diff --git a/.github/workflows/conventional-pr.yml b/.github/workflows/conventional-pr.yml
new file mode 100644
index 00000000..7f6b096d
--- /dev/null
+++ b/.github/workflows/conventional-pr.yml
@@ -0,0 +1,41 @@
+# Copyright 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+#
+# Redistribution and use in source and binary forms, with or without
+# modification, are permitted provided that the following conditions
+# are met:
+#  * Redistributions of source code must retain the above copyright
+#    notice, this list of conditions and the following disclaimer.
+#  * Redistributions in binary form must reproduce the above copyright
+#    notice, this list of conditions and the following disclaimer in the
+#    documentation and/or other materials provided with the distribution.
+#  * Neither the name of NVIDIA CORPORATION nor the names of its
+#    contributors may be used to endorse or promote products derived
+#    from this software without specific prior written permission.
+#
+# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS ``AS IS'' AND ANY
+# EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+# PURPOSE ARE DISCLAIMED.  IN NO EVENT SHALL THE COPYRIGHT OWNER OR
+# CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+# EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+# PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+# PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY
+# OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+
+# Thin caller: the logic lives in the org-wide reusable workflow, pinned by
+# tag. Workflow changes ship as a new tag in the .github repository plus a
+# one-line rev bump here (tags are write-once, never moved).
+
+name: conventional-pr
+
+on:
+  pull_request:
+    types: [opened, edited, synchronize, reopened]
+
+jobs:
+  conventional-pr:
+    permissions:
+      pull-requests: write
+    uses: triton-inference-server/.github/.github/workflows/conventional-pr.yml@v1.4.1
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 95efd68e..836d7415 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -24,6 +24,8 @@
 # (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
 # OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 
+default_install_hook_types: [pre-commit, commit-msg]
+
 repos:
 - repo: https://github.com/PyCQA/isort
   rev: 5.12.0
@@ -54,6 +56,15 @@ repos:
     additional_dependencies: [tomli]
     args: ["--toml", "pyproject.toml"]
     exclude: (?x)^(.*stemmer.*|.*stop_words.*|^CHANGELOG.md$)
+# Validates commit messages against the Conventional Commits format
+# (<commit_type>: <title>); PR titles are validated org-wide by the
+# conventional-pr reusable workflow.
+- repo: https://github.com/compilerla/conventional-pre-commit
+  rev: v4.4.0
+  hooks:
+  - id: conventional-pre-commit
+    stages: [commit-msg]
+    args: [build, chore, ci, docs, feat, fix, perf, refactor, revert, style, test]
 # More details about these pre-commit hooks here:
 # https://pre-commit.com/hooks.html
 - repo: https://github.com/pre-commit/pre-commit-hooks
@@ -72,7 +83,7 @@ repos:
   - id: requirements-txt-fixer
   - id: trailing-whitespace
 
-- repo: https://github.com/triton-inference-server/developer_tools
-  rev: v0.1.0
+- repo: https://github.com/triton-inference-server/.github
+  rev: v1.4.1
   hooks:
   - id: add-license