diff --git a/.wordlist.txt b/.wordlist.txt
index 2de786a8..14ffd7a9 100644
--- a/.wordlist.txt
+++ b/.wordlist.txt
@@ -36,6 +36,9 @@ electromagnetics
 DS
 hipDF
 hipGRAPH
+hipVS
+hipMM
+hipRAFT
 dataframe
 dataframes
 DataFrame
diff --git a/docs/data-science/ROCmDS-Blogs.md b/docs/data-science/ROCmDS-Blogs.md
index 773cf848..663a3959 100644
--- a/docs/data-science/ROCmDS-Blogs.md
+++ b/docs/data-science/ROCmDS-Blogs.md
@@ -1,8 +1,8 @@
 # ROCm-DS Blogs
 
-This page contains a list of blog posts related to ROCm-DS and its individual components. Please
-see the [ROCm Blogs page](https://rocm.blogs.amd.com/) for blogs related to all AMD and ROCm™
-products.
+This page contains a list of blog posts related to the AMD ROCm™ Data Science Toolkit (ROCm-DS)
+and its individual components. Please see the [ROCm Blogs page](https://rocm.blogs.amd.com/) for
+blogs related to all AMD and ROCm products.
 
 :::::{dropdown} ROCm-DS Blogs
 :open:
@@ -63,3 +63,26 @@ products.
 ::::
 
 :::::
+
+:::::{dropdown} hipVS Blogs
+:open:
+
+::::{grid} 2 2 3 4
+
+:::{grid-item-card}
+:padding: 1
+:img-top: "https://rocm.blogs.amd.com/_images/hipvs_thumbnail.webp"
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href="https://rocm.blogs.amd.com/software-tools-optimization/hipvs/README.html" class="card-header-link">
+  <h2 class="card-header">Accelerating Vector Search: hipVS and hipRAFT on AMD</h2>
+</a>
+<p class="paragraph"> Learn how hipVS accelerates vector search on AMD Instinct GPUs, with notebook demos for semantic search, RAG, and recommendation systems.
+</p>
+:::
+
+::::
+
+:::::
diff --git a/docs/data-science/hipDF.md b/docs/data-science/hipDF.md
index b4ecdb03..52fa8671 100644
--- a/docs/data-science/hipDF.md
+++ b/docs/data-science/hipDF.md
@@ -11,9 +11,6 @@ By adopting the well-known cuDF API on AMD hardware, hipDF ensures compatibility
 computing environments. This API compatibility enables existing cuDF workloads to be effortlessly transitioned
 to run on supported AMD devices, allowing you to use the ROCm platform for your data processing tasks.
 
-hipDF is currently in an Early Access state and is intended as a preview to the production ready release
-planned for later this year.
-
 ::::{grid} 2 2 2 2
 
