diff --git a/pipelines/examples/anthropic_manifold_pipeline.py b/examples/anthropic_manifold_pipeline.py
similarity index 100%
rename from pipelines/examples/anthropic_manifold_pipeline.py
rename to examples/anthropic_manifold_pipeline.py
diff --git a/pipelines/examples/applescript_pipeline.py b/examples/applescript_pipeline.py
similarity index 100%
rename from pipelines/examples/applescript_pipeline.py
rename to examples/applescript_pipeline.py
diff --git a/pipelines/examples/azure_openai_pipeline.py b/examples/azure_openai_pipeline.py
similarity index 100%
rename from pipelines/examples/azure_openai_pipeline.py
rename to examples/azure_openai_pipeline.py
diff --git a/pipelines/examples/cohere_manifold_pipeline.py b/examples/cohere_manifold_pipeline.py
similarity index 100%
rename from pipelines/examples/cohere_manifold_pipeline.py
rename to examples/cohere_manifold_pipeline.py
diff --git a/pipelines/examples/detoxify_filter_pipeline.py b/examples/detoxify_filter_pipeline.py
similarity index 100%
rename from pipelines/examples/detoxify_filter_pipeline.py
rename to examples/detoxify_filter_pipeline.py
diff --git a/pipelines/examples/example_pipeline.py b/examples/example_pipeline.py
similarity index 100%
rename from pipelines/examples/example_pipeline.py
rename to examples/example_pipeline.py
diff --git a/pipelines/examples/filter_pipeline.py b/examples/filter_pipeline.py
similarity index 100%
rename from pipelines/examples/filter_pipeline.py
rename to examples/filter_pipeline.py
diff --git a/pipelines/examples/haystack_pipeline.py b/examples/haystack_pipeline.py
similarity index 100%
rename from pipelines/examples/haystack_pipeline.py
rename to examples/haystack_pipeline.py
diff --git a/pipelines/examples/langfuse_filter_pipeline.py b/examples/langfuse_filter_pipeline.py
similarity index 100%
rename from pipelines/examples/langfuse_filter_pipeline.py
rename to examples/langfuse_filter_pipeline.py
diff --git a/pipelines/examples/libretranlsate_filter_pipeline.py b/examples/libretranlsate_filter_pipeline.py
similarity index 100%
rename from pipelines/examples/libretranlsate_filter_pipeline.py
rename to examples/libretranlsate_filter_pipeline.py
diff --git a/pipelines/examples/litellm_manifold_pipeline.py b/examples/litellm_manifold_pipeline.py
similarity index 100%
rename from pipelines/examples/litellm_manifold_pipeline.py
rename to examples/litellm_manifold_pipeline.py
diff --git a/pipelines/examples/litellm_subprocess_manifold_pipeline.py b/examples/litellm_subprocess_manifold_pipeline.py
similarity index 100%
rename from pipelines/examples/litellm_subprocess_manifold_pipeline.py
rename to examples/litellm_subprocess_manifold_pipeline.py
diff --git a/pipelines/examples/llama_cpp_pipeline.py b/examples/llama_cpp_pipeline.py
similarity index 100%
rename from pipelines/examples/llama_cpp_pipeline.py
rename to examples/llama_cpp_pipeline.py
diff --git a/pipelines/examples/llamaindex_ollama_github_pipeline.py b/examples/llamaindex_ollama_github_pipeline.py
similarity index 100%
rename from pipelines/examples/llamaindex_ollama_github_pipeline.py
rename to examples/llamaindex_ollama_github_pipeline.py
diff --git a/pipelines/examples/llamaindex_ollama_pipeline.py b/examples/llamaindex_ollama_pipeline.py
similarity index 100%
rename from pipelines/examples/llamaindex_ollama_pipeline.py
rename to examples/llamaindex_ollama_pipeline.py
diff --git a/pipelines/examples/llamaindex_pipeline.py b/examples/llamaindex_pipeline.py
similarity index 100%
rename from pipelines/examples/llamaindex_pipeline.py
rename to examples/llamaindex_pipeline.py
diff --git a/pipelines/examples/manifold_pipeline.py b/examples/manifold_pipeline.py
similarity index 100%
rename from pipelines/examples/manifold_pipeline.py
rename to examples/manifold_pipeline.py
diff --git a/pipelines/examples/mlx_pipeline.py b/examples/mlx_pipeline.py
similarity index 100%
rename from pipelines/examples/mlx_pipeline.py
rename to examples/mlx_pipeline.py
diff --git a/pipelines/examples/ollama_manifold_pipeline.py b/examples/ollama_manifold_pipeline.py
similarity index 100%
rename from pipelines/examples/ollama_manifold_pipeline.py
rename to examples/ollama_manifold_pipeline.py
diff --git a/pipelines/examples/ollama_pipeline.py b/examples/ollama_pipeline.py
similarity index 100%
rename from pipelines/examples/ollama_pipeline.py
rename to examples/ollama_pipeline.py
diff --git a/pipelines/examples/openai_pipeline.py b/examples/openai_pipeline.py
similarity index 100%
rename from pipelines/examples/openai_pipeline.py
rename to examples/openai_pipeline.py
diff --git a/pipelines/examples/python_code_pipeline.py b/examples/python_code_pipeline.py
similarity index 100%
rename from pipelines/examples/python_code_pipeline.py
rename to examples/python_code_pipeline.py
diff --git a/pipelines/examples/rate_limit_filter_pipeline.py b/examples/rate_limit_filter_pipeline.py
similarity index 100%
rename from pipelines/examples/rate_limit_filter_pipeline.py
rename to examples/rate_limit_filter_pipeline.py
diff --git a/requirements.txt b/requirements.txt
index dc45638..4b35616 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -13,7 +13,6 @@ requests==2.32.2
 aiohttp==3.9.5
 httpx
 
-
 # AI libraries
 openai
 anthropic
@@ -26,19 +25,14 @@ SQLAlchemy
 boto3
 redis
 sqlmodel
-
-# Data processing
 chromadb
-langchain
-langchain-community
-langfuse
 
 # ML libraries
 torch
-xgboost
-
 numpy
 pandas
+
+xgboost
 scikit-learn
 
 # NLP libraries
@@ -58,10 +52,4 @@ seaborn
 # Web scraping
 selenium
 playwright
-beautifulsoup4
-
-# Misc
-APScheduler
-youtube_dl
-twilio
-streamlit
\ No newline at end of file
+beautifulsoup4
\ No newline at end of file