diff --git a/.github/workflows/style.yml b/.github/workflows/style.yml
deleted file mode 100644
index c4a099df9..000000000
--- a/.github/workflows/style.yml
+++ /dev/null
@@ -1,66 +0,0 @@
-name: Code Style
-
-on:
-  push:
-    branches: [ "**" ]
-    tags-ignore: [ "**" ]
-  pull_request:
-  workflow_dispatch:
-
-jobs:
-
-  black:
-    name: black
-    runs-on: ubuntu-latest
-
-    steps:
-
-      - name: "🔀 Checkout repository"
-        uses: actions/checkout@v4
-
-      - name: '🐍 Initialize Python'
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.*"
-
-      # Note: the black version needs to be in sync with what
-      # specified in setup.cfg.
-      - name: "📝 Black Code Formatter"
-        uses: psf/black@stable
-        with:
-          options: "--check --diff --color"
-          version: "~= 24.0"
-
-  isort:
-    name: isort
-    runs-on: ubuntu-latest
-
-    steps:
-
-      - name: "🔀 Checkout repository"
-        uses: actions/checkout@v4
-
-      - name: '🐍 Initialize Python'
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.*"
-
-      # Workaround for https://github.com/isort/isort-action/issues/70
-      - run: pip install colorama
-
-      - name: "📝 isort"
-        uses: isort/isort-action@master
-        with:
-          configuration: "--check --diff --color"
-
-  ruff:
-    name: ruff
-    runs-on: ubuntu-latest
-
-    steps:
-
-      - name: "🔀 Checkout repository"
-        uses: actions/checkout@v4
-
-      - name: "📝 Ruff"
-        uses: chartboost/ruff-action@v1
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2240dbd21..483464939 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,14 @@
+ci:
+  autofix_prs: false
+  autoupdate_schedule: quarterly
+  submodules: false
+
+default_language_version:
+  python: python3
+
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
+    rev: v4.6.0
     hooks:
     - id: check-ast
     - id: check-merge-conflict
@@ -9,19 +17,19 @@ repos:
     - id: trailing-whitespace
 
   - repo: https://github.com/psf/black-pre-commit-mirror
-    rev: 24.2.0
+    rev: 24.4.2
     hooks:
       - id: black
-        language_version: python3.11
+        args: ["--check", "--diff"]
 
   - repo: https://github.com/pycqa/isort
     rev: 5.13.2
     hooks:
       - id: isort
-        name: isort (python)
+        args: ["--check", "--diff"]
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.3.2
+    rev: v0.5.1
     hooks:
       - id: ruff