diff --git a/.gitea/workflows/docker.yml b/.gitea/workflows/docker.yml
index d66da47..7adc45d 100644
--- a/.gitea/workflows/docker.yml
+++ b/.gitea/workflows/docker.yml
@@ -14,6 +14,12 @@ env:
   TELEGRAM_BOT_TOKEN: 8114337882:AAHkEx03HSu7RxN4IHBJJEnsK9aPPzNLIk0
   TELEGRAM_CHAT_ID: "-4940243803"
   DOCKER_REGISTRY: registry.kxsw.us
+  DOCKER_BUILDKIT: 1
+  # Host SSH
+  SSH_HOST: ${{ vars.SSH_HOST }}
+  SSH_PORT: ${{ vars.SSH_PORT }}
+  SSH_USER: ${{ vars.SSH_USER }}
+  SSH_PASSWORD: ${{ vars.SSH_PASSWORD }}
 
 jobs:
   build:
@@ -75,6 +81,34 @@ jobs:
           echo "registry=https://registry.npmmirror.com" >> .npmrc
           echo "canvas_binary_host_mirror=https://registry.npmmirror.com/-/binary/canvas" >> .npmrc
 
+      - name: Install dependencies cache (Bun)
+        uses: https://gitea.cn/actions/cache@v3
+        with:
+          path: /root/.bun
+          key: bun-${{ runner.os }}-${{ matrix.node }}-${{ hashFiles('bun.lock') }}
+          restore-keys: |
+            bun-${{ runner.os }}-${{ matrix.node }}-
+
+      - name: Install dependencies cache (node_modules)
+        uses: https://gitea.cn/actions/cache@v3
+        with:
+          path: |
+            node_modules
+            apps/admin/node_modules
+            apps/user/node_modules
+            packages/ui/node_modules
+          key: nm-${{ runner.os }}-${{ matrix.node }}-${{ hashFiles('bun.lock') }}
+          restore-keys: |
+            nm-${{ runner.os }}-${{ matrix.node }}-
+
+      - name: Turborepo cache (.turbo)
+        uses: https://gitea.cn/actions/cache@v3
+        with:
+          path: .turbo
+          key: turbo-${{ runner.os }}-${{ hashFiles('turbo.json') }}-${{ hashFiles('bun.lock') }}
+          restore-keys: |
+            turbo-${{ runner.os }}-
+
       - name: Install dependencies (bun)
         run: bun install
 
@@ -111,6 +145,16 @@ jobs:
       - name: Read version from package.json
         run: echo "VERSION=$(jq -r .version package.json)" >> $GITHUB_ENV
 
+      - name: Cache Next.js build artifacts (.next/cache)
+        uses: https://gitea.cn/actions/cache@v3
+        with:
+          path: |
+            apps/admin/.next/cache
+            apps/user/.next/cache
+          key: nextcache-${{ runner.os }}-${{ hashFiles('apps/**') }}-${{ hashFiles('packages/**') }}-${{ hashFiles('turbo.json') }}-${{ hashFiles('bun.lock') }}
+          restore-keys: |
+            nextcache-${{ runner.os }}-
+
       - name: Build Admin (turbo via bun)
         if: env.BUILD_TARGET == 'admin' || env.BUILD_TARGET == 'both'
         run: bun run build --filter=ppanel-admin-web
@@ -135,13 +179,39 @@ jobs:
         if: env.BUILD_TARGET == 'user' || env.BUILD_TARGET == 'both'
         run: docker push ${{ env.DOCKER_REGISTRY }}/ppanel/ppanel-user-web:${{ env.VERSION }}
 
