diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
new file mode 100644
index 00000000000..51bc6be5185
--- /dev/null
+++ b/.github/CODEOWNERS
@@ -0,0 +1,2 @@
+# Paddle API Docs
+docs/api/paddle @jzhang533 @sunzhongkai588 @mattheliu
diff --git a/.github/workflows/check-bypass.yml b/.github/workflows/check-bypass.yml
new file mode 100644
index 00000000000..cb369e3dfb0
--- /dev/null
+++ b/.github/workflows/check-bypass.yml
@@ -0,0 +1,51 @@
+on:
+  workflow_call:
+    inputs:
+      workflow-name:
+        required: true
+        type: string
+    secrets:
+      github-token:
+        required: true
+    outputs:
+      can-skip:
+        description: "Whether the workflow can be skipped."
+        value: ${{ jobs.check-bypass.outputs.can-skip }}
+
+jobs:
+  check-bypass:
+    name: Check bypass
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+    env:
+      CI_TEAM_MEMBERS: '["tianshuo78520a", "swgu98", "risemeup1", "XieYunshen", "luotao1"]'
+    outputs:
+      can-skip: ${{ steps.check-bypass.outputs.can-skip }}
+    steps:
+      - name: Cleanup
+        run: |
+          rm -rf * .[^.]*
+
+      - id: check-bypass
+        name: Check Bypass
+        uses: PFCCLab/ci-bypass@v2
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          non-pull-request-event-strategy: "never-skipped"
+          type: "composite"
+          composite-rule: |
+            {
+              "any": [
+                {
+                  "type": "labeled",
+                  "label": ["skip-ci: ${{ inputs.workflow-name }}", "skip-ci: all"],
+                  "username": ${{ env.CI_TEAM_MEMBERS }}
+                },
+                {
+                  "type": "commented",
+                  "comment-pattern": [".*/skip-ci ${{ inputs.workflow-name }}.*", ".*/skip-ci all.*"],
+                  "username": ${{ env.CI_TEAM_MEMBERS }}
+                }
+              ]
+            }
diff --git a/.github/workflows/codestyle-check.yml b/.github/workflows/codestyle-check.yml
new file mode 100644
index 00000000000..d7b3df1c282
--- /dev/null
+++ b/.github/workflows/codestyle-check.yml
@@ -0,0 +1,56 @@
+name: Codestyle Check
+
+on:
+  pull_request:
+    branches: ["develop"]
+
+jobs:
+  check-bypass:
+    name: Check bypass
+    if: ${{ inputs.can-skip != 'true' }}
+    uses: ./.github/workflows/check-bypass.yml
+    with:
+      workflow-name: "codestyle"
+    secrets:
+      github-token: ${{ secrets.GITHUB_TOKEN }}
+
+  check-codestyle:
+    name: Run codestyle check
+    needs: check-bypass
+    if: ${{ github.repository_owner == 'PaddlePaddle' && needs.check-bypass.outputs.can-skip != 'true' }}
+    runs-on: ubuntu-latest
+    env:
+      PR_ID: ${{ github.event.pull_request.number }}
+      BRANCH: develop
+
+    steps:
+      - name: Cleanup
+        run: |
+          rm -rf * .[^.]*
+
+      - name: Checkout base repo
+        uses: actions/checkout@v4
+        with:
+          ref: ${{ github.event.pull_request.base.ref }}
+          fetch-depth: 200
+
+      - name: Merge PR to test branch
+        run: |
+          git fetch origin pull/${PR_ID}/merge
+          git checkout -b test FETCH_HEAD
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          python-version: "3.13"
+          enable-cache: true
+
+      - name: Install prek
+        run: |
+          uv tool install prek
+
+      - name: Run prek
+        run: |
+          set +e
+          bash -x ci_scripts/check_code.sh;EXCODE=$?
+          exit $EXCODE
diff --git a/ci_scripts/check_code.sh b/ci_scripts/check_code.sh
index b47ff685644..cc8d41fa802 100644
--- a/ci_scripts/check_code.sh
+++ b/ci_scripts/check_code.sh
@@ -22,17 +22,22 @@ set +x
 SCRIPT_DIR="$( cd "$( dirname "$0" )" && pwd )"
 cd $SCRIPT_DIR/..
 
