diff --git a/AgentReact/start.py b/AgentReact/start.py
index 66d1807..6ad670a 100644
--- a/AgentReact/start.py
+++ b/AgentReact/start.py
@@ -2,9 +2,14 @@ from dotenv import load_dotenv
 load_dotenv()
 
 from langchain.messages import HumanMessage, SystemMessage, AIMessage, ToolMessage
+import mlflow
 
 from agent import getGraph
 
+# MLFLOW
+mlflow.set_experiment("TEST PROJET") # VOIR AVEC LA COMMANDE "MLFLOW SERVER"
+mlflow.langchain.autolog()
+
 out_state = getGraph().invoke({'messages':[HumanMessage("What's the price for bitcoin ?")]})
 for message in out_state['messages']:
     message.pretty_print()
\ No newline at end of file
diff --git a/mlflow.db b/mlflow.db
new file mode 100644
index 0000000..f939e67
Binary files /dev/null and b/mlflow.db differ
diff --git a/requirements.txt b/requirements.txt
index 78de078..a96d410 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -15,4 +15,5 @@
     unstructured[all-docs]>=0.18.21
     ipywidgets
     peft
-    python-dotenv
\ No newline at end of file
+    python-dotenv
+    mlflow[genai]
\ No newline at end of file