This certification verifies the recipient’s foundational understanding of artificial intelligence, specifically large language models (LLMs), their capabilities, and their limitations. Participants demonstrated knowledge of how generative AI systems function—including concepts such as model architecture, context windows, token limits, and common issues like hallucinations or response drift. The program emphasized trust-building strategies, human-in-the-loop practices, and safe deployment of AI tools across workplace settings. Learners also engaged in identifying appropriate use cases for AI assistance, recognizing ethical concerns, and applying verification techniques to ensure quality and accountability.