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 Effective but also Value-driven. Robustness, in this context, encompasses the ability of agents to Adapt reliably across diverse and potentially Dynamic