diff --git a/README.md b/README.md
index 1b1e9cf..f70e025 100644
--- a/README.md
+++ b/README.md
@@ -3,14 +3,14 @@
 <h1>Shkyera Grad</h1>
 
 <i>
- micrograd, but in C++ and better.
+micrograd, but in C++ and better.
 </i>
 <p></p>
 
-![LinuxBuild](https://github.com/fszewczyk/shkyera-engine/actions/workflows/linux.yml/badge.svg)
-![MacOSBuild](https://github.com/fszewczyk/shkyera-engine/actions/workflows/macos.yml/badge.svg)
-![WindowsBuild](https://github.com/fszewczyk/shkyera-grad/actions/workflows/windows.yml/badge.svg)
-![LICENSE](https://img.shields.io/badge/license-Beerware-yellow)
+[![LinuxBuild](https://github.com/fszewczyk/shkyera-grad/actions/workflows/linux.yml/badge.svg)](https://github.com/fszewczyk/shkyera-grad/actions/workflows/linux.yml)
+[![MacOSBuild](https://github.com/fszewczyk/shkyera-grad/actions/workflows/macos.yml/badge.svg)](https://github.com/fszewczyk/shkyera-grad/actions/workflows/macos.yml)
+[![WindowsBuild](https://github.com/fszewczyk/shkyera-grad/actions/workflows/windows.yml/badge.svg)](https://github.com/fszewczyk/shkyera-grad/actions/workflows/windows.yml)
+[![LICENSE](https://img.shields.io/badge/license-Beerware-yellow)](https://github.com/fszewczyk/shkyera-grad/blob/master/LICENSE)
 
 </div>
 
@@ -51,6 +51,7 @@ int main() {
                     .add(Sigmoid32::create())
                     .build();
 
+
     auto optimizer = Adam32(network->parameters(), 0.05);
     auto lossFunction = Loss::MSE<T>;