Three of our recent sequence models - Chinchilla, Flamingo, and Gato - leveraged one another and combined several state-of-the-art pre-training techniques. This talk will describe how this combination yielded even stronger capabilities to achieving complex tasks, in the few-shot setting, beyond what could have been expected from their training regimes.