diff --git a/src/locales/en-US/clusters.ts b/src/locales/en-US/clusters.ts
index b409abe8..80162a0a 100644
--- a/src/locales/en-US/clusters.ts
+++ b/src/locales/en-US/clusters.ts
@@ -132,5 +132,7 @@ export default {
   'clusters.addworker.theadNotes':
     'If the <span class="bold-text">/usr/local/PPU_SDK</span> directory does not exist, please create a symbolic link pointing to the T-Head PPU SDK installed path: <span class="bold-text">ln -s /path/to/PPU_SDK /usr/local/PPU_SDK</span>.',
   'clusters.addworker.theadNotes-02':
-    'T-Head PPU uses the Container Device Interface (CDI) for device injection and requires the <span class="bold-text">/var/run/cdi</span> directory to be available for CDI generation.'
+    'T-Head PPU uses the Container Device Interface (CDI) for device injection and requires the <span class="bold-text">/var/run/cdi</span> directory to be available for CDI generation.',
+  'clusters.addworker.nvidiaNotes':
+    'The built-in inference backends in GPUStack v2.1 require <span class="bold-text">CUDA 12.6+</span>. Please ensure your NVIDIA driver version is <span class="bold-text">560</span> or newer.'
 };
diff --git a/src/locales/ja-JP/clusters.ts b/src/locales/ja-JP/clusters.ts
index 12004feb..b0468741 100644
--- a/src/locales/ja-JP/clusters.ts
+++ b/src/locales/ja-JP/clusters.ts
@@ -132,7 +132,9 @@ export default {
   'clusters.addworker.theadNotes':
     'If the <span class="bold-text>/usr/local/PPU_SDK</span> directory does not exist, please create a symbolic link pointing to the T-Head PPU SDK installed path: <span class="bold-text>ln -s /path/to/PPU_SDK /usr/local/PPU_SDK</span>',
   'clusters.addworker.theadNotes-02':
-    'T-Head PPU uses the Container Device Interface (CDI) for device injection and requires the <span class="bold-text">/var/run/cdi</span> directory to be available for CDI generation.'
+    'T-Head PPU uses the Container Device Interface (CDI) for device injection and requires the <span class="bold-text">/var/run/cdi</span> directory to be available for CDI generation.',
+  'clusters.addworker.nvidiaNotes':
+    'The built-in inference backends in GPUStack v2.1 require <span class="bold-text">CUDA 12.6+</span>. Please ensure your NVIDIA driver version is <span class="bold-text">560</span> or newer.'
 };
 
 // ========== To-Do: Translate Keys (Remove After Translation) ==========
@@ -235,5 +237,6 @@ export default {
 // 93. 'clusters.create.k8sTips2': 'You can also skip this step and register it later from the cluster list.',
 // 94. 'clusters.create.steps.configure': 'Configure',
 // 99. 'clusters.addworker.theadNotes': 'If the <span class="bold-text>/usr/local/PPU_SDK</span> directory does not exist, please create a symbolic link pointing to the T-Head PPU SDK installed path: <span class="bold-text>ln -s /path/to/PPU_SDK /usr/local/PPU_SDK</span>',
-// 100. 'clusters.addworker.theadNotes-02': 'T-Head PPU uses the Container Device Interface (CDI) for device injection and requires the <span class="bold-text">/var/run/cdi</span> directory to be available for CDI generation.'
+// 100. 'clusters.addworker.theadNotes-02': 'T-Head PPU uses the Container Device Interface (CDI) for device injection and requires the <span class="bold-text">/var/run/cdi</span> directory to be available for CDI generation.',
+// 101. 'clusters.addworker.nvidiaNotes': 'The built-in inference backends in GPUStack v2.1 require <span class="bold-text">CUDA 12.6+</span>. Please ensure your NVIDIA driver version is <span class="bold-text">560</span> or newer.'
 // ========== End of To-Do List ==========
diff --git a/src/locales/ru-RU/clusters.ts b/src/locales/ru-RU/clusters.ts
index c82e1953..10165594 100644
--- a/src/locales/ru-RU/clusters.ts
+++ b/src/locales/ru-RU/clusters.ts
@@ -133,7 +133,9 @@ export default {
   'clusters.addworker.theadNotes':
     'If the <span class="bold-text>/usr/local/PPU_SDK</span> directory does not exist, please create a symbolic link pointing to the T-Head PPU SDK installed path: <span class="bold-text>ln -s /path/to/PPU_SDK /usr/local/PPU_SDK</span>',
   'clusters.addworker.theadNotes-02':
-    'T-Head PPU uses the Container Device Interface (CDI) for device injection and requires the <span class="bold-text">/var/run/cdi</span> directory to be available for CDI generation.'
+    'T-Head PPU uses the Container Device Interface (CDI) for device injection and requires the <span class="bold-text">/var/run/cdi</span> directory to be available for CDI generation.',
+  'clusters.addworker.nvidiaNotes':
+    'The built-in inference backends in GPUStack v2.1 require <span class="bold-text">CUDA 12.6+</span>. Please ensure your NVIDIA driver version is <span class="bold-text">560</span> or newer.'
 };
 
 // ========== To-Do: Translate Keys (Remove After Translation) ==========
@@ -149,4 +151,5 @@ export default {
 // 10. 'clusters.addworker.theadNotes': 'If the <span class="bold-text>/usr/local/PPU_SDK</span> directory does not exist, please create a symbolic link pointing to the T-Head PPU SDK installed path: <span class="bold-text>ln -s /path/to/PPU_SDK /usr/local/PPU_SDK</span>',
 // 11. 'clusters.addworker.theadNotes-02': 'T-Head PPU uses the Container Device Interface (CDI) for device injection and requires the <span class="bold-text">/var/run/cdi</span> directory to be available for CDI generation.'
 // 12. 'clusters.addworker.metaxNotes': `If the <span class="bold-text">/opt/mxdriver</span> or <span class="bold-text">/opt/maca</span> directory does not exist, create a symbolic link to the MetaX driver and SDK installation path: <span class="desc-fill">ln -s /path/to/mxdriver /opt/mxdriver</span><span class="desc-fill">ln -s /path/to/maca /opt/maca</span>.`,
+// 13. 'clusters.addworker.nvidiaNotes': 'The built-in inference backends in GPUStack v2.1 require <span class="bold-text">CUDA 12.6+</span>. Please ensure your NVIDIA driver version is <span class="bold-text">560</span> or newer.'
 // ================================================================
diff --git a/src/locales/zh-CN/clusters.ts b/src/locales/zh-CN/clusters.ts
index 6f489c4c..ef0bb7ce 100644
--- a/src/locales/zh-CN/clusters.ts
+++ b/src/locales/zh-CN/clusters.ts
@@ -126,5 +126,7 @@ export default {
   'clusters.addworker.theadNotes':
     '如果 <span class="bold-text">/usr/local/PPU_SDK</span> 目录不存在，请创建一个指向已安装平头哥（T-Head）PPU SDK 路径的符号链接：<span class="bold-text">ln -s /path/to/PPU_SDK /usr/local/PPU_SDK</span>。',
   'clusters.addworker.theadNotes-02':
-    '平头哥（T-Head）PPU 使用容器设备接口（CDI）进行设备注入，因此需要确保 <span class="bold-text">/var/run/cdi</span> 目录可用以生成 CDI。'
+    '平头哥（T-Head）PPU 使用容器设备接口（CDI）进行设备注入，因此需要确保 <span class="bold-text">/var/run/cdi</span> 目录可用以生成 CDI。',
+  'clusters.addworker.nvidiaNotes':
+    'GPUStack v2.1 内置推理后端依赖 <span class="bold-text">CUDA 12.6</span> 及以上版本，请确保 NVIDIA 驱动版本为 <span class="bold-text">560</span> 或以上。'
 };
diff --git a/src/pages/resources/config/gpu-driver.ts b/src/pages/resources/config/gpu-driver.ts
index 5a3b91f8..75e101a1 100644
--- a/src/pages/resources/config/gpu-driver.ts
+++ b/src/pages/resources/config/gpu-driver.ts
@@ -343,7 +343,7 @@ export const registerAddWokerCommandMap = {
 };
 
 export const AddWorkerDockerNotes: Record<string, string[]> = {
-  [GPUDriverMap.NVIDIA]: [],
+  [GPUDriverMap.NVIDIA]: ['clusters.addworker.nvidiaNotes'],
   [GPUDriverMap.AMD]: ['clusters.addworker.amdNotes-01'],
   [GPUDriverMap.MOORE_THREADS]: [],
   [GPUDriverMap.ASCEND]: [],