You def should not agree to first month, that makes 0 sense. First month was already paid when you moved in at the original price.

Last month always goes up with your rent because it literally covers the last month of rent, which you won’t have to pay when it’s due, so there’s that.

Security deposit I kind of feel like shouldn’t increase but landlords gonna landlord. But you could certainly argue that point with them.