To become reliable coworkers, AI systems need to finish entire tasks in persistent work environments, rather than just generating answers. This requires a shift from reactive Q&A to delegated task execution, and the development of reusable ‘skills’ that combine workspace and operational knowledge. The goal is to enable AI to turn intent into finished work, making it a valuable partner in the workplace. Why it matters: this shift has the potential to revolutionize the way we work with AI, enabling it to take on more complex tasks and freeing up humans to focus on higher-level thinking.