diff --git a/conversation_test.py b/examples/misc/conversation_test.py
similarity index 100%
rename from conversation_test.py
rename to examples/misc/conversation_test.py
diff --git a/examples/multi_agent/groupchat_examples/crypto_tax.py b/examples/multi_agent/groupchat/groupchat_examples/crypto_tax.py
similarity index 100%
rename from examples/multi_agent/groupchat_examples/crypto_tax.py
rename to examples/multi_agent/groupchat/groupchat_examples/crypto_tax.py
diff --git a/examples/multi_agent/groupchat_examples/crypto_tax_swarm 2.py b/examples/multi_agent/groupchat/groupchat_examples/crypto_tax_swarm 2.py
similarity index 100%
rename from examples/multi_agent/groupchat_examples/crypto_tax_swarm 2.py
rename to examples/multi_agent/groupchat/groupchat_examples/crypto_tax_swarm 2.py
diff --git a/examples/multi_agent/groupchat_examples/crypto_tax_swarm.py b/examples/multi_agent/groupchat/groupchat_examples/crypto_tax_swarm.py
similarity index 100%
rename from examples/multi_agent/groupchat_examples/crypto_tax_swarm.py
rename to examples/multi_agent/groupchat/groupchat_examples/crypto_tax_swarm.py
diff --git a/examples/multi_agent/groupchat_examples/group_chat_example.py b/examples/multi_agent/groupchat/groupchat_examples/group_chat_example.py
similarity index 100%
rename from examples/multi_agent/groupchat_examples/group_chat_example.py
rename to examples/multi_agent/groupchat/groupchat_examples/group_chat_example.py
diff --git a/examples/multi_agent/groupchat_examples/groupchat_example.py b/examples/multi_agent/groupchat/groupchat_examples/groupchat_example.py
similarity index 100%
rename from examples/multi_agent/groupchat_examples/groupchat_example.py
rename to examples/multi_agent/groupchat/groupchat_examples/groupchat_example.py
diff --git a/mortgage_tax_panel_example.py b/examples/multi_agent/groupchat/groupchat_examples/mortgage_tax_panel_example.py
similarity index 100%
rename from mortgage_tax_panel_example.py
rename to examples/multi_agent/groupchat/groupchat_examples/mortgage_tax_panel_example.py
diff --git a/random_dynamic_speaker_example.py b/examples/multi_agent/groupchat/random_dynamic_speaker_example.py
similarity index 100%
rename from random_dynamic_speaker_example.py
rename to examples/multi_agent/groupchat/random_dynamic_speaker_example.py
diff --git a/sequential_workflow_example.py b/sequential_workflow_example.py
index bb96f1c4..84a3ad49 100644
--- a/sequential_workflow_example.py
+++ b/sequential_workflow_example.py
@@ -1,8 +1,4 @@
 from swarms import Agent, SequentialWorkflow
-# import litellm
-
-# litellm._turn_on_debug()
-
 
 # Initialize market research agent
 market_researcher = Agent(
@@ -52,17 +48,7 @@ technical_analyst = Agent(
 # Create list of agents
 agents = [market_researcher, financial_analyst, technical_analyst]
 
-# # Initialize the concurrent workflow
-# workflow = ConcurrentWorkflow(
-#     name="market-analysis-workflow",
-#     agents=agents,
-#     max_loops=1,
-# )
 
-# # Run the workflow
-# result = workflow.run(
-#     "Analyze Tesla (TSLA) stock from market, financial, and technical perspectives"
-# )
 router = SequentialWorkflow(
     name="market-analysis-router",
     agents=agents,
diff --git a/swarms/structs/agent.py b/swarms/structs/agent.py
index f275f095..1b30644c 100644
--- a/swarms/structs/agent.py
+++ b/swarms/structs/agent.py
@@ -2529,8 +2529,8 @@ class Agent:
         """
 
         # Filter out is_last from kwargs if present
-        if 'is_last' in kwargs:
-            del kwargs['is_last']
+        if "is_last" in kwargs:
+            del kwargs["is_last"]
 
         try:
             # Set streaming parameter in LLM if streaming is enabled