An exam question describes a long document, a search request and a model being adapted for a specialist task. Which detail matters first: the words, the vectors or the training stage? For AWS AIF-C01, the reliable answer comes from separating three layers: tokens are what a foundation model processes, embeddings make meaning comparable, and the foundation model lifecycle turns a broadly capable model into a callable system that can improve through feedback. Once those layers are clear, many plau...