diff --git a/README.md b/README.md
index 03caa4c96..657cfc4a1 100644
--- a/README.md
+++ b/README.md
@@ -267,7 +267,7 @@ The core architecture of Kompute includes the following:
 * [Kompute Sequence](https://kompute.cc/overview/reference.html#sequence) - Container of operations that can be sent to GPU as batch
 * [Kompute Operation (Base)](https://kompute.cc/overview/reference.html#algorithm) - Base class from which all operations inherit
 * [Kompute Tensor](https://kompute.cc/overview/reference.html#tensor) - Tensor structured data used in GPU operations
-* [Kompute Algorithm](https://kompute.cc/overview/reference.html#algorithm) - Abstraction for (shader) code executed in the GPU
+* [Kompute Algorithm](https://kompute.cc/overview/reference.html#algorithm) - Abstraction for (shader) logic executed in the GPU
 
 To see a full breakdown you can read further in the [C++ Class Reference](https://kompute.cc/overview/reference.html).
 
diff --git a/docs/images/kompute-vulkan-architecture.jpg b/docs/images/kompute-vulkan-architecture.jpg
index 56013996b..c3043a4bf 100755
Binary files a/docs/images/kompute-vulkan-architecture.jpg and b/docs/images/kompute-vulkan-architecture.jpg differ