diff --git a/.github/workflows/pre-commit-manual.yml b/.github/workflows/pre-commit-manual.yml
new file mode 100644
index 0000000000..a0d764d764
--- /dev/null
+++ b/.github/workflows/pre-commit-manual.yml
@@ -0,0 +1,40 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+---
+# https://github.com/j178/prek
+name: Manual hooks
+
+on: [pull_request]
+
+permissions:
+  contents: read
+
+jobs:
+  pre-commit:
+    name: Run pre-commit
+    runs-on: ubuntu-latest
+    steps:
+      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          persist-credentials: false
+      - uses: j178/prek-action@6ad80277337ad479fe43bd70701c3f7f8aa74db3 # v2.0.3
+        with:
+          install-only: true
+      - name: Run manual pre-commit hooks
+        run: prek run --color=always --all-files --hook-stage manual
diff --git a/.github/workflows/pre-commit-reusable.yml b/.github/workflows/pre-commit-reusable.yml
deleted file mode 100644
index b0e87c0c8a..0000000000
--- a/.github/workflows/pre-commit-reusable.yml
+++ /dev/null
@@ -1,67 +0,0 @@
-# Licensed to the Apache Software Foundation (ASF) under one
-# or more contributor license agreements.  See the NOTICE file
-# distributed with this work for additional information
-# regarding copyright ownership.  The ASF licenses this file
-# to you under the Apache License, Version 2.0 (the
-# "License"); you may not use this file except in compliance
-# with the License.  You may obtain a copy of the License at
-#
-#   http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing,
-# software distributed under the License is distributed on an
-# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-# KIND, either express or implied.  See the License for the
-# specific language governing permissions and limitations
-# under the License.
-
----
-name: _pre-commit-base
-
-on:
-  workflow_call:
-    inputs:
-      extra_args:
-        required: false
-        type: string
-        default: ""
-      job_id:
-        required: true
-        type: string
-
-permissions:
-  contents: read
-
-jobs:
-  run-hooks:
-    runs-on: ubuntu-latest
-    steps:
-      - name: 'Checkout ${{ github.ref }} ( ${{ github.sha }} )'
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
-        with:
-          persist-credentials: false
-      - uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
-        with:
-          python-version: '3.14.1'
-          architecture: 'x64'
-      - name: Install dependencies
-        run: |
-          echo "pre-commit==4.5.0 --hash=sha256:25e2ce09595174d9c97860a95609f9f852c0614ba602de3561e267547f2335e1
-                cfgv==3.5.0 --hash=sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0
-                identify==2.6.1 --hash=sha256:53863bcac7caf8d2ed85bd20312ea5dcfc22226800f6d6881f232d861db5a8f0
-                nodeenv==1.9.1 --hash=sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9
-                pyyaml==6.0.3 --hash=sha256:c458b6d084f9b935061bc36216e8a69a7e293a2f1e68bf956dcd9e6cbcd143f5
-                virtualenv==20.35.4 --hash=sha256:c21c9cede36c9753eeade68ba7d523529f228a403463376cf821eaae2b650f1b
-                distlib==0.4.0 --hash=sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16
-                filelock==3.20.0 --hash=sha256:339b4732ffda5cd79b13f4e2711a31b0365ce445d95d243bb996273d072546a2
-                platformdirs==4.5.0 --hash=sha256:e578a81bb873cbb89a41fcc904c7ef523cc18284b7e3b3ccf06aca1403b7ebd3" \
-            > pre-commit-requirements.txt
-          pip install --require-hashes -r pre-commit-requirements.txt
-      - name: set PY
-        run: echo "PY=$(python -VV | sha256sum | cut -d' ' -f1)" >> "$GITHUB_ENV"
-      - uses: actions/cache@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
-        with:
-          path: ~/.cache/pre-commit
-          key: pre-commit|${{ inputs.job_id }}|${{ env.PY }}|${{ hashFiles('.pre-commit-config.yaml') }}
-      - name: Run pre-commit
-        run: pre-commit run --color=always --all-files --show-diff-on-failure ${{ inputs.extra_args }} # zizmor: ignore[template-injection]
diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index 3e0bdc8b86..1ad0834ec8 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -16,6 +16,7 @@
 # under the License.
 
 ---
+# https://github.com/j178/prek
 name: pre-commit
 
 on: [pull_request]
@@ -23,20 +24,15 @@ on: [pull_request]
 permissions:
   contents: read
 
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: ${{ github.ref != 'refs/heads/master' }}
-
 jobs:
-  standard:
+  pre-commit:
     name: Run pre-commit
-    uses: ./.github/workflows/pre-commit-reusable.yml
-    with:
-      job_id: "standard"
-
-  manual:
-    name: Run manual pre-commit hooks
-    uses: ./.github/workflows/pre-commit-reusable.yml
-    with:
-      job_id: "manual"
-      extra_args: "--hook-stage manual"
+    runs-on: ubuntu-latest
+    steps:
+      - name: "Checkout ${{ github.ref }} ( ${{ github.sha }} )"
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          persist-credentials: false
+      - uses: j178/prek-action@6ad80277337ad479fe43bd70701c3f7f8aa74db3 # v2.0.3
+        with:
+          extra-args: --all-files