diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 6d563290..24862088 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -113,6 +113,8 @@ Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope CurrentUser
 13. Build Buzz `poetry build`
 14. Run Buzz `python -m buzz`
 
+Note: It should be safe to ignore any "syntax errors" you see during the build. Buzz will work. Also you can ignore any errors for FFmpeg. Buzz tries to load FFmpeg by several different means and some of them throw errors, but FFmpeg should eventually be found and work. 
+
 #### GPU Support
 
 GPU support on Windows with Nvidia GPUs is included out of the box in the `.exe` installer. 
diff --git a/README.md b/README.md
index d39f9f2e..3fec2bbf 100644
--- a/README.md
+++ b/README.md
@@ -60,8 +60,8 @@ winget install ChidiWilliams.Buzz
 To have GPU support for Nvidia GPUS on Windows, for PyPI installed version ensure, CUDA support for [torch](https://pytorch.org/get-started/locally/) 
 
 ```
-pip3 uninstall torch torchaudio  
-pip3 install torch==2.2.2+cu121 torchaudio==2.2.2+cu121 --index-url https://download.pytorch.org/whl/cu121
+pip3 uninstall torch torchaudio
+pip3 install torch==2.2.2+cu121 torchaudio==2.2.2+cu121 nvidia-cublas-cu12==12.1.3.1 nvidia-cuda-cupti-cu12==12.1.105 nvidia-cuda-nvrtc-cu12==12.1.105 nvidia-cuda-runtime-cu12==12.1.105 nvidia-cufft-cu12==11.0.2.54 nvidia-curand-cu12==10.3.2.106 nvidia-cusolver-cu12==11.4.5.107 nvidia-cusparse-cu12==12.1.0.106 nvidia-nccl-cu12==2.19.3 nvidia-nvtx-cu12==12.1.105  --extea-index-url https://download.pytorch.org/whl/cu121 --extea-index-url https://pypi.ngc.nvidia.com
 ```
 
 ### Linux
diff --git a/docs/docs/faq.md b/docs/docs/faq.md
index f9c1ab45..c1fde54e 100644
--- a/docs/docs/faq.md
+++ b/docs/docs/faq.md
@@ -72,6 +72,7 @@ Latest development version will have latest bug fixes and most recent features.
   2. Click on the link to the latest build, the most recent successful build entry in the list
   3. Scroll down to the artifacts section in the build page
   4. Download the installation file. Please note that you need to be logged in the Github to see the download links.
+  ![Latest build example](https://chidiwilliams.github.io/buzz/img/latest-development-build.jpeg "Latest build example")
 
 ### 10. Why is my system theme not applied to Buzz installed from Flatpak?
  
diff --git a/docs/static/img/latest-development-build.jpeg b/docs/static/img/latest-development-build.jpeg
new file mode 100644
index 00000000..4ba2551c
Binary files /dev/null and b/docs/static/img/latest-development-build.jpeg differ
diff --git a/requirements_windows_cuda.txt b/requirements_windows_cuda.txt
deleted file mode 100644
index 665e8a6f..00000000
--- a/requirements_windows_cuda.txt
+++ /dev/null
@@ -1,16 +0,0 @@
---extra-index-url https://download.pytorch.org/whl/cu121
---extra-index-url https://pypi.ngc.nvidia.com
-
-torch==2.2.2+cu121
-torchaudio==2.2.2+cu121
-nvidia-cublas-cu12==12.1.3.1
-nvidia-cuda-cupti-cu12==12.1.105
-nvidia-cuda-nvrtc-cu12==12.1.105
-nvidia-cuda-runtime-cu12==12.1.105
-nvidia-cufft-cu12==11.0.2.54
-nvidia-curand-cu12==10.3.2.106
-nvidia-cusolver-cu12==11.4.5.107
-nvidia-cusparse-cu12==12.1.0.106
-nvidia-nvtx-cu12==12.1.105
-
-