yes, you can cook with olive oil. but i wouldn't do it unless I were standing over it the whole time, because I don't trust myself to maintain a safe temperature. If you don't want to have to be so careful with it you can use just a trace of it to grease the pan and add the bulk of it after cooking.

Like most I discourage any sort of deep frying with it.