-# use pre-commit 2.17
-if ! [[ $(pre-commit --version) == *"2.17.0"* ]]; then
-    pip install pre-commit==2.17.0 1>nul
-fi
-
 diff_files=$(git diff --name-only --diff-filter=ACMR ${BRANCH})
 num_diff_files=$(echo "$diff_files" | wc -l)
 echo -e "diff files between pr and ${BRANCH}:\n${diff_files}"
 
+PRE_COMMIT_EXE="pre-commit"
+# Use prek to replace pre-commit if prek is installed
+if command -v prek &> /dev/null
+then
+    echo "Detected prek, use prek to check code style for better performance."
+    PRE_COMMIT_EXE="prek"
+else
+    echo "prek not found, use pre-commit to check code style."
+fi
+
 echo "Checking code style by pre-commit ..."
-pre-commit run --files ${diff_files};check_error=$?
+$PRE_COMMIT_EXE run --files ${diff_files};check_error=$?
 
 if test ! -z "$(git diff)"; then
     echo -e '\n************************************************************************************'
@@ -47,7 +52,7 @@ if [ ${check_error} != 0 ];then
     echo "Your PR code style check failed."
     echo "Please install pre-commit locally and set up git hook scripts:"
     echo ""
-    echo "    pip install pre-commit==2.17.0"
+    echo "    pip install pre-commit"
     echo "    pre-commit install"
     echo ""
     if [[ $num_diff_files -le 100 ]];then
diff --git a/ci_scripts/checkapproval.sh b/ci_scripts/checkapproval.sh
deleted file mode 100644
index 36e4bea0aa6..00000000000
--- a/ci_scripts/checkapproval.sh
+++ /dev/null
@@ -1,27 +0,0 @@
-#!/bin/bash
-
-set -x
-
-API_FILES=("docs/api/paddle")
-
-for API_FILE in ${API_FILES[*]}; do
-  API_CHANGE=`git diff --name-only upstream/$BRANCH | grep "${API_FILE}"`
-  if [ "${API_CHANGE}" ];then
-    set +x
-    approval_line=`curl -H "Authorization: token ${GITHUB_API_TOKEN}" https://api.github.com/repos/PaddlePaddle/docs/pulls/${GIT_PR_ID}/reviews?per_page=10000`
-    set -x
-    if [ "${API_FILE}" == "docs/api/paddle" ];then
-      APPROVALS=`echo ${approval_line} | python ./check_pr_approval.py 1 29231 79295425 23093488 39876205 70642955 102272920`
-    fi
-  fi
-  if [ "${APPROVALS}" == "FALSE" ]; then
-    if [ "${API_FILE}" == "docs/api/paddle" ];then
-      set +x
-      echo "=========================================================================================="
-      echo "You must have one TPM (jzhang533/ZhangJun or Ligoml/LiMengLiu or sunzhongkai588/SunZhongKai or mattheliu/LiuZhuoXin) approval for the api change! ${API_FILE} for the management reason of API interface and API document."
-      echo "=========================================================================================="
-      set -x
-    fi
-    exit 1
-  fi
-done
diff --git a/ci_scripts/ci_start.sh b/ci_scripts/ci_start.sh
index 839efc0009a..0a952efee7f 100644
--- a/ci_scripts/ci_start.sh
+++ b/ci_scripts/ci_start.sh
@@ -102,17 +102,11 @@ else
 fi
 
 EXIT_CODE=0
-# 3 check code style/format.
-ls ${DIR_PATH}
-/bin/bash -x  ${DIR_PATH}/check_code.sh
-if [ $? -ne 0 ];then
-    EXIT_CODE=1
-fi
 
 git merge --no-edit upstream/${BRANCH}
 need_check_cn_doc_files=$(find_all_cn_api_files_modified_by_pr)
 echo $need_check_cn_doc_files
-# 4 Chinese api docs check
+# 3 Chinese api docs check
 if [ "${need_check_cn_doc_files}" = "" ] ; then
     echo "chinese api doc fileslist is empty, skip check."
 else
@@ -127,7 +121,7 @@ else
     fi
 fi
 
-# 5 Chinese api_label check
+# 4 Chinese api_label check
 /bin/bash -x ${DIR_PATH}/check_api_label_cn.sh
 if [ $? -ne 0 ];then
     set +x
@@ -141,18 +135,12 @@ fi
 if [ ${EXIT_CODE} -ne 0 ]; then
     set +x
     echo "=========================================================================================="
-    echo "Code style check or API Chinese doc check failed! Please check the error info above carefully."
+    echo "API Chinese doc check failed! Please check the error info above carefully."
     echo "=========================================================================================="
     set -x
     exit ${EXIT_CODE}
 fi
 
-# 6 Approval check
-/bin/bash  ${DIR_PATH}/checkapproval.sh
-if [ $? -ne 0 ];then
-    exit 1
-fi
-
 echo "PADDLE_WHL=${PADDLE_WHL}"
 # print preview url
 echo "${PREVIEW_URL_PROMPT}"