 :::{grid-item-card}
@@ -23,7 +20,7 @@ planned for later this year.
 :class-body: small-sd-card
 :class: small-sd-card
 +++
-<a href="https://rocm.docs.amd.com/projects/hipDF/" class="card-header-link">
+<a href="https://rocm.docs.amd.com/projects/hipDF/en/latest/" class="card-header-link">
   <h2 class="card-header">Documentation</h2>
 </a>
 <p class="paragraph"> Installation instructions, how-to guides, and API reference material can all be found on the ROCm Documentation site.
diff --git a/docs/data-science/hipMM.md b/docs/data-science/hipMM.md
new file mode 100644
index 00000000..7b391cd8
--- /dev/null
+++ b/docs/data-science/hipMM.md
@@ -0,0 +1,37 @@
+# hipMM
+
+The hip Memory Manager (hipMM) provides advanced GPU memory management utilities for a variety of libraries in
+the AMD ROCm™ Data Science Toolkit (ROCm-DS). hipMM focuses on improving memory usage efficiency for workloads that
+leverage hipDF, hipGRAPH, hipVS, and hipRAFT.
+
+::::{grid} 2 2 2 2
+
+:::{grid-item-card}
+:padding: 1
+:img-top: ../images/ROCm-DS_Docs.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href="https://rocm.docs.amd.com/projects/hipMM/en/latest/" class="card-header-link">
+  <h2 class="card-header">Documentation</h2>
+</a>
+<p class="paragraph"> Installation instructions, how-to guides, and API reference material can all be found on the ROCm Documentation site.
+</p>
+:::
+
+:::{grid-item-card}
+:padding: 1
+:img-top: ../images/hipMM.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href="https://github.com/ROCm-DS/hipMM" class="card-header-link">
+  <h2 class="card-header">Github</h2>
+</a>
+<p class="paragraph"> View the hipMM source code on Github.
+</p>
+:::
+
+::::
diff --git a/docs/data-science/hipRAFT.md b/docs/data-science/hipRAFT.md
new file mode 100644
index 00000000..6132ba83
--- /dev/null
+++ b/docs/data-science/hipRAFT.md
@@ -0,0 +1,37 @@
+# hipRAFT
+
+hipRAFT contains a variety of fundamental primitives and algorithms for machine-learning and data mining
+workloads. As a part of the AMD ROCm™ Data Science Toolkit (ROCm-DS), it supports functionality in other libraries that
+form a part of ROCm-DS, including hipDF, hipGRAPH, and hipVS.
+
+::::{grid} 2 2 2 2
+
+:::{grid-item-card}
+:padding: 1
+:img-top: ../images/ROCm-DS_Docs.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href="https://rocm.docs.amd.com/projects/hipRaft/en/latest/" class="card-header-link">
+  <h2 class="card-header">Documentation</h2>
+</a>
+<p class="paragraph"> Installation instructions, how-to guides, and API reference material can all be found on the ROCm Documentation site.
+</p>
+:::
+
+:::{grid-item-card}
+:padding: 1
+:img-top: ../images/hipRAFT.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href="https://github.com/ROCm-DS/hipRAFT" class="card-header-link">
+  <h2 class="card-header">Github</h2>
+</a>
+<p class="paragraph"> View the hipRAFT source code on Github.
+</p>
+:::
+
+::::
diff --git a/docs/data-science/hipVS.md b/docs/data-science/hipVS.md
new file mode 100644
index 00000000..16d62351
--- /dev/null
+++ b/docs/data-science/hipVS.md
@@ -0,0 +1,52 @@
+# hipVS
+
+hipVS enables GPU accelerated vector search operations running on AMD Instinct™ GPUs. As a part of the AMD ROCm™
+Data Science Toolkit (ROCm-DS), hipVS builds upon the core ROCm libraries to accelerate operations such as
+approximate and exact nearest neighbor algorithms, as well as a variety of clustering algorithms. hipVS seamlessly
+integrates with other ROCm-DS libraries such as hipDF, enabling DataFrames to be used for vector search operations.
+
+::::{grid} 2 2 2 2
+
+:::{grid-item-card}
+:padding: 1
+:img-top: ../images/ROCm-DS_Docs.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href="https://rocm.docs.amd.com/projects/hipVS/en/latest/" class="card-header-link">
+  <h2 class="card-header">Documentation</h2>
+</a>
+<p class="paragraph"> Installation instructions, how-to guides, and API reference material can all be found on the ROCm Documentation site.
+</p>
+:::
+
+:::{grid-item-card}
+:padding: 1
+:img-top: ../images/hipVS.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href="https://github.com/ROCm-DS/hipVS" class="card-header-link">
+  <h2 class="card-header">Github</h2>
+</a>
+<p class="paragraph"> View the hipVS source code on Github.
+</p>
+:::
+
+:::{grid-item-card}
+:padding: 1
+:img-top: ../images/ROCm-DS_Blogs.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href=./ROCmDS-Blogs.html class="card-header-link">
+  <h2 class="card-header">Blogs</h2>
+</a>
+<p class="paragraph"> View blog posts related to ROCm-DS and hipVS.
+</p>
+:::
+
+::::
diff --git a/docs/data-science/index.md b/docs/data-science/index.md
index fa562f50..e473a481 100644
--- a/docs/data-science/index.md
+++ b/docs/data-science/index.md
@@ -1,7 +1,7 @@
-# ROCm-DS: ROCm Toolkit for Data Sciences
+# ROCm-DS: The AMD ROCm Data Science Toolkit
 
