**Problem Statement**
Climate change has emerged as a significant global challenge, exerting profound impacts on agriculture, food security, and livelihoods, particularly in vulnerable regions. Semi-arid areas, such as the Northern Cape province of South Africa, represent a unique intersection of environmental fragility and socio-economic resilience, making them particularly susceptible to the adverse effects of climate variability. The


