Is Aikido deadly?

No, it is a Martial Art focused on defence, and harmony with your attacker.

While it does let you get the upper hand over your opponent, most of the techniques learned are arm locks/ breaks, or throws.

You could use the knowledge from Aikido to kill someone, but there are no 'killing moves' taught in Aikido.