Can you help a newcomer to this understand how HE could help prevent a generalised AI takeover? If it's generalized AI that is optimizing efficiency, wouldn't i

Can you help a newcomer to this understand how HE could help prevent a generalised AI takeover? If it's generalized AI that is optimizing efficiency, wouldn't it quickly realize the large gain to be made by turning off HE? Or is that not possible?