diff --git a/agents/agent.py b/agents/agent.py
index 717ab76..274649e 100644
--- a/agents/agent.py
+++ b/agents/agent.py
@@ -22,6 +22,7 @@ except:
     failed_imports.append("matplotlib")
 
 import copy
+from renderer import Renderer
 from configurations import Preset
 from collections import OrderedDict
 from utils import RunPhase, Signal, is_empty, RunningStat
@@ -101,6 +102,7 @@ class Agent(object):
         self.main_network = None
         self.networks = []
         self.last_episode_images = []
+        self.renderer = Renderer()
 
         # signals
         self.signals = []
@@ -232,6 +234,13 @@ class Agent(object):
                 r, g, b = observation[:, :, 0], observation[:, :, 1], observation[:, :, 2]
                 observation = 0.2989 * r + 0.5870 * g + 0.1140 * b
 
+            # Render the processed observation which is how the agent will see it
+            # Warning: this cannot currently be done in parallel to rendering the environment
+            if self.tp.visualization.render_observation:
+                if not self.renderer.is_open:
+                    self.renderer.create_screen(observation.shape[0], observation.shape[1])
+                self.renderer.render_image(observation)
+
             return observation.astype('uint8')
         else:
             if self.tp.env.normalize_observation:
diff --git a/configurations.py b/configurations.py
index 5815c5a..f929642 100644
--- a/configurations.py
+++ b/configurations.py
@@ -248,6 +248,7 @@ class VisualizationParameters(Parameters):
     video_path = '/home/llt_lab/temp/breakout-videos'
     plot_action_values_online = False
     show_saliency_maps_every_num_episodes = 1000000000
+    render_observation = False
     print_summary = False
     dump_csv = True
     dump_signals_to_csv_every_x_episodes = 5
diff --git a/logger.py b/logger.py
index b5a1302..ff05d6a 100644
--- a/logger.py
+++ b/logger.py
@@ -241,7 +241,7 @@ class Logger(BaseLogger):
         pil_images[0].save(output_path, save_all=True, append_images=pil_images[1:], duration=1.0 / fps, loop=0)
 
     def remove_experiment_dir(self):
-        os.removedirs(self.experiments_path)
+        shutil.rmtree(self.experiments_path)
 
     def print_summary(self):
         screen.separator()
@@ -252,7 +252,7 @@ class Logger(BaseLogger):
         screen.separator()
         if screen.ask_yes_no("Do you want to discard the experiment results (Warning: this cannot be undone)?", False):
             self.remove_experiment_dir()
-        if screen.ask_yes_no("Do you want to specify a different experiment name to save to?", False):
+        elif screen.ask_yes_no("Do you want to specify a different experiment name to save to?", False):
             new_name = self.get_experiment_name()
             new_path = self.get_experiment_path(new_name, create_path=False)
             shutil.move(self.experiments_path, new_path)
diff --git a/renderer.py b/renderer.py
index cddc810..fee19af 100644
--- a/renderer.py
+++ b/renderer.py
@@ -41,6 +41,8 @@ class Renderer(object):
         :return: None
         """
         if self.is_open:
+            if len(image.shape) == 2:
+                image = np.stack([image] * 3)
             if len(image.shape) == 3:
                 if image.shape[0] == 3 or image.shape[0] == 1:
                     image = np.transpose(image, (1, 2, 0))