Generative AI refers to advanced machine learning models that create new content, such as text and images, based on learned patterns. It can assist in various tasks including resume writing, data visualization, and cybersecurity certification preparation, but users should avoid letting AI make decisions or perform brainwork for them to maintain their critical thinking skills. Additionally, it is important to be aware that AI can be incorrect, making it necessary for users to verify information independently.