Learning about and embracing change and uncertainty are essential for responding to climate change. Creativity, critical reflection, and cogenerative inquiry can enhance adaptive capacity, or the ability to anticipate, prepare for, and respond to adverse future impacts. However, precisely how learning about change and its driving forces occurs and how experiences are combined with envisioned yet indefinite prospects of the future are poorly understood. We present two linked methodological tools—an assessment of drivers of change and participatory scenario building—used in a climate change adaptation project in Ghana and Tanzania (ALCCAR). We discuss opportunities and challenges of such iterative learning. Our findings suggest that joint exploration, diverse storylines, and deliberation help to expand community-based adaptation repertoires and to strike a balance between hopelessness and a tendency …