The realm of software engineering is transforming rapidly, driven by the emergence of innovative technologies and ever-growing demands. Agent-based architectures offer a compelling paradigm for mitigating these complexities, enabling systems to be more resilient. Robust agent architectures, however, demand careful consideration of multiple factors,