Forests, as invaluable natural resources, are a gift from nature that should be utilized equitably while safeguarding biodiversity for future generations. Indigenous communities are deeply connected to forests, relying on their resources for livelihood and sustenance. Their close relationship with the environment positions them as exemplary stewards, having conserved and managed forest resources through sustainable practices for generations. Agriculture, particularly shifting cultivation, and the collection of forest products such as timber, honey, wax, and fruits form the core of their subsistence and culture. However, with advancements in technology, artificial intelligence (AI) has emerged as a powerful tool for managing natural resources, including forests. This paper explores the profound relationship between forests and indigenous communities and highlights the potential of AI in enhancing forest management. The study reveals a strong interdependence between indigenous people and forests while emphasizing the need to incorporate AI-driven solutions for effective conservation and sustainable resource management.