diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -22,13 +22,13 @@
 </tr>
 </table>
 
-🔋 [Documentation]() 💻 [Import to your project]() ⌨ [Tutorials]() 💾
+🔋 [Documentation](https://axsaucedo.github.io/vulkan-kompute/) 💻 [Import to your project](https://axsaucedo.github.io/vulkan-kompute/) ⌨ [Tutorials](https://axsaucedo.github.io/vulkan-kompute/) 💾
 
 
 ## Principles & Features
 
 * Single header easy to import static library
-* [Documentation]() using doxygen and sphinx for
+* [Documentation](https://axsaucedo.github.io/vulkan-kompute/) using doxygen and sphinx for
 * Packaged with vcpkg for easy download and integration with projects
 * Non-Vulkan naming convention to disambiguate Vulkan vs Kompute components
 * Extends the existing Vulkan API with a compute-specific interface
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diff --git a/docs/index.rst b/docs/index.rst
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--- a/docs/index.rst
+++ b/docs/index.rst
@@ -14,45 +14,78 @@ Welcome to Vulkan Kompute's documentation!
 
 
 Reference
-====
+========
 
 You can also go directoy to the `raw doxygen docs <doxygen/annotated.html>`_
 
+Overview of entire dependencies and their relationship with vulkan component ownership.
+
+.. image:: images/kompute-vulkan-architecture.jpg
+   :width: 100%
+
 Manager
 -------
 
 .. doxygenclass:: kp::Manager
    :members:
 
+.. image:: images/kompute-vulkan-architecture-manager.jpg
+   :width: 100%
+
 Sequence
 -------
 
 .. doxygenclass:: kp::Sequence
    :members:
 
+.. image:: images/kompute-vulkan-architecture-sequence.jpg
+   :width: 100%
+
+Tensor
+-------
+
+.. doxygenclass:: kp::Tensor
+   :members:
+
+.. image:: images/kompute-vulkan-architecture-tensor.jpg
+   :width: 100%
+
+Algorithm
+-------
+
+.. doxygenclass:: kp::Algorithm
+   :members:
+
+.. image:: images/kompute-vulkan-architecture-algorithm.jpg
+   :width: 100%
+
 OpBase
 -------
 
 .. doxygenclass:: kp::OpBase
    :members:
 
+.. image:: images/kompute-vulkan-architecture-operations.jpg
+   :width: 100%
+
 OpMult
 -------
 
 .. doxygenclass:: kp::OpMult
    :members:
 
+.. image:: images/kompute-vulkan-architecture-opmult.jpg
+   :width: 100%
+
 OpCreateTensor
 -------
 
 .. doxygenclass:: kp::OpCreateTensor
    :members:
 
-Algorithm
--------
+.. image:: images/kompute-vulkan-architecture-opcreatetensor.jpg
+   :width: 100%
 
-.. doxygenclass:: kp::Algorithm
-   :members:
 
 
 Indices and tables