-Unlock the future of data science with the ROCm Data Science Toolkit (ROCm-DS), an innovative open-source toolkit built on
-the powerful ROCm™ platform. Tap into the unparalleled speed and efficiency of AMD Instinct GPUs, as ROCm-DS provides you
+Unlock the future of data science with the AMD ROCm™ Data Science Toolkit (ROCm-DS), an innovative open-source toolkit built on
+the powerful ROCm platform. Tap into the unparalleled speed and efficiency of AMD Instinct™ GPUs, as ROCm-DS provides you
 with all of the necessary tools to tackle larger datasets and execute complex data science workloads with lightning speed.
 Transform your data science capabilities to accelerate both new and existing projects, and boost performance and productivity
 across various aspects of your business.
@@ -27,7 +27,7 @@ and unleash new possibilities with ROCm-DS!
 <a href=./hipDF.html class="card-header-link">
   <h2 class="card-header">hipDF</h2>
 </a>
-<p class="paragraph"> GPU Accelerated DataFrames to enhance your data manipulation and analysis tasks with AMD Instinct™ GPUs.
+<p class="paragraph"> GPU Accelerated DataFrames to enhance your data manipulation and analysis tasks with AMD Instinct GPUs.
 .</p>
 ::::
 
@@ -41,7 +41,49 @@ and unleash new possibilities with ROCm-DS!
 <a href=./hipGRAPH.html class="card-header-link">
   <h2 class="card-header">hipGRAPH</h2>
 </a>
-<p class="paragraph"> Create, manipulate, and analyze complex networks and graphs on AMD Instinct™ GPUs.
+<p class="paragraph"> Create, manipulate, and analyze complex networks and graphs on AMD Instinct GPUs.
+</p>
+::::
+
+::::{grid-item-card}
+:padding: 1
+:img-top: ../images/hipVS.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href=./hipVS.html class="card-header-link">
+  <h2 class="card-header">hipVS</h2>
+</a>
+<p class="paragraph"> Accelerate a variety of vector search operations on AMD Instinct GPUs.
+</p>
+::::
+
+::::{grid-item-card}
+:padding: 1
+:img-top: ../images/hipMM.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href=./hipMM.html class="card-header-link">
+  <h2 class="card-header">hipMM</h2>
+</a>
+<p class="paragraph"> Advanced memory management utilities for the various ROCm-DS libraries.
+</p>
+::::
+
+::::{grid-item-card}
+:padding: 1
+:img-top: ../images/hipRAFT.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href=./hipRAFT.html class="card-header-link">
+  <h2 class="card-header">hipRAFT</h2>
+</a>
+<p class="paragraph"> Fundamental algorithms and primitives used by the various ROCm-DS libraries.
 </p>
 ::::
 
diff --git a/docs/images/hipMM.jpg b/docs/images/hipMM.jpg
new file mode 100644
index 00000000..3798e95b
Binary files /dev/null and b/docs/images/hipMM.jpg differ
diff --git a/docs/images/hipRAFT.jpg b/docs/images/hipRAFT.jpg
new file mode 100644
index 00000000..0fa274b7
Binary files /dev/null and b/docs/images/hipRAFT.jpg differ
diff --git a/docs/images/hipVS.jpg b/docs/images/hipVS.jpg
new file mode 100644
index 00000000..3fb953b6
Binary files /dev/null and b/docs/images/hipVS.jpg differ
diff --git a/docs/index.md b/docs/index.md
index c8e4eb24..428b8227 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,9 +1,9 @@
 ---
 html_theme.sidebar_secondary.remove: true   
 ---
-# AMD GPU Systems and Infrastructure documentation
+# AMD Instinct Data Center GPU Documentation
 
