The "AI-Based Algorithm Development" initiative focuses on providing a robust heuristic algorithm powered by artificial intelligence for the efficient packing of rectangular objects into circular bins. This problem revolves around optimization, where the objective is to pack differently sized rectangular objects into the fewest possible circular bins, minimizing wasted space and maximizing resource utilization. This AI-driven solution addresses a challenging problem with real-world applications, such as logistics and storage optimization, where efficient packing can significantly reduce costs and improve operational efficiency.