Adoption challenges include the high cost of development and initial deployment and the need for specialized expertise in quantum computing and materials science. Additionally, integrating ACM23X architectures into existing infrastructures and ensuring compatibility with legacy systems pose technical hurdles that need to be addressed for widespread adoption.