-The AMD GPU Systems and Infrastructure Documentation site provides comprehensive guides and technical documentation for system administrators and technical users deploying AMD Instinct Data Center GPUs in enterprise environments. This site focuses on large-scale deployment, cluster management, monitoring, and operational best practices for both HPC and AI workloads. For API documentation and core software stack details, please visit the [ROCm documentation](https://rocm.docs.amd.com).
+The AMD Instinct Documentation site provides comprehensive guides and technical documentation for system administrators and technical users deploying AMD Instinct Data Center GPUs in enterprise environments. This site focuses on large-scale deployment, cluster management, monitoring, and operational best practices for both HPC and AI workloads. For API documentation and core software stack details, please visit the [ROCm documentation](https://rocm.docs.amd.com).
 
 ::::::::::{dropdown} Industries/Verticals
 :open:
@@ -74,7 +74,7 @@ The AMD GPU Systems and Infrastructure Documentation site provides comprehensive
 <a href=./data-science/index.html class="card-header-link">
   <h2 class="card-header">ROCm-DS</h2>
 </a>
-<p class="paragraph"> Accelerate your data science workloads with the ROCm Toolkit for Data Science (ROCm-DS).
+<p class="paragraph"> Accelerate your data science workloads with the AMD ROCm™ Data Science Toolkit (ROCm-DS).
 </p>
 :::
 
@@ -88,7 +88,7 @@ The AMD GPU Systems and Infrastructure Documentation site provides comprehensive
 <a href=./data-science/hipDF.html class="card-header-link">
   <h2 class="card-header">hipDF</h2>
 </a>
-<p class="paragraph"> GPU Accelerated DataFrames to enhance your data manipulation and analysis tasks with AMD Instinct GPUs.
+<p class="paragraph"> GPU Accelerated DataFrames to enhance your data manipulation and analysis tasks with AMD Instinct™ GPUs.
 </p>
 :::
 
@@ -102,7 +102,49 @@ The AMD GPU Systems and Infrastructure Documentation site provides comprehensive
 <a href=./data-science/hipGRAPH.html class="card-header-link">
   <h2 class="card-header">hipGRAPH</h2>
 </a>
-<p class="paragraph"> Create, manipulate, and analyze complex networks and graphs on AMD Instinct GPUs.
+<p class="paragraph"> Create, manipulate, and analyze complex networks and graphs on AMD Instinct™ GPUs.
+</p>
+:::
+
+:::{grid-item-card}
+:padding: 1
+:img-top: ./images/hipVS.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href=./data-science/hipVS.html class="card-header-link">
+  <h2 class="card-header">hipVS</h2>
+</a>
+<p class="paragraph"> Accelerate a variety of vector search operations on AMD Instinct™ GPUs.
+</p>
+:::
+
+:::{grid-item-card}
+:padding: 1
+:img-top: ./images/hipMM.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href=./data-science/hipMM.html class="card-header-link">
+  <h2 class="card-header">hipMM</h2>
+</a>
+<p class="paragraph"> Advanced memory management utilities for the various ROCm-DS libraries.
+</p>
+:::
+
+:::{grid-item-card}
+:padding: 1
+:img-top: ./images/hipRAFT.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href=./data-science/hipRAFT.html class="card-header-link">
+  <h2 class="card-header">hipRAFT</h2>
+</a>
+<p class="paragraph"> Fundamental algorithms and primitives used by the various ROCm-DS libraries.
 </p>
 :::
 
