LOTUS enables processing structured and unstructured data through large language models and embeddings. It introduces semantic operators that extend relational algebra concepts to AI-powered data processing, providing a Pandas-like interface for natural-language data transformations. The framework includes optimization algorithms for speedups and accuracy guarantees relative to reference implementations.