diff --git a/README.md b/README.md
index 9c53b41..fc9c3bd 100644
--- a/README.md
+++ b/README.md
@@ -36,7 +36,8 @@ Now you're ready to start fingerprinting your audio collection!
 
 Let's say we want to fingerprint all of July 2013's VA US Top 40 hits. 
 
-Start by creating a Dejavu object. 
+Start by creating a Dejavu object with your configurations settings (Dejavu takes an ordinary Python dictionary for the settings).
+
 ```python
 >>> from dejavu import Dejavu
 >>> config = {
diff --git a/go.py b/go.py
index 9108f4e..7472019 100755
--- a/go.py
+++ b/go.py
@@ -1,22 +1,29 @@
 from dejavu import Dejavu
-from ConfigParser import ConfigParser
 import warnings
+import json
 warnings.filterwarnings("ignore")
 
-# load config
-config = ConfigParser()
-config.read("dejavu.cnf")
+# load config from a JSON file (or anything outputting a python dictionary)
+with open("dejavu.cnf") as f:
+    config = json.load(f)
 
-# create Dejavu object
-dejavu = Dejavu(config)
-dejavu.fingerprint("va_us_top_40/mp3", "va_us_top_40/wav", [".mp3"], 5)
+# create a Dejavu instance
+djv = Dejavu(config)
+# Fingerprint all the mp3's in the directory we give it
+djv.fingerprint_directory("va_us_top_40/mp3", [".mp3"], 5)
 
-# recognize microphone audio
-from dejavu.recognize import Recognizer
-recognizer = Recognizer(dejavu.fingerprinter, config)
 
-song = recognizer.read("va_us_top_40/wav/17_-_#Beautiful_-_Mariah_Carey_ft.wav")
+# Recognize audio from a file
+from dejavu.recognize import FileRecognizer
+song = djv.recognize(FileRecognizer, "va_us_top_40/wav/17_-_#Beautiful_-_Mariah_Carey_ft.wav")
 
-# recognize song playing over microphone for 10 seconds
-#song = recognizer.listen(seconds=1, verbose=True)
-#print song
\ No newline at end of file
+
+# Or recognize audio from your microphone for 10 seconds
+from dejavu.recognize import MicrophoneRecognizer
+song = djv.recognize(MicrophoneRecognizer, seconds=10)
+
+
+# Or use a recognizer without the shortcut, in anyway you would like
+from dejavu.recognize import FileRecognizer
+recognizer = FileRecognizer(djv)
+song = recognizer.recognize_file("va_us_top_40/wav/17_-_#Beautiful_-_Mariah_Carey_ft.wav")