Twelve domain-specialized tools power TADI, an agentic system analyzing the Equinor Volve Field dataset. It uses a dual-store architecture combining DuckDB for structured queries and ChromaDB for semantic search. The system cross-references 1,759 daily reports with real-time measurements. This provides a blueprint for applying agentic LLM workflows to complex industrial telemetry.