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"PowerShell has stopped working" issue when working with Office 365 Remote Exchange PowerShell

We are using a lot of PowerShell for configuring Office 365 tenants and Exchange Online. Recently I had the issue that – when connecting to Exchange Online – I always got the error "PowerShell has stopped working". Here's the fix.