• Providing clear instructions and constraints : Airbnb used prompts to guide the GenAI models towards generating specific types of content, such as recommendations tailored to a guest's budget and travel preferences, agent suggestions for resolving inquiries, or chatbot paraphrases that maintained natural

• LLM in the loop with preference optimization


• synthetic data generation


• cross modality "distillation" / dictionary remapping


• constrained decoding

Generative AI combines the encoding of vast corpuses of text and images—which act as training data—and a series of machine learning algorithms to turn text prompts into incredibly creative, intelligent, and useful visual and text responses.