diff --git a/README.md b/README.md
index 5f0a833b..f929011a 100644
--- a/README.md
+++ b/README.md
@@ -106,7 +106,7 @@ for result in results:
 
 ```python
 from langchain.llms import ChatOpenAI
-from swarms import Worker
+from swarms.workers import Worker
 
 llm = ChatOpenAI(
     model_name='gpt-4', 
diff --git a/multi_agent_debate.py b/multi_agent_debate.py
new file mode 100644
index 00000000..067d3e89
--- /dev/null
+++ b/multi_agent_debate.py
@@ -0,0 +1,44 @@
+from swarms.swarms.multi_agent_debate import MultiAgentDebate, select_speaker
+from swarms.workers.worker import Worker
+from langchain.llms import OpenAIChat
+
+llm = OpenAIChat(model_name="gpt-4", openai_api_key="api-key", temperature=0.5)
+
+worker1 = Worker(
+    llm=llm,
+    ai_name="Bumble Bee",
+    ai_role="Worker in a swarm",
+    external_tools=None,
+    human_in_the_loop=False,
+    temperature=0.5,
+)
+worker2 = Worker(
+    llm=llm,
+    ai_name="Optimus Prime",
+    ai_role="Worker in a swarm",
+    external_tools=None,
+    human_in_the_loop=False,
+    temperature=0.5,
+)
+worker3 = Worker(
+    llm=llm,
+    ai_name="Megatron",
+    ai_role="Worker in a swarm",
+    external_tools=None,
+    human_in_the_loop=False,
+    temperature=0.5,
+)
+
+#init agents
+agents = [worker1, worker2, worker3]
+
+# Initialize multi-agent debate with the selection function
+debate = MultiAgentDebate(agents, select_speaker)
+
+# Run task
+task = "What were the winning boston marathon times for the past 5 years (ending in 2022)? Generate a table of the year, name, country of origin, and times."
+results = debate.run(task, max_iters=4)
+
+# Print results
+for result in results:
+    print(f"Agent {result['agent']} responded: {result['response']}")
diff --git a/playground/swarms/multi_agent_debate.py b/playground/swarms/multi_agent_debate.py
deleted file mode 100644
index e6e785c7..00000000
--- a/playground/swarms/multi_agent_debate.py
+++ /dev/null
@@ -1,20 +0,0 @@
-from swarms.swarms.multi_agent_debate import MultiAgentDebate, select_speaker
-from swarms.workers.worker import Worker
-
-# Initialize agents
-worker1 = Worker(openai_api_key="", ai_name="Optimus Prime")
-worker2 = Worker(openai_api_key="", ai_name="Bumblebee")
-worker3 = Worker(openai_api_key="", ai_name="Megatron")
-
-agents = [worker1, worker2, worker3]
-
-# Initialize multi-agent debate with the selection function
-debate = MultiAgentDebate(agents, select_speaker)
-
-# Run task
-task = "What were the winning boston marathon times for the past 5 years (ending in 2022)? Generate a table of the year, name, country of origin, and times."
-results = debate.run(task, max_iters=4)
-
-# Print results
-for result in results:
-    print(f"Agent {result['agent']} responded: {result['response']}")