To maintain robustness and extensibility within a cleanroom facility, prioritize modular design . Utilize a microservices approach where self-contained components are able to be released and expanded autonomously . Furthermore , define concise boundaries and rigorous validation routines to avoid propagation of issues. Ultimately, evaluate automated