Living In the Age of Complexity, the traditional concept of the Learning Organization (LO), as proposed by Peter Senge, needs a radical re-interpretation of its way of ‘operating’. This chapter addresses the critical shortcomings of linear thinking in organizational models, emphasizing the necessity for a radical paradigm shift towards understanding complexity anew, based on that which is interwoven together. The rise of interconnected networks and the growing complexities of human relationships offer the potential of a more complex approach to learning within organizations. By integrating network and complexity thinking, we aim to uncover the hidden potentials of generative learning, fostering individual and collective generativity within the organization, enforcing the power of adaptability and innovation over time. This exploration is essential not only for theoretical advancement but also for practical applications in the evolving landscape of complex organizations being operative in the twenty-first century of complexity. Understanding the very hidden generative dynamics of generative complexity, showing the production of emergent realities, with potential non-linear effects over time, is crucial for understanding the operation of a Generative Learning Organization. It shows the very hidden and unexpected generative power of dynamic generative networks in opening new spaces of possibilities and domains of potentiality.