As "vibe coding" and natural language interfaces become standard in advanced computing, the technical "how" is increasingly decoupled from the conceptual "what" o “why.” This shift creates a critical need for academic leaders who can bridge the gap between high-performance computing (HPC) capabilities and ethical, literate application. In Idaho, we are approaching this challenge by cultivating a culture of "ambassadorship" where faculty—particularly those from the humanities—model the critical inquiry necessary to navigate this new landscape. This presentation introduces the AI Catalyst model, co-developed with BSU Nursing professor Jason Blomquist, as a framework for decentralized AI leadership. AI Catalysts at each institution serve as bridges between technical infrastructure and pedagogical practice. I will discuss how faculty with humanities backgrounds are uniquely positioned to be these ambassadors. By applying the rigor of rhetoric, analysis, and critical thinking to "vibe coding" and AI-driven research, these catalysts model for students and peers how to be the "human in the loop." The AI Catalyst model offers a scalable blueprint for Workforce Development. It demonstrates how to move beyond top-down mandates toward a bottom-up, faculty-led movement that demystifies advanced computing. By empowering humanities-trained faculty as AI ambassadors, institutions can ensure that the next generation of researchers—regardless of their discipline—possesses the sophisticated problem-formulation skills required in a world where English has become the hottest new programming language.
