diff --git a/README.md b/README.md
index 2c7b4c20..df32e4a9 100644
--- a/README.md
+++ b/README.md
@@ -53,10 +53,11 @@ swarm(objective)
 ## Usage
 
 ```python
-from swarms import OpenAI
 
-chat = OpenAI()
-response = chat("Hello world!")
+from swarms import HuggingFaceLLM
+
+hugging_face_model = HuggingFaceLLM(model_id="Voicelab/trurl-2-13b")
+generated_text = hugging_face_model.generate("In a world where AI")
 
 ```
 
diff --git a/swarms/agents/base.py b/swarms/agents/base.py
index 5a999416..ba0b26fa 100644
--- a/swarms/agents/base.py
+++ b/swarms/agents/base.py
@@ -76,10 +76,8 @@ class Agent:
         user_input = (
             "Determine which next command to use, and respond using the format specified above:"
         )
-        # Interaction Loop
         loop_count = 0
         while True:
-            # Discontinue if continuous limit is reached
             loop_count += 1
 
             # Send message to AI, get response
@@ -90,7 +88,6 @@ class Agent:
                 user_input=user_input,
             )
 
-            # Print Assistant thoughts
             print(assistant_reply)
             self.chat_history_memory.add_message(HumanMessage(content=user_input))
             self.chat_history_memory.add_message(AIMessage(content=assistant_reply))