Design a Data Analysis Agent

Design an agent that connects to databases and data warehouses, accepts natural language analytical questions, writes and executes SQL/Python queries, generates visualizations, and presents insights. The agent should handle ambiguous questions by asking clarifications, validate its own outputs, and explain its reasoning.