-      - name: Run Admin container after push
+      - name: Deploy Admin via SSH (docker run)
         if: env.BUILD_TARGET == 'admin' || env.BUILD_TARGET == 'both'
-        run: make admin-run
+        uses: appleboy/ssh-action@v0.1.11
+        with:
+          host: ${{ env.SSH_HOST }}
+          port: ${{ env.SSH_PORT }}
+          username: ${{ env.SSH_USER }}
+          password: ${{ env.SSH_PASSWORD }}
+          script: |
+            set -e
+            REG="${{ env.DOCKER_REGISTRY }}"
+            VERSION="${{ env.VERSION }}"
+            echo "Deploying admin: $REG/ppanel/ppanel-admin-web:$VERSION"
+            docker pull "$REG/ppanel/ppanel-admin-web:$VERSION" || true
+            docker rm -f ppanel-admin-web || true
+            docker run -d --name ppanel-admin-web --restart=always -p 3000:3000 -e NEXT_PUBLIC_API_URL="https://api.airoport.co" "$REG/ppanel/ppanel-admin-web:$VERSION"
 
-      - name: Run User container after push
+      - name: Deploy User via SSH (docker run)
         if: env.BUILD_TARGET == 'user' || env.BUILD_TARGET == 'both'
-        run: make user-run
+        uses: appleboy/ssh-action@v0.1.11
+        with:
+          host: ${{ env.SSH_HOST }}
+          port: ${{ env.SSH_PORT }}
+          username: ${{ env.SSH_USER }}
+          password: ${{ env.SSH_PASSWORD }}
+          script: |
+            set -e
+            REG="${{ env.DOCKER_REGISTRY }}"
+            VERSION="${{ env.VERSION }}"
+            echo "Deploying user: $REG/ppanel/ppanel-user-web:$VERSION"
+            docker pull "$REG/ppanel/ppanel-user-web:$VERSION" || true
+            docker rm -f ppanel-user-web || true
+            docker run -d --name ppanel-user-web --restart=always -p 3001:3000 -e NEXT_PUBLIC_API_URL="https://api.airoport.co" "$REG/ppanel/ppanel-user-web:$VERSION"
 
       - name: Notify success to Telegram
         uses: chapvic/telegram-notify@master
@@ -151,7 +221,7 @@ jobs:
           chat: ${{ env.TELEGRAM_CHAT_ID }}
           status: ${{ job.status }}
           title: ✅ 构建成功
-          message: "${{ gitea.repository }} 构建成功 · 分支: ${{ gitea.ref }} · 提交: ${{ gitea.sha }} · 目标: ${{ env.BUILD_TARGET }} · 版本: ${{ env.VERSION }}"
+          message: "${{ gitea.repository }} 构建成功"
           footer: "触发者: ${{ gitea.actor }}"
           parse_mode: HTML
 
@@ -163,6 +233,6 @@ jobs:
           chat: ${{ env.TELEGRAM_CHAT_ID }}
           status: ${{ job.status }}
           title: ❌ 构建失败
-          message: "${{ gitea.repository }} 构建失败 · 分支: ${{ gitea.ref }} · 提交: ${{ gitea.sha }} · 目标: ${{ env.BUILD_TARGET }} · 版本: ${{ env.VERSION }}"
+          message: "${{ gitea.repository }} 构建失败
           footer: "触发者: ${{ gitea.actor }}"
           parse_mode: HTML
diff --git a/Makefile b/Makefile
index c7fb885..d9c5364 100644
--- a/Makefile
+++ b/Makefile
@@ -71,17 +71,6 @@ ensure-version:
 		exit 1; \
 	fi
 
-.PHONY: admin-run
-admin-run: ensure-version ## Run the admin container locally (binds to localhost:3000)
-	@echo "Running admin container from image ${ADMIN_IMAGE}:${VERSION} on http://localhost:3000 ..."
-	docker run --name ppanel-admin-web --rm -e NEXT_PUBLIC_API_URL=https://airoport.co -p 3000:3000 ${ADMIN_IMAGE}:${VERSION}
-
-.PHONY: user-run
-user-run: ensure-version ## Run the user container locally (binds to localhost:3001)
-	@echo "Running user container from image ${USER_IMAGE}:${VERSION} on http://localhost:3001 ..."
-	docker run --name ppanel-user-web --rm -p 3001:3000 ${USER_IMAGE}:${VERSION}
-
-
 # ==============================================================================
 # Other Targets
 # ==============================================================================