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 Capable but also Value-driven. Robustness, in this context, encompasses the ability of agents to Generalize reliably across diverse and potentially Compl