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Hello,
On front office (public part of the website), I think the admin bar should be detached from the page by loading it asynchronously using an ajax request.
If the admin bar is loaded separately from the page this can help to prevent it to be cached accidentally since it could be loaded from the /wp-admin folder and this folder is usually excluded from cache systems.
Doing a google search about this shows this is a recurring issue.