diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 967f461..ac5f98f 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.6.0
+    rev: v6.0.0
     hooks:
       - id: check-added-large-files
         args: ["--maxkb=1000"]
@@ -24,32 +24,32 @@ repos:
       - id: mixed-line-ending
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.4.7
+    rev: v0.15.10
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
         types_or: [python, pyi, jupyter]
 
   - repo: https://github.com/pycqa/isort
-    rev: 5.13.2
+    rev: 8.0.1
     hooks:
       - id: isort
         name: isort
 
-  - repo: https://github.com/psf/black
-    rev: 24.4.2
+  - repo: https://github.com/psf/black-pre-commit-mirror
+    rev: 26.3.1
     hooks:
       - id: black
         language_version: python3
 
   - repo: https://github.com/asottile/blacken-docs
-    rev: 1.16.0
+    rev: 1.20.0
     hooks:
       - id: blacken-docs
         additional_dependencies: [black==22.3.0]
 
   - repo: https://github.com/pycqa/flake8
-    rev: 7.0.0
+    rev: 7.3.0
     hooks:
       - id: flake8
         exclude: docs/source/conf.py, __pycache__
@@ -66,7 +66,7 @@ repos:
           ]
 
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.10.0
+    rev: v1.20.1
     hooks:
       - id: mypy
         files: predictably/
@@ -85,14 +85,14 @@ repos:
         additional_dependencies: [".[toml]"]
 
   - repo: https://github.com/PyCQA/bandit
-    rev: 1.7.8
+    rev: 1.9.4
     hooks:
       - id: bandit
         args: ["-c", "pyproject.toml"]
         additional_dependencies: ["bandit[toml]"]
 
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.3.0
+    rev: v2.4.2
     hooks:
       - id: codespell
         types_or: [python, rst, markdown]
@@ -100,14 +100,14 @@ repos:
           - tomli
 
   - repo: https://github.com/PyCQA/doc8
-    rev: v1.1.1
+    rev: v2.0.0
     hooks:
       - id: doc8
         args: ["--max-line-length=88", "--config=pyproject.toml", "docs"]
         additional_dependencies: ["tomli"]
 
   - repo: https://github.com/sphinx-contrib/sphinx-lint
-    rev: v0.9.1
+    rev: v1.0.2
     hooks:
       - id: sphinx-lint
 
@@ -118,13 +118,13 @@ repos:
         additional_dependencies: ["flake8-builtins"]
 
   - repo: https://github.com/asottile/pyupgrade
-    rev: v3.15.2
+    rev: v3.21.2
     hooks:
       - id: pyupgrade
         args: ["--py38-plus"]
 
   - repo: https://github.com/numpy/numpydoc
-    rev: v1.7.0
+    rev: v1.10.0
     hooks:
       - id: numpydoc-validation
         exclude: |
diff --git a/predictably/__init__.py b/predictably/__init__.py
index 4dfd1e1..bfd42c7 100644
--- a/predictably/__init__.py
+++ b/predictably/__init__.py
@@ -4,6 +4,7 @@
 
 Predictable, well-documented interfaces so you can predict *ably*.
 """
+
 from typing import List
 
 from predictably._config import (
diff --git a/predictably/_config.py b/predictably/_config.py
index b157e99..7232aa9 100644
--- a/predictably/_config.py
+++ b/predictably/_config.py
@@ -9,6 +9,7 @@
 
 Allows users to configure `predictably`.
 """
+
 import threading
 from contextlib import contextmanager
 from typing import Any, Dict, Iterator, List, Literal, Optional, get_args
diff --git a/predictably/_config_param_setting.py b/predictably/_config_param_setting.py
index 362ca35..1c5b725 100644
--- a/predictably/_config_param_setting.py
+++ b/predictably/_config_param_setting.py
@@ -4,6 +4,7 @@
 
 Used to store information about predictably's global configuration.
 """
+
 import collections
 import warnings
 from dataclasses import dataclass
diff --git a/predictably/_core/__init__.py b/predictably/_core/__init__.py
index cdadf3d..a7de0c2 100644
--- a/predictably/_core/__init__.py
+++ b/predictably/_core/__init__.py
@@ -4,6 +4,7 @@
 
 These tools can be used to build other `predictably` compliant packages.
 """
+
 from typing import List
 
