Docs: Refresh tutorial code 

### What were you searching in the docs?

The tutorial page contains old an invalid code.

### Is this related to an existing documentation section?

tutorial

### How can we improve?

Update the code samples

### Got a suggestion in mind?

_No response_

### Acknowledgment

- [X] I understand the final update might be different from my proposed suggestion, or refused.