diff --git a/README.md b/README.md
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+++ b/README.md
@@ -5,7 +5,7 @@ PonderNet stolen from https://github.com/jankrepl/mildlyoverfitted/blob/master/g
 SparseLinear stolen from https://pypi.org/project/sparselinear/
 
 ## Architecture
-We a neural network comprised of a set of neurons that are connected using a set of synapses. Neurons that are close to each other (es use a 1D-Distance metric (Project Neuromorph will have approximate euclidean distance)) have a higher chance to have a synaptic connection.  
+A neural network comprised of a set of neurons that are connected using a set of synapses. Neurons that are close to each other (we use a 1D-Distance metric (Project Neuromorph will have approximate euclidean distance)) have a higher chance to have a synaptic connection.  
 We train this net like normal; but we also allow the structure of the synapctic connections to change during training. (Number of neurons remains constant; this is also variable in Neuromorph; Neuromorph will also use more advanced algorithms to decide where to spawn new synapses)  
 In every firing-cycle only a fraction of all neurons are allowed to fire (highest output) all others are inhibited. (In Project Neuromorph this will be less strict; low firing-rates will have higher dropout-chances and we discurage firing thought an additional loss)  
 Based on the PonderNet-Architecture we allow our network to 'think' as long as it wants about a given problem (well, ok; there is a maximum amount of firing-cycles to make training possbile)