 __author__: List[str] = ["RNKuhns"]
diff --git a/predictably/_core/_base.py b/predictably/_core/_base.py
index 9680109..3c526ab 100644
--- a/predictably/_core/_base.py
+++ b/predictably/_core/_base.py
@@ -7,6 +7,7 @@
 
 `predictably` classes typically inherit from ``BaseClass``.
 """
+
 import collections
 import inspect
 import re
diff --git a/predictably/_core/_pprint/__init__.py b/predictably/_core/_pprint/__init__.py
index f3a5864..d3281bc 100644
--- a/predictably/_core/_pprint/__init__.py
+++ b/predictably/_core/_pprint/__init__.py
@@ -7,6 +7,7 @@
 
 The approach follows scikit-learn conventions.
 """
+
 from typing import List
 
 __author__: List[str] = ["RNKuhns"]
diff --git a/predictably/_core/_pprint/_object_html_repr.py b/predictably/_core/_pprint/_object_html_repr.py
index f22d785..06af07e 100644
--- a/predictably/_core/_pprint/_object_html_repr.py
+++ b/predictably/_core/_pprint/_object_html_repr.py
@@ -6,6 +6,7 @@
 
 Follows scikit-learn pretty printing conventions.
 """
+
 # mypy: ignore-errors
 from __future__ import annotations
 
@@ -343,11 +344,7 @@ def _write_base_object_html(
 #$id div.sk-text-repr-fallback {
   display: none;
 }
-""".replace(
-    "  ", ""
-).replace(
-    "\n", ""
-)
+""".replace("  ", "").replace("\n", "")
 
 
 def _object_html_repr(base_object: prc._base.BaseOBject) -> str:
diff --git a/predictably/_core/_pprint/_pprint.py b/predictably/_core/_pprint/_pprint.py
index 46d84ac..415f1eb 100644
--- a/predictably/_core/_pprint/_pprint.py
+++ b/predictably/_core/_pprint/_pprint.py
@@ -6,6 +6,7 @@
 
 The pretty printing approach very closely follows scikit-learn.
 """
+
 # mypy: ignore-errors
 import inspect
 import pprint
diff --git a/predictably/_core/tests/__init__.py b/predictably/_core/tests/__init__.py
index ed10264..873d64d 100644
--- a/predictably/_core/tests/__init__.py
+++ b/predictably/_core/tests/__init__.py
@@ -5,6 +5,7 @@
 Tests of core functionality are included here. Tests of specific submodule
 functionality is included in submodule tests.
 """
+
 from typing import List
 
 __all__: List[str] = []
diff --git a/predictably/_core/tests/test_config.py b/predictably/_core/tests/test_config.py
index 8f63e5a..b8a12c2 100644
--- a/predictably/_core/tests/test_config.py
+++ b/predictably/_core/tests/test_config.py
@@ -2,6 +2,7 @@
 # The code is copyrighted by the respective scikit-learn developers (BSD-3-Clause
 # License): https://github.com/scikit-learn/scikit-learn/blob/main/COPYING
 """Test configuration functionality."""
+
 import time
 from concurrent.futures import ThreadPoolExecutor
 from typing import Any
diff --git a/predictably/_core/tests/test_exceptions.py b/predictably/_core/tests/test_exceptions.py
index 4c89349..7ba43c7 100644
--- a/predictably/_core/tests/test_exceptions.py
+++ b/predictably/_core/tests/test_exceptions.py
@@ -6,6 +6,7 @@
 
     test_exceptions_raise_error - Test that skbase exceptions raise expected error.
 """
+
 from typing import List
 
 import pytest
diff --git a/predictably/data/__init__.py b/predictably/data/__init__.py
index dec1bfe..6af5851 100644
--- a/predictably/data/__init__.py
+++ b/predictably/data/__init__.py
@@ -8,6 +8,7 @@
   as examples throughout the package.
 - :mod:`predictably.data.generate` provides tools for data generation.
 """
+
 from typing import List
 
 __author__: List[str] = ["RNKuhns"]
diff --git a/predictably/data/types/__init__.py b/predictably/data/types/__init__.py
index 99bb5f9..f5b9fa6 100644
--- a/predictably/data/types/__init__.py
+++ b/predictably/data/types/__init__.py
@@ -6,6 +6,7 @@
 interface or the `from_array` and `from_dataframe` interface on a particular
 data type class.
 """
+
 from typing import List
 
 from predictably.data.types._base import Metadata
diff --git a/predictably/data/types/_base.py b/predictably/data/types/_base.py
index 7b61b01..c594ad2 100644
--- a/predictably/data/types/_base.py
+++ b/predictably/data/types/_base.py
@@ -4,6 +4,7 @@
 
