diff --git a/.gitea/workflows/ci-pipeline.yml b/.gitea/workflows/ci-pipeline.yml
index 192bad25d..d4aa85d7d 100755
--- a/.gitea/workflows/ci-pipeline.yml
+++ b/.gitea/workflows/ci-pipeline.yml
@@ -458,6 +458,8 @@ jobs:
     name: Frontend Lint
     runs-on: ci-l2
     timeout-minutes: 10
+    needs: check-frontend-only
+    if: needs.check-frontend-only.outputs.skip_frontend != 'true'
     steps:
     - name: Checkout code
       shell: sh
@@ -576,7 +578,12 @@ jobs:
     name: PR Build ${{ matrix.service_display }} Image
     runs-on: runtime-builder
     timeout-minutes: ${{ matrix.timeout }}
-    if: github.event_name == 'pull_request'
+    needs: check-frontend-only
+    if: |
+      github.event_name == 'pull_request' && (
+        (matrix.service == 'web' && needs.check-frontend-only.outputs.skip_frontend != 'true') ||
+        (matrix.service != 'web' && needs.check-frontend-only.outputs.skip_backend != 'true')
+      )
     strategy:
       fail-fast: false
       matrix:
@@ -1192,6 +1199,11 @@ jobs:
     runs-on: runtime-builder
     timeout-minutes: ${{ matrix.timeout }}
     needs:
+      - validate-code-quality
+      - validate-type-check
+      - unit-tests
+      - frontend-lint
+      - frontend-unit-test
     if: startsWith(github.ref, 'refs/tags/v') || (github.event_name == 'push' && github.ref_name == 'main')
     strategy:
       fail-fast: false
@@ -1718,6 +1730,30 @@ jobs:
           echo "  frontend-lint: $RESULT_FRONTEND_LINT"
           echo "  frontend-unit-test: $RESULT_FRONTEND_UNIT"
           echo "  build-pr: $RESULT_BUILD_PR"
+
+          # 查询 AI Code Review 状态（跨workflow，读commit status）
+          AI_REVIEW_STATUS="pending"
+          AI_REVIEW_DESC=""
+          STATUS_JSON=$(curl -sH "Authorization: token $GITHUB_TOKEN" \
+            "${GITHUB_API_URL}/repos/${GITHUB_REPOSITORY}/commits/${PR_HEAD_SHA}/status" 2>/dev/null || true)
+          if [ -n "$STATUS_JSON" ]; then
+            AI_STATUS=$(echo "$STATUS_JSON" | python3 -c "
+import json,sys
+try:
+    data=json.load(sys.stdin)
+    for s in data.get('statuses',[]):
+        if 'AI Code Review' in s.get('context',''):
+            print(s['state']+'|'+s.get('description',''))
+            break
+except: pass
+" 2>/dev/null)
+            if [ -n "$AI_STATUS" ]; then
+              AI_REVIEW_STATUS="${AI_STATUS%%|*}"
+              AI_REVIEW_DESC="${AI_STATUS#*|}"
+            fi
+          fi
+          echo "  ai-code-review: $AI_REVIEW_STATUS ($AI_REVIEW_DESC)"
+
           echo ""
 
           # 判断PR类型
@@ -1733,6 +1769,7 @@ jobs:
             "validate-migration:$RESULT_MIGRATION"
             "frontend-lint:$RESULT_FRONTEND_LINT"
             "build-pr:$RESULT_BUILD_PR"
+            "ai-code-review:$AI_REVIEW_STATUS"
           )
 
           # 后端检查
@@ -1767,6 +1804,11 @@ jobs:
           for item in "${REQUIRED_GENERAL[@]}"; do
             name="${item%%:*}"
             result="${item##*:}"
+            # AI Code Review pending时不阻塞（可能还在跑），等它跑完自然会重跑Gate
+            if [ "$name" = "ai-code-review" ] && [ "$result" = "pending" ]; then
+              echo "  ⏳ $name: pending（审查中，暂不阻塞）"
+              continue
+            fi
             check_job "$name" "$result"
           done
 
diff --git a/.gitea/workflows/daily-check.yml b/.gitea/workflows/daily-check.yml
index 72864174f..cdaaaf695 100644
--- a/.gitea/workflows/daily-check.yml
+++ b/.gitea/workflows/daily-check.yml
@@ -87,7 +87,7 @@ jobs:
     runs-on: ci-l2
     timeout-minutes: 10
     outputs:
-      report: ${{ steps.smoke.outputs.report }}
+      report: ${{ steps.report.outputs.report }}
 
     steps:
       - name: Checkout code
@@ -201,7 +201,7 @@ jobs:
     runs-on: ci-l2
     timeout-minutes: 15
     outputs:
-      report: ${{ steps.smoke.outputs.report }}
+      report: ${{ steps.e2e.outputs.report }}
 
     steps:
       - name: Checkout code
diff --git a/.gitea/workflows/preview-cleanup.yml b/.gitea/workflows/preview-cleanup.yml
index a1977ab08..dbe308548 100755
--- a/.gitea/workflows/preview-cleanup.yml
+++ b/.gitea/workflows/preview-cleanup.yml
@@ -120,7 +120,7 @@ jobs:
         PREVIEW_SSH_KEY: ${{ secrets.PREVIEW_SSH_KEY }}
       run: |
         set -eux
-        preview_host="${PREVIEW_SSH_HOST:-172.30.18.197}"
+        preview_host="${PREVIEW_SSH_HOST:-47.98.113.167}"
         preview_user="${PREVIEW_SSH_USER:-deploy}"
         preview_port="${PREVIEW_SSH_PORT:-22222}"
         preview_dir="/var/www/preview/pr-${PR_NUMBER}"