diff --git a/WORKFLOW.md b/WORKFLOW.md
new file mode 100644
index 0000000..a953b8f
--- /dev/null
+++ b/WORKFLOW.md
@@ -0,0 +1,23 @@
+
+## Setup
+- clone the repo
+
+`git clone https://github.com/agaralabs/tacotron2`
+- cd to `tacotron2` copy models from wolverine:
+
+`scp wolverine:/home/ubuntu/tacotron2/{checkpoint_15000,waveglow_256channels.pt} ./`
+
+`scp wolverine:/home/ubuntu/tacotron2/waveglow ./`
+
+**Wolverine Details:**
+```
+Host wolverine
+    Hostname 54.71.137.17
+    User ubuntu
+    IdentityFile ~/.ssh/id_hip_ml
+```
+install the dependencies
+`pip install requirements.txt`
+
+## Running:
+`python final.py`
diff --git a/demo.wav b/demo.wav
deleted file mode 100755
index 54d1dbc..0000000
Binary files a/demo.wav and /dev/null differ
diff --git a/final.py b/final.py
index ccaf952..b27ffa4 100644
--- a/final.py
+++ b/final.py
@@ -18,7 +18,7 @@ from text import text_to_sequence
 # from denoiser import Denoiser
 import os
 import soundfile as sf
-# import pyaudio
+import pyaudio
 import time
 
 sys.path.append('waveglow/')
@@ -35,10 +35,6 @@ waveglow.eval()
 for k in waveglow.convinv:
     k.float()
 
-# audio_interface = pyaudio.PyAudio()
-# # _audio_stream = audio_interface.open(format=pyaudio.paFloat32,channels=1, rate=22050,output=True)
-# _audio_stream = audio_interface.open(format=pyaudio.paInt16,channels=1, rate=16000,output=True)
-
 # https://github.com/NVIDIA/waveglow/issues/127
 for m in waveglow.modules():
     if 'Conv' in str(type(m)):
@@ -72,12 +68,11 @@ def speech(t):
 
 
 def main():
-    speech(
-        ('I understand your frustration and disappointment. I am sorry that'
-         ' its happening and I would like to help prevent it in the future. '
-         'What style of diapers did you buy? For instance, was it the '
-         'snugglers, pull ups or baby dry.'))
-
+    data = speech('Hi I am Sia How may I help you today'.lower())
+    audio_interface = pyaudio.PyAudio()
+    _audio_stream = audio_interface.open(format=pyaudio.paInt16,channels=1, rate=16000,output=True)
+    _audio_stream.write(data)
+    import pdb; pdb.set_trace()
 
 if __name__ == '__main__':
     main()