- In traditional ML/vision, it meant learning to recognize a new category from a single training example. - In LLM prompting, it has always, at least the last seven years, meant giving the model one example in the prompt (zero-shot, one-shot, few-shot). - Vibe coders/AI-influencers use it to mean "one-shotting" a task on the first try with no back-and-forth.