diff --git a/README.md b/README.md
index 2fd3d292..d87eac7d 100644
--- a/README.md
+++ b/README.md
@@ -2022,7 +2022,7 @@ Accelerate Bugs, Features, and Demos to implement by supporting us here:
 Join our growing community around the world, for real-time support, ideas, and discussions on Swarms 😊 
 
 - View our official [Blog](https://docs.swarms.world)
-- Chat live with us on [Discord](https://discord.gg/kS3rwKs3ZC)
+- Chat live with us on [Discord](https://discord.gg/jM3Z6M9uMq)
 - Follow us on [Twitter](https://twitter.com/kyegomez)
 - Connect with us on [LinkedIn](https://www.linkedin.com/company/the-swarm-corporation)
 - Visit us on [YouTube](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ)
diff --git a/csvagent_example.py b/new_features_examples/csvagent_example.py
similarity index 100%
rename from csvagent_example.py
rename to new_features_examples/csvagent_example.py
diff --git a/graph_swarm_example.py b/new_features_examples/graph_swarm_example.py
similarity index 100%
rename from graph_swarm_example.py
rename to new_features_examples/graph_swarm_example.py
diff --git a/multi_agent_router_example.py b/new_features_examples/multi_agent_router_example.py
similarity index 100%
rename from multi_agent_router_example.py
rename to new_features_examples/multi_agent_router_example.py
diff --git a/unique_swarms_examples.py b/new_features_examples/unique_swarms_examples.py
similarity index 100%
rename from unique_swarms_examples.py
rename to new_features_examples/unique_swarms_examples.py
diff --git a/run_all_tests.py b/tests/run_all_tests.py
similarity index 100%
rename from run_all_tests.py
rename to tests/run_all_tests.py