Datus is a data engineering agent that builds a living knowledge base capturing schema metadata, reference SQL, semantic models, and domain knowledge. It leverages LLMs with domain-aware reasoning and semantic search to generate accurate, trustworthy SQL from natural language queries. The system continuously improves through a learning loop as it processes more interactions.