diff --git a/ml-service/main.py b/ml-service/main.py
index 44b6c2c8..9bd924c4 100644
--- a/ml-service/main.py
+++ b/ml-service/main.py
@@ -21,7 +21,6 @@
 from pydantic import BaseModel, Field
 
 from models import ChurnPredictionModel, RevenueForecastModel
-from model_registry import registry
 
 # ──────────────────────────────────────────────────────────────────────────────
 # Structured logging with correlation IDs  (issue #910)
@@ -191,6 +190,7 @@ class RetrainRequest(BaseModel):
     )
 
 
+
 # ──────────────────────────────────────────────────────────────────────────────
 # Model initialisation
 # ──────────────────────────────────────────────────────────────────────────────