diff --git a/bot.py b/bot.py
index f8ab0ed..17f13a6 100644
--- a/bot.py
+++ b/bot.py
@@ -9,6 +9,7 @@ from typing import Optional, Union
 
 from textgen import textgen
 from textgen_markov import MarkovTextGenerator
+from textgen_lstm import LSTMTextGenerator
 
 # TODO: Reenable and extend scraper
 # from models import Models
@@ -57,17 +58,27 @@ class HeidiClient(discord.Client):
         # Textgen
         self.textgen_models: dict[str, textgen] = {
             # The name must correspond to the name of the training text file
-            "bibel": MarkovTextGenerator(3), # Prefix length of 3
-            "kommunistisches_manifest": MarkovTextGenerator(3),
-            "musk": MarkovTextGenerator(3)
+            "kommunistisches_manifest": LSTMTextGenerator(10),
+            # "musk": LSTMTextGenerator(10),
+            # "bibel": LSTMTextGenerator(10)
+
+            # "bibel": MarkovTextGenerator(3), # Prefix length of 3
+            # "kommunistisches_manifest": MarkovTextGenerator(3),
+            # "musk": MarkovTextGenerator(3)
         }
 
         for name, model in self.textgen_models.items():
             model.init(name) # Loads the textfile
-            if DOCKER:
+
+            if os.path.exists(f"weights/{name}_lstm_model.pt"):
                 model.load()
-            else:
+            elif not DOCKER:
                 model.train()
+            else:
+                print("Error: Can't load model", name)
+
+            print("Generating test sentence for", name)
+            self.textgen_models[name].generate_sentence()
 
     # Synchronize commands to guilds
     async def setup_hook(self):