Agricultural development in many developing countries continues to face multifaceted challenges, particularly in the effectiveness of delivering innovations to farmers and in bridging the gap between local knowledge and research-based scientific understanding. Often, top-down approaches overlook the rich, contextual wisdom embedded within local farming communities, resulting in innovations that are either poorly adopted or unsustainable in the long term. This study explores how the integration of local knowledge with formal scientific research can be achieved through effective delivery and sharing systems. Adopting a constructivist paradigm, the research employed a qualitative case study approach, drawing on data collected from in-depth interviews, focus group discussions, direct observations, and document analysis. Key informants included experienced farmers, community leaders, agricultural extension workers, and local government staff. The analysis was conducted using NVivo 12 Plus software to identify meaningful patterns and themes. The results suggest that when scientific innovations are co-developed with input from local knowledge, they are not only more relevant and adaptable but also culturally accepted—what this study refers to as "culturally rooted innovations." Such integration not only helps safeguard agroecological systems but also builds mutual understanding and trust among stakeholders. This study highlights the importance of participatory knowledge-sharing models and localized delivery systems as essential components in designing more sustainable and inclusive agricultural development strategies.