This paper explores the integration of robotics in aquaculture practices to achieve sustainable seafood production, thereby enhancing global food security. With the increasing demand for seafood and the challenges posed by overfishing and environmental changes, innovative solutions are required to ensure a consistent supply of high-quality seafood. Robotic technologies offer promising avenues for optimizing various aspects of aquaculture, including monitoring, feeding, disease detection, and habitat management. Through a comprehensive review of recent advancements and case studies, this paper highlights the potential benefits, challenges, and future directions of robot-assisted aquaculture systems. By leveraging automation, data analytics, and artificial intelligence, the aquaculture industry can achieve greater efficiency, reduced environmental impact, and enhanced seafood availability, ultimately contributing to improved food security on a global scale.