diff --git a/README.md b/README.md
index f0673c3..c484e29 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,7 @@
 stupidfilter
-============
\ No newline at end of file
+============
+To run the StupidFilter directly just type bin/stupidfilter data/c_rbf
+
+It will take data from standard in followed by a EOF and return a 0.000000 classification for stupid text and a 1.000000 for nonstupid text. Once we have regression working more accurately, this number will be actually be a floating point that describes how sure we are of the classification, so it's worth keeping it as a float in your implementations.
+
+We have provided an example bash implementation in classify.sh. Note that we're normalizing whitespace with a call to sed. It's a good idea to strip HTML and normalize whitespace to avoid false positives.