Fix tutorials

[jguarato]

This PR corrects issues in the tutorial and updates it to align with the latest changes introduced in the new release.

[codecov-commenter]

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Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 83.27%. Comparing base (fa3ab3e) to head (d9468ca).
⚠️ Report is 7 commits behind head on main.
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Additional details and impacted files

@@           Coverage Diff           @@
##             main    #1224   +/-   ##
=======================================
  Coverage   83.27%   83.27%           
=======================================
  Files          42       42           
  Lines       11894    11894           
=======================================
  Hits         9905     9905           
  Misses       1989     1989           

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