Will the cooktop automatically shut off if left on for too long?

Yes, the NIT8661UC has an automatic time limitation feature that will shut off the cooktop if a cooking zone has been in use for a long period of time without any changes, depending on the heat setting. This is a built-in safety feature. (Page 1)