diff --git a/docs/images/k8-reference-architecture.jpg b/docs/images/k8-reference-architecture.jpg
new file mode 100644
index 00000000..48c8d5de
Binary files /dev/null and b/docs/images/k8-reference-architecture.jpg differ
diff --git a/docs/index.md b/docs/index.md
index f190c2e1..a148a135 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -455,6 +455,19 @@ The AMD Instinct Documentation site provides comprehensive guides and technical
 <p class="paragraph">The AMD Container Toolkit enables seamless integration of AMD Instinct GPUs with Docker, offering streamlined GPU access, enhanced container runtime support, and optimized performance for ML and HPC workloads.</p>
 :::
 
+:::{grid-item-card}
+:padding: 1
+:img-top: ./images/k8-reference-architecture.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href="https://instinct.docs.amd.com/projects/k8s-reference-arch/en/latest/" class="card-header-link">
+  <h2 class="card-header">Kubernetes Reference Architecture</h2>
+</a>
+<p class="paragraph">Kubernetes Reference Architectures provide a comprehensive and real-world solution guides, through which we will demonstrate AMD's high-performance AI networking and AMD AINIC technology.</p>
+:::
+
 ::::
 
 :::::
diff --git a/docs/sphinx/_toc.yml.in b/docs/sphinx/_toc.yml.in
index 5a808901..7b902f96 100644
--- a/docs/sphinx/_toc.yml.in
+++ b/docs/sphinx/_toc.yml.in
@@ -81,7 +81,9 @@ subtrees:
           - url: https://instinct.docs.amd.com/projects/device-metrics-exporter/en/latest/
             title: Device Metrics Exporter
           - url: https://instinct.docs.amd.com/projects/container-toolkit/en/latest/
-            title: AMD Container Toolkit                  
+            title: AMD Container Toolkit 
+          - url: https://instinct.docs.amd.com/projects/k8s-reference-arch/en/latest/
+            title: Kubernetes Reference Architecture
     - file: system-admin/cluster.md
       title: Cluster
       subtrees:
diff --git a/docs/system-admin/co-tools.md b/docs/system-admin/co-tools.md
index 035b2b69..b5af3c28 100644
--- a/docs/system-admin/co-tools.md
+++ b/docs/system-admin/co-tools.md
@@ -67,4 +67,17 @@
 <p class="paragraph">The AMD Container Toolkit enables seamless integration of AMD Instinct GPUs with Docker, offering streamlined GPU access, enhanced container runtime support, and optimized performance for ML and HPC workloads.</p>
 :::
 
+:::{grid-item-card}
+:padding: 1
+:img-top: ./images/k8-reference-archictecture.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href="https://instinct.docs.amd.com/projects/k8s-reference-arch/en/latest/" class="card-header-link">
+  <h2 class="card-header">Kubernetes Reference Architecture</h2>
+</a>
+<p class="paragraph">Kubernetes Reference Architectures provide a comprehensive and real-world solution guides, through which we will demonstrate AMD's high-performance AI networking and AMD AINIC technology</p>
+:::
+
 ::::
diff --git a/docs/system-admin/images/k8-reference-architecture.jpg b/docs/system-admin/images/k8-reference-architecture.jpg
new file mode 100644
index 00000000..48c8d5de
Binary files /dev/null and b/docs/system-admin/images/k8-reference-architecture.jpg differ
diff --git a/docs/system-admin/index.md b/docs/system-admin/index.md
index 17a95149..3fea9cbf 100644
--- a/docs/system-admin/index.md
+++ b/docs/system-admin/index.md
@@ -119,6 +119,19 @@
 <p class="paragraph">The AMD Container Toolkit enables seamless integration of AMD Instinct GPUs with Docker, offering streamlined GPU access, enhanced container runtime support, and optimized performance for ML and HPC workloads.</p>
 :::
 
+:::{grid-item-card}
+:padding: 1
+:img-top: ./images/kubernetes-reference-architecture.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href="https://instinct.docs.amd.com/projects/advanced-micro-devices-k8s-reference-arch/en/latest/" class="card-header-link">
+  <h2 class="card-header">Kubernetes Reference Architecture</h2>
+</a>
+<p class="paragraph">Kubernetes Reference Architectures provide a comprehensive and real-world solution guides, through which we will demonstrate AMD's high-performance AI networking and AMD AINIC technology.</p>
+:::
+
 :::{grid-item-card}
 :padding: 1
 :img-top: ./images/enterpriseAI.png