How query logs fix AI agent SQL errors

DataHub launched Context Intelligence, a new layer that turns historical SQL query logs into a semantic index for AI agents.

The system filters high-quality queries and adds human review to create reusable business definitions and improve routing.

It integrates with MCP, LangChain, Google’s Agent Development Kit, and CrewAI to support enterprise data workflows.

The goal is to reduce SQL mistakes and hallucinated joins in complex warehouse environments like Miro’s Snowflake setup.