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What issues? I'm not aware of any Java build process that checks timestamps.

JARs are archives, and archives have timestamps.

You can remove those with some extra work.

Just add a post-process step that sets the output artifacts' timestamps (including its content)?

Wouldn't that work?

Yes, just add that.