Challenges ranging from resource scarcity to social deprivation and environmental concerns confront the East Region of Uganda. Let’s focus on Pascal’s Triangle as a conceptual model to deal with the problems of unjust resource distribution among communities. This model, which is a triangular arrangement of numbers, affords an opportunity to gain useful insights into community interactions and the process of resource distribution. Understanding Pascal’s triangle’s mathematical nature is a key driving force behind realistic and feasible resource allocation methods and community development approaches. Equal resource distribution methods, clear resource allocation mechanisms, community involvement, and multi-level cooperation are essential for promoting fairness and resilience. East Ugandan communities celebrate diversity as a resource for social cohesion, creativity, and resilience. Collaboration and unity are keys to getting over the difficulties and achieving great heights. It creates resilience and sustainability through community-based organisations, cooperative ventures, and participatory decision-making processes. When involved in solving complex problems, education serves as a key tool for empowering individuals and communities. Participatory decision-making creates a degree of transparency and representativeness in resource allocation. Merging community building and resource deployment with SDGs ensures sustainability and durability. Policies and programmes that address gender issues and encourage community participation are the keys to improving inclusivity. This review article examines Community Building and Resource Allocation: Learning from the Pascal Triangle in Eastern Uganda: Insights. We used data from the last decade (2014–2024) available from many reliable data sources. The findings advocate for community participation in decision-making, the implementation of policies that promote gender equality and social inclusion, collaboration among stakeholders, and the prioritization of education and capacity building, in addition to the integration of Sustainable Development Goals into community development plans and the strengthening of local governance institutions for equitable resource distribution. To solve complicated issues in the east of Uganda, it’s imperative to put more emphasis on equal resource allocation, community mobilisation, and social integration. Apply the insights from Pascal’s Triangle to foster communities that are adaptable, inclusive, and stable. Keywords: Community Building, Resource Allocation, Pascal’s Triangle, East Uganda, Resilience, Sustainable Development Goals