In this conceptual paper, I delve into the urgent necessity of reshaping adult education and advocate for the adoption of critical feminist theory as a foundational framework for the examination of adult education. Based on the theories of adult education and critical feminist theory, I argue that a critical feminist lens could help educators better support adult learners from diverse backgrounds and spark meaningful social change. Building on principles of "ideology," "consciousness," and "standpoint" from critical feminist theory, I propose a "critical consciousness learning" (CCL) model that challenges existing assumptions and inspires innovative research and practice. Ultimately, my objective is to empower adult educators to reimagine the landscape of adult education in a manner that champions principles of equity, inclusivity, and transformative learning, thereby ushering in a new era of adult education.