diff --git a/_data/documentation.yaml b/_data/documentation.yaml
index 1043d84e..39e0d5d3 100644
--- a/_data/documentation.yaml
+++ b/_data/documentation.yaml
@@ -11,6 +11,10 @@ overview:
     description: "The formal specification of the Slang programming language. Work in progress.."
     link_url: "https://github.com/shader-slang/spec"
     link_label: "Language Specification"
+  - title: "SlangPy User Guide"
+    description: "Learn how to build machine learning and neural graphics applications with Slang and Python."
+    link_url: "https://slangpy.shader-slang.org"
+    link_label: "SlangPy User Guide"
   - title: "Feature Matureness"
     description: "List of Slang Features with their stableness/matureness."
     link_url: "https://shader-slang.com/docs/feature_matureness"
diff --git a/docs/getting-started.md b/docs/getting-started.md
index dde9b9fb..ea5f5221 100644
--- a/docs/getting-started.md
+++ b/docs/getting-started.md
@@ -24,6 +24,21 @@ intro_image_hide_on_mobile: false
         </div>
     </div>
 </div>
+
+<div class="container">
+<div class="section">
+    <div class="row">
+        <div class="col-12">
+            <h3>Machine Learning with Slang
+                <hr>
+            </h3>
+            <p>The SlangPy package seamlessly bridges the graphics and machine learning ecosystems in Python. You can write Slang code to implement complex data structures and algorithms, or to use rasterization and ray-tracing. Slang code can be integrated directly into your Python/PyTorch training loop with SlangPy. No boilerplate, no C++.</p>
+            <a class="btn btn-primary " href="https://slangpy.shader-slang.org/">Try SlangPy</a>
+        </div>
+    </div>
+</div>
+</div>
+
 <div class="container">
 <div class="section">
     <div class="row">
diff --git a/images/slangpy.jpg b/images/slangpy.jpg
new file mode 100644
index 00000000..2ea7d39c
Binary files /dev/null and b/images/slangpy.jpg differ
diff --git a/index.md b/index.md
index 42f0d60b..63636d5f 100755
--- a/index.md
+++ b/index.md
@@ -67,14 +67,16 @@ description: Empowering real-time graphics developers with advanced language fea
                     <hr>
                 </h3>
                 <div class="col-sm-5">
-                    The Slang compiler can generate code for a wide variety of targets: D3D12, Vulkan, Metal, D3D11,
-                    OpenGL, CUDA, WebGPU and even generate code to run on a CPU. For textual targets, such as Metal Shading
-                    Language (MSL) and CUDA, Slang produces readable code that preserves original identifier names, as
-                    well as the type and call structure, making it easier to debug.
+                    <p>
+                        The Slang compiler can generate code for a wide variety of targets: D3D12, Vulkan, Metal, D3D11,
+                        OpenGL, CUDA, WebGPU and even generate code to run on a CPU. For textual targets, such as Metal Shading
+                        Language (MSL) and CUDA, Slang produces readable code that preserves original identifier names, as
+                        well as the type and call structure, making it easier to debug.
+                    </p>
                 </div>
 
                 <div class="col-sm-7">
-                    <img class="img-fluid" src="/images/write-once.webp" />
+                    <img class="img-fluid" src="{{ site.url }}{{ site.baseurl }}/images/write-once.webp" />
                 </div>
             </div>
         </div>
@@ -85,29 +87,30 @@ description: Empowering real-time graphics developers with advanced language fea
                     <hr>
                 </h3>
                 <div class="col-sm-6">
-                    <img class="img-fluid" src="/images/latest-feature.webp" />
+                    <img class="img-fluid" src="{{ site.url }}{{ site.baseurl }}/images/latest-feature.webp" />
 
