diff --git a/README.md b/README.md
index 5dbff52..8e78a95 100644
--- a/README.md
+++ b/README.md
@@ -12,6 +12,8 @@ https://medium.com/@pixelridge/the-art-of-thought-deploying-neural-networks-onto
 
 "One of the primary challenges in deploying multi-layer neural networks onto FPGAs is resource allocation. FPGAs have a finite number of logic gates, and each neuron in our network requires a portion of these resources. It’s akin to assigning seats to an ever-growing audience; there’s only so much space in the concert hall. Engineers must therefore design their networks to be as resource-efficient as possible, which often involves pruning redundant connections and neurons, much like an orchestra might omit unnecessary instruments to achieve a more focused sound."
 
+## Neural Redux
+
 # 
 
 https://asmbits.01xz.net/wiki/Main_Page