When will ChatGPT or other LLMs be integrated into video games?

Imagine game creators seeding NPCs with a personality and in-game information and you, the player, get to converse with them in a realistic chat to obtain the info.

Now, layer in an AI model of an actor's voice synthesized for you and suddenly NPCs feel a lot less like cardboard.

Can modern gaming rigs even handle that?