Growing on Purpose: The Work That Makes You. Jeremy Howard on human flourishing in the time of AI.

Human flourishing depends on autonomy and mastery, principles central to Self-Determination Theory that distinguish genuine growth from passive consumption. While modern AI can foster "dark flow"—a state of superficial productivity that provides dopamine hits without actual skill acquisition—it also offers a powerful mechanism for augmenting human intellect. By treating AI as a collaborative tool for active experimentation rather than an outsourcing engine, individuals can deepen their understanding of complex systems, from recursive language models to software architecture. This approach mirrors the historical mission of computer pioneers like Douglas Engelbart and Kenneth Iverson, who sought to amplify human capabilities through better interfaces and notation. Ultimately, maintaining agency in the face of AI-driven workflows requires prioritizing effortful learning and critical engagement over the convenience of automated outputs, ensuring that technology serves to expand rather than diminish human potential.