                 </div>
 
                 <div class="col-sm-6">
-                    Slang code is highly portable, but can still leverage unique platform capabilities, including the
-                    latest
-                    features in
-                    Direct3D and Vulkan. For example, developers can make full use of
-                    <a href="/slang/user-guide/convenience-features.html#pointers-limited">pointers</a> when generating
-                    SPIR-V.
-                    Slang's <a href="/slang/user-guide/capabilities.html">capability system</a> helps applications
-                    manage
-                    feature
-                    set differences
-                    across target platforms by ensuring code only uses available features during the type-checking step,
-                    before
-                    generating
-                    final code. Additionally, Slang provides <a href="/slang/user-guide/a1-04-interop.html">flexible
-                        interop</a>
-                    features to enable
-                    directly embedding target code or SPIR-V into generated shaders.
-
+                    <p>
+                        Slang code is highly portable, but can still leverage unique platform capabilities, including the
+                        latest
+                        features in
+                        Direct3D and Vulkan. For example, developers can make full use of
+                        <a href="/slang/user-guide/convenience-features.html#pointers-limited">pointers</a> when generating
+                        SPIR-V.
+                        Slang's <a href="/slang/user-guide/capabilities.html">capability system</a> helps applications
+                        manage
+                        feature
+                        set differences
+                        across target platforms by ensuring code only uses available features during the type-checking step,
+                        before
+                        generating
+                        final code. Additionally, Slang provides <a href="/slang/user-guide/a1-04-interop.html">flexible
+                            interop</a>
+                        features to enable
+                        directly embedding target code or SPIR-V into generated shaders.
+                    </p>
                 </div>
             </div>
         </div>
@@ -118,20 +121,32 @@ description: Empowering real-time graphics developers with advanced language fea
                     <hr>
                 </h3>
                 <div class="col-sm-6">
-                    <img class="img-fluid" src="/images/autodiff.jpg" />
+                    <img class="img-fluid" src="{{ site.url }}{{ site.baseurl }}/images/autodiff.jpg" />
 
                 </div>
 
                 <div class="col-sm-6">
                     <p>Slang can automatically generate both forward and backward derivative propagation code for
                         complex functions that involve arbitrary control flow and dynamic dispatch. This allows existing
-                        rendering codebases to easily become differentiable, or for Slang to serve as the kernel
-                        language in a PyTorch-driven machine learning framework via <a href="https://shader-slang.com/slang/user-guide/a1-02-slangpy.html">slangtorch</a>.</p>
+                        rendering codebases to easily become differentiable, enabling adoption of neural components, or integration into a training process.</p>
                     <a class="btn btn-primary" href="/slang/user-guide/autodiff.html">Automatic Differentiation</a>
                 </div>
             </div>
         </div>
-
+        <div class="section">
+            <div class="row">
+                <h3>Seamless Integration with Python
+                    <hr>
+                </h3>
+                <div class="col-sm-6">
+                    <img class="img-fluid" src="{{ site.url }}{{ site.baseurl }}/images/slangpy.jpg" />
+                </div>
+                 <div class="col-sm-6">
+                    <p>Slang code can be integrated directly into your Python/PyTorch training loop with SlangPy. You can implement complex control-divergent algorithms, sparse data structures, make use of advanced GPU features in Slang, and call your Slang code from Python without any boilerplate with the SlangPy package.</p>
+                    <a class="btn btn-primary" href="https://slangpy.shader-slang.org">SlangPy</a>
+                </div>
+            </div>
+        </div> 
         <div class="section">
             <div class="row">
                 <h3>Scalable Software Development with Modules
@@ -159,7 +174,7 @@ description: Empowering real-time graphics developers with advanced language fea
                     <hr>
                 </h3>
                 <div class="col-sm-6">
-                    <img class="img-fluid" src="/images/generics.jpg" />
+                    <img class="img-fluid" src="{{ site.url }}{{ site.baseurl }}/images/generics.jpg" />
 
                 </div>
 
@@ -182,7 +197,7 @@ description: Empowering real-time graphics developers with advanced language fea
                     <hr>
                 </h3>
                 <div class="col-sm-6">
-                    <img class="img-fluid" src="/images/hlsl-compatibility.jpg" />
+                    <img class="img-fluid" src="{{ site.url }}{{ site.baseurl }}/images/hlsl-compatibility.jpg" />
 
                 </div>
 
@@ -204,7 +219,7 @@ description: Empowering real-time graphics developers with advanced language fea
                     <hr>
                 </h3>
                 <div class="col-sm-6">
-                    <img class="img-fluid" src="/images/tooling-support.webp" />
+                    <img class="img-fluid" src="{{ site.url }}{{ site.baseurl }}/images/tooling-support.webp" />
 
                 </div>