@@ -116,7 +158,7 @@ The AMD GPU Systems and Infrastructure Documentation site provides comprehensive
 <a href=./data-science/ROCmDS-Blogs.html class="card-header-link">
   <h2 class="card-header">Blogs</h2>
 </a>
-<p class="paragraph"> Browse blogs detailing how to accelerate your data science workloads on AMD Instinct GPUs.
+<p class="paragraph"> Browse blogs detailing how to accelerate your data science workloads on AMD Instinct™ GPUs.
 </p>
 :::
 
@@ -152,7 +194,7 @@ The AMD GPU Systems and Infrastructure Documentation site provides comprehensive
 <a href=./life-science/hipCIM.html class="card-header-link">
   <h2 class="card-header">hipCIM</h2>
 </a>
-<p class="paragraph"> Run image processing and computer vision workloads on N-dimensional images for medical imaging workloads on AMD Instinct GPUs.
+<p class="paragraph"> Run image processing and computer vision workloads on N-dimensional images for medical imaging workloads on AMD Instinct™ GPUs.
 </p>
 :::
 
@@ -166,7 +208,7 @@ The AMD GPU Systems and Infrastructure Documentation site provides comprehensive
 <a href=./life-science/MONAI.html class="card-header-link">
   <h2 class="card-header">MONAI</h2>
 </a>
-<p class="paragraph"> Train and deploy AI and computer vision models for medical imaging use cases on AMD Instinct GPUs.
+<p class="paragraph"> Train and deploy AI and computer vision models for medical imaging use cases on AMD Instinct™ GPUs.
 </p>
 :::
 
@@ -180,7 +222,7 @@ The AMD GPU Systems and Infrastructure Documentation site provides comprehensive
 <a href=./life-science/ROCmLS-Blogs.html class="card-header-link">
   <h2 class="card-header">Blogs</h2>
 </a>
-<p class="paragraph"> Browse blogs detailing how to accelerate your life science workloads on AMD Instinct GPUs.
+<p class="paragraph"> Browse blogs detailing how to accelerate your life science workloads on AMD Instinct™ GPUs.
 </p>
 :::
 
@@ -366,7 +408,7 @@ The AMD GPU Systems and Infrastructure Documentation site provides comprehensive
 <a href="https://instinct.docs.amd.com/projects/system-acceptance/en/latest/" class="card-header-link">
   <h2 class="card-header">Instinct Customer Acceptance Guide</h2>
 </a>
-<p class="paragraph">Comprehensive guide for configuring, validating, benchmarking, and baselining AMD Instinct GPUs.</p>
+<p class="paragraph">Comprehensive guide for configuring, validating, benchmarking, and baselining AMD Instinct™ GPUs.</p>
 :::
 
 :::{grid-item-card}
@@ -580,7 +622,7 @@ The AMD GPU Systems and Infrastructure Documentation site provides comprehensive
 <a href=./gpu-arch/gpu-arch.html class="card-header-link">
   <h2 class="card-header">Instinct Micro-architecture</h2>
 </a>
-<p class="paragraph">Review hardware aspects of the AMD Instinct MI350, MI300, MI200 and MI100 series of GPU</p>
+<p class="paragraph">Review hardware aspects of the AMD Instinct™ MI350, MI300, MI200 and MI100 series of GPU accelerators.</p>
 :::::
 
 :::::{grid-item-card}
diff --git a/docs/sphinx/_toc.yml.in b/docs/sphinx/_toc.yml.in
index 5a808901..ecb258ad 100644
--- a/docs/sphinx/_toc.yml.in
+++ b/docs/sphinx/_toc.yml.in
@@ -22,6 +22,12 @@ subtrees:
             title: hipDF
           - file: data-science/hipGRAPH.md
             title: hipGRAPH
+          - file: data-science/hipVS.md
+            title: hipVS
+          - file: data-science/hipMM.md
+            title: hipMM
+          - file: data-science/hipRAFT.md
+            title: hipRAFT
     - file: life-science/index.md
       title: Life Science (ROCm-LS)
       subtrees: