diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -1,9 +1,8 @@
 ## Pipeline for building amd compatible WhisperX containers
 
-This project is not at all associated with WhisperX if you have issues with this container please send me an email, do not pester the upstream developers
+This project is not at all associated with WhisperX, if you have issues with this container please send me an email, do not pester the upstream developers\
 **brooke (at) myco (dot) systems**
 
-Images are build and tagged with the GFX version, please check your gpu. For example, the RX 6700 XT is gfx1031 so you would use the image fung.uy/mycosystems/whisperx-amd:**gfx1031**
-
-It's pretty common to find the GFX version on [techpowerup](https://www.techpowerup.com) under the section **GPU Notes**
+Images are built and tagged with the GFX version, please check your gpu. For example, the RX 6700 XT is gfx1031 so you would use the image fung.uy/mycosystems/whisperx-amd:**gfx1031**
 
+It's pretty common to find the GFX version on [techpowerup](https://www.techpowerup.com) under the section **GPU Notes**
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