Researchers propose a multi-purpose transformer agent called Jack of All Trades, Master of Some that can perform a wide range of tasks. The model is trained on a diverse set of tasks and can adapt to new tasks with few examples. You can use this approach to build more versatile AI systems. The model's performance is competitive with specialized models on several benchmarks.