diff --git a/src/pages/dashboard/components/usage-inner/filter-bar.tsx b/src/pages/dashboard/components/usage-inner/filter-bar.tsx
index fb1e9534..c4402150 100644
--- a/src/pages/dashboard/components/usage-inner/filter-bar.tsx
+++ b/src/pages/dashboard/components/usage-inner/filter-bar.tsx
@@ -117,7 +117,7 @@ const FilterBar: React.FC<FilterBarProps> = (props) => {
           showSearch
           mode="multiple"
           options={userList}
-          maxTagCount={0}
+          maxTagCount={'responsive'}
           placeholder={intl.formatMessage({
             id: 'dashboard.usage.selectuser'
           })}
diff --git a/src/pages/gpu-service/instances/forms/index.tsx b/src/pages/gpu-service/instances/forms/index.tsx
index bba5ab89..0c09f3b9 100644
--- a/src/pages/gpu-service/instances/forms/index.tsx
+++ b/src/pages/gpu-service/instances/forms/index.tsx
@@ -589,7 +589,7 @@ const GPUServiceInstanceForm: React.FC<InstanceFormProps> = forwardRef(
                 required
                 disabled={disabled}
                 mode="multiple"
-                maxTagCount={1}
+                maxTagCount={'responsive'}
                 label={intl.formatMessage({
                   id: 'gpuservice.instance.ssh.assignKey'
                 })}
diff --git a/src/pages/gpu-service/instances/index.tsx b/src/pages/gpu-service/instances/index.tsx
index 3f59f3c4..8f7331c0 100644
--- a/src/pages/gpu-service/instances/index.tsx
+++ b/src/pages/gpu-service/instances/index.tsx
@@ -35,9 +35,6 @@ const GPUService: React.FC = () => {
   const setClusterSession = useSetAtom(clusterSessionAtom);
   const [, modalContextHolder] = Modal.useModal();
 
-  // Empty-state CTA: send the user to the cluster-create flow with
-  // Kubernetes preselected so the GPU Service feature is reachable
-  // in one step instead of having to pick the provider themselves.
   const handleAddK8sCluster = () => {
     setClusterSession({
       firstAddWorker: false,
diff --git a/src/pages/usage/components/filter-bar.tsx b/src/pages/usage/components/filter-bar.tsx
index c909fef9..fe2ebf35 100644
--- a/src/pages/usage/components/filter-bar.tsx
+++ b/src/pages/usage/components/filter-bar.tsx
@@ -246,6 +246,7 @@ const FilterBar: React.FC<FilterBarProps> = (props) => {
           allowClear
           showSearch
           mode="multiple"
+          maxTagCount={'responsive'}
           options={routeOptions}
           placeholder={intl.formatMessage({ id: 'usage.filter.model' })}
           styles={{
@@ -261,6 +262,7 @@ const FilterBar: React.FC<FilterBarProps> = (props) => {
               allowClear
               showSearch
               mode="multiple"
+              maxTagCount={'responsive'}
               options={userOptions}
               placeholder={intl.formatMessage({ id: 'usage.filter.user' })}
               styles={{
@@ -317,8 +319,8 @@ const FilterBar: React.FC<FilterBarProps> = (props) => {
             allowClear
             showSearch
             mode="multiple"
+            maxTagCount={'responsive'}
             options={apiKeyOptions?.[0]?.children || []}
-            maxTagCount={0}
             placeholder={intl.formatMessage({ id: 'usage.filter.apikey' })}
             styles={{
               wrapper: { flex: 1, maxWidth: 240, minWidth: 100 }