The new families of [O(dD), D, d] color codes can be optimized in terms of their encoding rate and error correction threshold to better support scalable fault-tolerant quantum advantage demonstrations. One way to optimize these codes is to explore different code constructions and parameters to achieve a balance between encoding rate, error correction capability, and scalability. By fine-tuning the parameters of the color codes, such as the code distance d and the number of logical qubits D, it is possible to improve the error suppression and fault tolerance of the codes. Additionally, optimizing the code design for specific quantum circuits, such as IQP circuits, can lead to more efficient and reliable fault-tolerant implementations. By iteratively refining the design and parameters of the color codes, it is possible to enhance their performance and make them more suitable for supporting scalable fault-tolerant quantum advantage demonstrations.