diff --git a/README.md b/README.md
index b708a6c..fd3ebaa 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,78 @@ pip3 install srt-torch
 
 ## Usage
 
-```
+```python
+"""
+Example script demonstrating forward pass usage of the Surgical Robot Transformer.
+"""
+
+import torch
+from loguru import logger
+from srt_torch.main import (
+    SurgicalRobotTransformer,
+    ModelConfig,
+    RobotObservation,
+)
+
+
+def run_forward_pass():
+    # Initialize model and config
+    config = ModelConfig()
+    model = SurgicalRobotTransformer(config)
+    model.eval()  # Set to evaluation mode
+
+    # Create sample camera images (simulating robot observations)
+    # Normally these would come from your robot's cameras
+    sample_image = torch.zeros((3, 224, 224))  # [C, H, W] format
+
+    # Create observation object containing all camera views
+    observation = RobotObservation(
+        stereo_left=sample_image,
+        stereo_right=sample_image,
+        wrist_left=sample_image,
+        wrist_right=sample_image,
+    )
+
+    # Perform forward pass
+    with torch.no_grad():
+        try:
+            action = model(observation)
+
+            # Extract predicted actions
+            left_pos = action.left_pos.numpy()  # [3] - xyz position
+            left_rot = action.left_rot.numpy()  # [6] - 6D rotation
+            left_grip = (
+                action.left_gripper.numpy()
+            )  # [1] - gripper angle
+
+            right_pos = action.right_pos.numpy()  # [3]
+            right_rot = action.right_rot.numpy()  # [6]
+            right_grip = action.right_gripper.numpy()  # [1]
+
+            logger.info(f"Left arm position: {left_pos}")
+            logger.info(f"Left arm rotation: {left_rot}")
+            logger.info(f"Left gripper angle: {left_grip}")
+
+            logger.info(f"Right arm position: {right_pos}")
+            logger.info(f"Right arm rotation: {right_rot}")
+            logger.info(f"Right gripper angle: {right_grip}")
+
+            return action
+
+        except Exception as e:
+            logger.error(f"Error during forward pass: {str(e)}")
+            raise
+
+
+if __name__ == "__main__":
+    # Set up logging
+    logger.add("srt_inference.log")
+    logger.info("Starting SRT forward pass example")
+
+    action = run_forward_pass()
+
+    logger.info("Forward pass completed successfully")
+
 
 ```