 All `predictably` data types should inherit from ``BasePredictablyDataType``.
 """
+
 from __future__ import annotations
 
 import collections
diff --git a/predictably/data/types/_cross_section.py b/predictably/data/types/_cross_section.py
index 81fd370..68564c8 100644
--- a/predictably/data/types/_cross_section.py
+++ b/predictably/data/types/_cross_section.py
@@ -6,6 +6,7 @@
 or `from_dataframe` methods or the ``predictably.from_external_data`` functional
 interface.
 """
+
 from __future__ import annotations
 
 import attrs
diff --git a/predictably/data/types/_from_external.py b/predictably/data/types/_from_external.py
index 2304c73..fb7f270 100644
--- a/predictably/data/types/_from_external.py
+++ b/predictably/data/types/_from_external.py
@@ -5,6 +5,7 @@
 Users should use :func:`predictably.from_external_data` or call the `from_array`
 or `from_dataframe` on the applicable `predictably` data type.
 """
+
 from __future__ import annotations
 
 import sys
diff --git a/predictably/data/types/_panel.py b/predictably/data/types/_panel.py
index 534ea6a..a2dc55a 100644
--- a/predictably/data/types/_panel.py
+++ b/predictably/data/types/_panel.py
@@ -6,6 +6,7 @@
 or `from_dataframe` methods or the ``predictably.from_external_data`` functional
 interface.
 """
+
 from __future__ import annotations
 
 import attrs
diff --git a/predictably/data/types/_timeseries.py b/predictably/data/types/_timeseries.py
index f950515..62c98b9 100644
--- a/predictably/data/types/_timeseries.py
+++ b/predictably/data/types/_timeseries.py
@@ -6,6 +6,7 @@
 or `from_dataframe` methods or the ``predictably.from_external_data`` functional
 interface.
 """
+
 from __future__ import annotations
 
 import sys
diff --git a/predictably/data/types/_types.py b/predictably/data/types/_types.py
index 2a3579f..919259b 100644
--- a/predictably/data/types/_types.py
+++ b/predictably/data/types/_types.py
@@ -4,6 +4,7 @@
 
 Should be used for typing throughout `predictably`.
 """
+
 from __future__ import annotations
 
 import sys
@@ -104,7 +105,7 @@ def _get_forward_ref_module_name(fref: str, return_abbrev: bool = False) -> str:
 
 
 def _evaluate_available_forward_refs(
-    supported: tuple[str | type, ...]
+    supported: tuple[str | type, ...],
 ) -> tuple[tuple[type, ...], tuple[str, ...]]:
     """Load and evaluate available forward references.
 
@@ -152,7 +153,7 @@ def _evaluate_available_forward_refs(
 
 
 def _supported_type_msg(
-    type_: Literal["dataframe", "array", "any"] = "dataframe"
+    type_: Literal["dataframe", "array", "any"] = "dataframe",
 ) -> str:
     """Create message about the types of dataframes that `predictably` supports.
 
@@ -185,7 +186,7 @@ def _supported_type_msg(
 
 
 def raise_not_supported_external_type(
-    type_: Literal["dataframe", "array", "any"] = "dataframe"
+    type_: Literal["dataframe", "array", "any"] = "dataframe",
 ) -> NoReturn:
     """Raise an error if the input data container is not supported by `predictably`.
 
diff --git a/predictably/data/types/tests/__init__.py b/predictably/data/types/tests/__init__.py
index 319639c..4efdbe1 100644
--- a/predictably/data/types/tests/__init__.py
+++ b/predictably/data/types/tests/__init__.py
@@ -4,6 +4,7 @@
 
 Tests for all data type functionality are included here.
 """
+
 from typing import List
 
 __all__: List[str] = []
diff --git a/predictably/data/types/tests/test_base_types.py b/predictably/data/types/tests/test_base_types.py
index 5372374..5282ce0 100644
--- a/predictably/data/types/tests/test_base_types.py
+++ b/predictably/data/types/tests/test_base_types.py
@@ -4,6 +4,7 @@
 
