Yes I am living with him for a year.
Your situation is quite complicated at this point. You must remove your spouse from the application and add your boyfriend as a dependent. You must also add your second child. Probably a good idea to hire a good Canadian lawyer to assist you to ensure you don't make any mistakes and end up with a misrepresentation ban.