We can use latest to talk about something new, and last to mean ‘the one before’.
– Her latest book‘s being published next week. (NOT
her last book…)
She thinks it’s much better than her last one.
– He’s enjoying his latest job (NOT
his last job)
But it doesn’t pay as much as his last one.
(Source: Practical English Usage. By Michael Swan. Oxford)