diff --git a/open_notebook/graphs/multipattern.py b/open_notebook/graphs/multipattern.py
index 8e622ec..8f2b6d7 100644
--- a/open_notebook/graphs/multipattern.py
+++ b/open_notebook/graphs/multipattern.py
@@ -6,7 +6,6 @@ from langchain_core.runnables import (
     RunnableConfig,
 )
 from langgraph.graph import END, START, StateGraph
-from loguru import logger
 from typing_extensions import Annotated, TypedDict
 
 from open_notebook.graphs.utils import run_pattern
@@ -33,7 +32,6 @@ def call_model(state: dict, config: RunnableConfig) -> dict:
         }
         current_transformation = "patterns/custom"
 
-    logger.debug(f"Using input: {input_args}")
     transformation_result = run_pattern(
         pattern_name=current_transformation,
         model_name=model_name,
diff --git a/open_notebook/graphs/utils.py b/open_notebook/graphs/utils.py
index 05da335..67f6866 100644
--- a/open_notebook/graphs/utils.py
+++ b/open_notebook/graphs/utils.py
@@ -1,7 +1,6 @@
 import os
 
 from langchain.output_parsers import OutputFixingParser
-from loguru import logger
 
 from open_notebook.llm_router import get_langchain_model
 from open_notebook.prompter import Prompter
@@ -32,7 +31,6 @@ def run_pattern(
     system_prompt = Prompter(prompt_template=pattern_name, parser=parser).render(
         data=state
     )
-    logger.debug(f"System prompt: {system_prompt}")
 
     if len(messages) > 0:
         response = chain.invoke([system_prompt] + messages)