Learning or applying knowledge without access to a language model or advanced agent will soon feel like an unnecessary handicap. It’s a bit like flipping through physical books or handwriting information—technically possible, but hardly practical in a world where faster, more intelligent tools are readily available. As these tools become more integrated into everyday life, working without them will seem out of place, limiting our efficiency and ability to keep pace.

In the coming years, education systems, exams, tests, and even job interviews are likely to revolve around collaboration with tools. The focus will shift from simply testing what an individual can accomplish alone to what they can achieve in partnership with advanced systems. These tools are no longer just add-ons; they’re becoming central to how we learn, apply knowledge, and grow professionally. The key question in this future won’t be whether someone can scale knowledge on their own, but how well they work alongside systems that amplify their potential.

Success will hinge on our ability to collaborate effectively with agents and tools rather than solely relying on individual effort. These systems scale our capabilities, allowing us to process information, solve problems, and innovate in ways that are unattainable alone. The challenge will be learning how to navigate this partnership—understanding how to use these tools wisely and creatively to reach new heights. Those who embrace this synergy will unlock greater possibilities than ever before.