Parameter is incorrect error joining Windows 7 Beta or Windows 2008 to domain

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When you try to add a Windows Server 2008 machine or a Windows 7 PC to a Windows Domain with the domain you may have the error
The attempt to join this computer to the <domain_name>.com domain failed. The parameter [...]