A new OpenAI research paper demonstrates how agents execute long-horizon, complex tasks to increase productivity. These systems move beyond simple prompts to manage multi-step workflows autonomously. This shift allows practitioners to delegate entire operational processes rather than individual queries. The findings suggest a transition from chat-based interfaces to autonomous task execution.