diff --git a/docs/source/new-project.rst b/docs/source/new-project.rst
index 62de6879..35834518 100644
--- a/docs/source/new-project.rst
+++ b/docs/source/new-project.rst
@@ -68,8 +68,5 @@ Then you could do rapid research by switching between these two and using the sa
 
 1. You're writing pure PyTorch... no unnecessary abstractions or new libraries to learn.
 2. You get free GPU and 16-bit support without writing any of that code in your model.
-3. You also get all of the capabilities below (without coding or testing yourself).   
+3. You also get early stopping, multi-gpu training, 16-bit and MUCH more without coding anything!
 
-- :ref:`Callbacks`
-- :ref:`Examples & Tutorials`
-- :ref:`Examples & Tutorials`