diff --git a/.github/workflows/caddy.yml b/.github/workflows/caddy.yml
index fda439278c1..e0f1da15914 100644
--- a/.github/workflows/caddy.yml
+++ b/.github/workflows/caddy.yml
@@ -80,12 +80,12 @@ jobs:
 
     steps:
     - name: Checkout
-      uses: actions/checkout@v3
+      uses: actions/checkout@v4
 
     - name: Install go
-      uses: actions/setup-go@v3
+      uses: actions/setup-go@v5
       with:
-        go-version: '1.21'
+        go-version: '1.22'
         check-latest: true
     
     - name: Install xcaddy
@@ -104,7 +104,7 @@ jobs:
           --with github.com/mholt/caddy-dynamicdns \
           --with github.com/mholt/caddy-events-exec \
           --with github.com/WeidiDeng/caddy-cloudflare-ip \
-          --with github.com/caddyserver/forwardproxy@caddy2=github.com/sagernet/forwardproxy@latest \
+          --with github.com/caddyserver/forwardproxy=github.com/klzgrad/forwardproxy@naive \
           --with github.com/imgk/caddy-trojan \
           --with github.com/mholt/caddy-webdav \
           --output ./release-tmp/caddy
@@ -134,7 +134,7 @@ jobs:
         tar -zcvf ../release-ready/caddy-${{ matrix.config.name }}.tar.gz *
 
     - name: Upload a Build Artifact
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: caddy-${{ github.sha }}-${{ matrix.config.name }}
         path: ./release-ready/*