diff --git a/.gitignore b/.gitignore
index 37226fc..1f25dbf 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,9 +1,9 @@
 .*.sw?
-DS_Store
+.DS_Store
 run
 compile_commands.json
 *.txt
 build/
 cythoned/
 __pycache__/
-data*
+data/
diff --git a/bridge.pyx b/bridge.pyx
index 9a55ffb..e4dbc75 100644
--- a/bridge.pyx
+++ b/bridge.pyx
@@ -7,6 +7,7 @@ from libc.stdlib cimport malloc, realloc
 from libc.string cimport memcpy
 
 import library as nn
+import flask
 
 
 tokenizers = {}
@@ -44,6 +45,10 @@ cdef public char *greeting():
     return f'The value is {3**3**3}'.encode('utf-8')
 
 
+cdef public void serve():
+    nn.app.run(port=8448)
+
+
 cdef public int get_tokens(WordList* wl, const char *filename):
     fnu = filename.decode('utf-8')
     if fnu not in tokenizers:
diff --git a/library.py b/library.py
index 20e3ea8..c49eaad 100644
--- a/library.py
+++ b/library.py
@@ -2,15 +2,18 @@ import os
 os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'
 
 import numpy as np
+import flask
 import tensorflow as tf
 tf.compat.v1.logging.set_verbosity(tf.compat.v1.logging.ERROR)  # STFU!
+from nltk.tokenize import word_tokenize as wt
 
 from mynet import onehot
 
 
 HERE = os.path.abspath(os.path.dirname(__file__))
-CORPUS = os.path.join(HERE, 'melville-moby_dick.txt')
-VOCAB = os.path.join(HERE, 'vocab.txt')
+DATA = os.path.join(HERE, 'data')
+CORPUS = os.path.join(DATA, 'corpus.txt')
+VOCAB = os.path.join(DATA, 'vocab.txt')
 
 vocab = {
     w: i for i, w in enumerate(open(VOCAB).read().splitlines(keepends=False))
@@ -18,6 +21,14 @@ vocab = {
 inv_vocab = sorted(vocab, key=vocab.get)
 
 
+app = flask.Flask(__name__)
+
+
+@app.route('/')
+def webfront():
+    return 'Hello world!'
+
+
 def word_tokenize(s: str):
     l = ''.join(c.lower() if c.isalpha() else ' ' for c in s)
     return l.split()
diff --git a/main.c b/main.c
index 977bed8..b85a76f 100644
--- a/main.c
+++ b/main.c
@@ -40,6 +40,7 @@ typedef enum{
     FILTERER,
     BATCHER,
     LEARNER,
+    VISUALIZER,
     DISPATCHER
 } Role;
 
@@ -72,7 +73,10 @@ size_t number_of(Role what) {
                 - number_of(TOKENIZER)
                 - number_of(FILTERER)
                 - number_of(BATCHER)
-                - number_of(DISPATCHER);
+                - number_of(DISPATCHER)
+                - number_of(VISUALIZER);
+        case VISUALIZER:
+            return 1;
         case DISPATCHER:
             return 1;
     }
@@ -320,7 +324,7 @@ void dispatcher() {
         }
         combo_weights(&wl, wls, lpr);
         set_net_weights(frank, &wl);
-        // INFO_PRINTF("Frank: %f\n", eval_net(frank));
+        INFO_PRINTF("Frank: %f\n", eval_net(frank));
     }
     Py_DECREF(frank);
     free_weightlist(&wl);
@@ -329,6 +333,12 @@ void dispatcher() {
     free(round);
 }
 
+void visualizer() {
+    INFO_PRINTF("Starting visualizer %d\n", getpid());
+    serve();
+}
+
+
 int main (int argc, const char **argv) {
     MPI_Init(NULL, NULL);
 
@@ -358,6 +368,9 @@ int main (int argc, const char **argv) {
         case DISPATCHER:
             dispatcher();
             break;
+        case VISUALIZER:
+            visualizer();
+            break;
         default:
             INFO_PRINTLN("DYING HORRIBLY!");
     }