror
+    rev: 26.3.1
     hooks:
       - id: black
         name: Black code
@@ -41,7 +41,7 @@ repos:
           - mdformat-gfm
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.14.5
+    rev: v0.15.9
     hooks:
       # Run the linter.
       - id: ruff-check
@@ -49,11 +49,11 @@ repos:
       - id: ruff-format
 
   - repo: https://github.com/tox-dev/pyproject-fmt
-    rev: v2.6.0
+    rev: v2.21.0
     hooks:
       - id: pyproject-fmt
         additional_dependencies: [tox]
   - repo: https://github.com/abravalheri/validate-pyproject
-    rev: v0.24.1
+    rev: v0.25
     hooks:
       - id: validate-pyproject
diff --git a/papermill/adl.py b/papermill/adl.py
index 3df13330..8077d6da 100644
--- a/papermill/adl.py
+++ b/papermill/adl.py
@@ -38,13 +38,13 @@ def _create_adapter(self, store_name):
 
     def listdir(self, url):
         """Returns a list of the files under the specified path"""
-        (store_name, path) = self._split_url(url)
+        store_name, path = self._split_url(url)
         adapter = self._create_adapter(store_name)
         return [f"adl://{store_name}.azuredatalakestore.net/{path_to_child}" for path_to_child in adapter.ls(path)]
 
     def read(self, url):
         """Read storage at a given url"""
-        (store_name, path) = self._split_url(url)
+        store_name, path = self._split_url(url)
         adapter = self._create_adapter(store_name)
         lines = []
         with adapter.open(path) as f:
@@ -54,7 +54,7 @@ def read(self, url):
 
     def write(self, buf, url):
         """Write buffer to storage at a given url"""
-        (store_name, path) = self._split_url(url)
+        store_name, path = self._split_url(url)
         adapter = self._create_adapter(store_name)
         with adapter.open(path, 'wb') as f:
             f.write(buf.encode())
diff --git a/papermill/s3.py b/papermill/s3.py
index c756e7c7..59a686ee 100644
--- a/papermill/s3.py
+++ b/papermill/s3.py
@@ -152,7 +152,7 @@ def __init__(self, keyname=None, *args, **kwargs):
                 s3 = session.resource('s3', **session_params)
                 S3.s3_session = (session, client, s3)
 
-        (self.session, self.client, self.s3) = S3.s3_session
+        self.session, self.client, self.s3 = S3.s3_session
 
     def _bucket_name(self, bucket):
         return self._clean(bucket).split('/', 1)[0]
diff --git a/papermill/tests/test_adl.py b/papermill/tests/test_adl.py
index 3aa98544..4176b9af 100644
--- a/papermill/tests/test_adl.py
+++ b/papermill/tests/test_adl.py
@@ -27,7 +27,7 @@ def test_split_url_raises_exception_on_invalid_url(self):
         self.assertTrue("Invalid ADL url 'this_is_not_a_valid_url'" in str(context.exception))
 
     def test_split_url_splits_valid_url(self):
-        (store_name, path) = ADL._split_url("adl://foo.azuredatalakestore.net/bar/baz")
+        store_name, path = ADL._split_url("adl://foo.azuredatalakestore.net/bar/baz")
         self.assertEqual(store_name, "foo")
         self.assertEqual(path, "bar/baz")
 
diff --git a/pyproject.toml b/pyproject.toml
index 99336a0a..a15647f7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,5 @@
 [build-system]
 build-backend = "setuptools.build_meta"
-
 requires = [ "setuptools>=61", "wheel" ]
 
 [project]
@@ -24,6 +23,7 @@ classifiers = [
   "Programming Language :: Python :: 3.11",
   "Programming Language :: Python :: 3.12",
   "Programming Language :: Python :: 3.13",
+  "Programming Language :: Python :: 3.14",
 ]
 dynamic = [ "version" ]
 dependencies = [
@@ -37,7 +37,6 @@ dependencies = [
   "tenacity>=5.0.2",
   "tqdm>=4.32.2",
 ]
-
 optional-dependencies.all = [
   "azure-datalake-store>=0.0.30,<1.0.0a0",
   "azure-identity>=1.3.1",
@@ -151,15 +150,12 @@ scripts.papermill = "papermill.__main__:papermill"
 [tool.setuptools]
 packages = [ "papermill" ]
 include-package-data = true
-
-[tool.setuptools.dynamic]
-version = { attr = "papermill.version.version" }
+dynamic.version = { attr = "papermill.version.version" }
 
 # Example configuration for Black.
-
 [tool.black]
 line-length = 120
-target-version = [ 'py310' ]
+target-version = [ "py310" ]
 skip-string-normalization = true
 
 [tool.ruff]
@@ -170,7 +166,6 @@ exclude = [
   "docs",
 ]
 format.quote-style = "preserve"
-
 # Enable Pyflakes `E` and `F` codes by default.
 lint.select = [
   "E",
@@ -196,27 +191,25 @@ quiet-level = 3
 #  https://github.com/codespell-project/codespell/issues/2243#issuecomment-1732019960
 ignore-words-list = "dne, compiletime"
 
-[tool.pytest.ini_options]
-env = [
+[tool.pytest]
+ini_options.env = [
   "AWS_SECRET_ACCESS_KEY=foobar_secret",
   "AWS_ACCESS_KEY_ID=foobar_key",
 ]
-filterwarnings = [
+ini_options.filterwarnings = [
   "ignore:.*imp module is deprecated.*:DeprecationWarning",
 ]
 
-[tool.coverage.run]
-branch = false
-
-[tool.coverage.report]
-exclude_lines = [
+[tool.coverage]
+run.branch = false
+report.exclude_lines = [
+  "if __name__ == .__main__.:",
   "if self.debug:",
   "pragma: no cover",
   "raise AssertionError",
   "raise NotImplementedError",
-  "if __name__ == .__main__.:",
 ]
-omit = [
+report.omit = [
   "papermill/tests/*",
   "papermill/version.py",
 ]
@@ -295,6 +288,4 @@ current_version = "2.6.0"
 commit = true
 tag = true
 tag_name = "{new_version}"
-
-[[tool.bumpversion.files]]
-filename = "papermill/version.py"
+files = [ { filename = "papermill/version.py" } ]