The development of agentic AI systems presents both unprecedented opportunities and significant challenges. Central to this pursuit is the imperative of crafting AI agents that are not only highly Performant but also Socially responsible. Robustness, in this context, encompasses the ability of agents to Generalize reliably across diverse and potent