Data Intelligence Agents: Interpreting, Modeling, and Querying Enterprise Data via Autonomous Coding Agents

Data Intelligence Agents (DIA): Autonomous coding agents for enterprise data integration and SQL generation

Researchers present Data Intelligence Agents (DIA), a production-deployed system of three autonomous coding agents (Data Interpreter, Schema Creator, Query Generator) that automate enterprise data integration workflows. Rather than generating text, the agents produce, execute, validate, and repair concrete artifacts (code, schemas, SQL) with shared memory for experience reuse. The Query Generator is evaluated across seven SQL benchmarks spanning four dialects and task categories, matching or surpassing best published results on all seven. The system is deployed in production for enterprise customers, making it a notable applied research contribution.