 Tests for all data type functionality are included here.
 """
+
 import re
 from typing import List
 
diff --git a/predictably/tests/__init__.py b/predictably/tests/__init__.py
index ed10264..873d64d 100644
--- a/predictably/tests/__init__.py
+++ b/predictably/tests/__init__.py
@@ -5,6 +5,7 @@
 Tests of core functionality are included here. Tests of specific submodule
 functionality is included in submodule tests.
 """
+
 from typing import List
 
 __all__: List[str] = []
diff --git a/predictably/tests/test_config.py b/predictably/tests/test_config.py
index 8f63e5a..b8a12c2 100644
--- a/predictably/tests/test_config.py
+++ b/predictably/tests/test_config.py
@@ -2,6 +2,7 @@
 # The code is copyrighted by the respective scikit-learn developers (BSD-3-Clause
 # License): https://github.com/scikit-learn/scikit-learn/blob/main/COPYING
 """Test configuration functionality."""
+
 import time
 from concurrent.futures import ThreadPoolExecutor
 from typing import Any
diff --git a/predictably/utils/__init__.py b/predictably/utils/__init__.py
index 013de33..70f956a 100644
--- a/predictably/utils/__init__.py
+++ b/predictably/utils/__init__.py
@@ -8,6 +8,7 @@
 This module includes general utilities. Statistical utilities will be kept in
 predictably.stats.utils.
 """
+
 from typing import List
 
 __author__: List[str] = ["RNKuhns"]
diff --git a/predictably/utils/_iter.py b/predictably/utils/_iter.py
index f95d8ee..2dcfd95 100644
--- a/predictably/utils/_iter.py
+++ b/predictably/utils/_iter.py
@@ -4,6 +4,7 @@
 # are copyrighted by the skbase developers, BSD-3-Clause License. For
 # conditions see https://github.com/sktime/skbase/blob/main/LICENSE
 """Utility functionality for working with sequences."""  # numpydoc ignore=ES01
+
 import collections
 import re
 from typing import Any, List, Optional, Sequence, Union
diff --git a/predictably/utils/tests/test_iter.py b/predictably/utils/tests/test_iter.py
index ca32992..c84b60e 100644
--- a/predictably/utils/tests/test_iter.py
+++ b/predictably/utils/tests/test_iter.py
@@ -16,6 +16,7 @@
 - test_scalar_to_seq_raises: verify that _scalar_to_seq raises error when an
   invalid value is provided for sequence_type parameter.
 """
+
 from collections.abc import Sequence
 
 import pytest
diff --git a/predictably/validate/__init__.py b/predictably/validate/__init__.py
index e843452..4fc6286 100644
--- a/predictably/validate/__init__.py
+++ b/predictably/validate/__init__.py
@@ -8,6 +8,7 @@
 This module contains functions used throughout `predictably` to provide standard
 validation of inputs to `predictably` methods and functions.
 """
+
 from typing import List
 
 from predictably.validate._named_objects import (
diff --git a/predictably/validate/_named_objects.py b/predictably/validate/_named_objects.py
index 3a47907..06f72ec 100644
--- a/predictably/validate/_named_objects.py
+++ b/predictably/validate/_named_objects.py
@@ -9,6 +9,7 @@
 named objects conform with predictably's named object API. Among other use cases
 this is used in particular to verify that input to pipelines are specified correctly.
 """
+
 import collections.abc
 from typing import (
     TYPE_CHECKING,
diff --git a/predictably/validate/_types.py b/predictably/validate/_types.py
index 18a521c..8ee4518 100644
--- a/predictably/validate/_types.py
+++ b/predictably/validate/_types.py
@@ -8,6 +8,7 @@
 For specific functionality to validate the `predictably` data types, see
 :mod:`predictably.validate._data_types`.
 """
+
 import collections
 import inspect
 import math
diff --git a/predictably/validate/tests/test_type_validations.py b/predictably/validate/tests/test_type_validations.py
index 80a525f..0520a17 100644
--- a/predictably/validate/tests/test_type_validations.py
+++ b/predictably/validate/tests/test_type_validations.py
@@ -16,6 +16,7 @@
 - test_check_sequence_with_seq_of_class_and_instance_input
 - test_convert_scalar_seq_type_input_to_tuple_raises_error
 """
+
 import collections
 
 # import numpy as np