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Deep Dives

Upcoming Feature

Deep Dives are currently on the upcoming roadmap. This page outlines the planned design and features.

Deep Dives represent the AI-powered version of custom notebooks, where the SQL agent executes complex multi-step routines to solve advanced analytical problems.

Autonomous SQL Agent​

The SQL agent queries the database schema and matches it against natural language queries:

  • Grounding: Grabs column descriptions and any attached Knowledge Base documents to prevent hallucinations.
  • Self-Correction Loop: If a query fails, the DuckDB error message is fed back to the LLM. The agent rewrites and re-executes the query automatically.

Dynamic Visualizations​

When generating visual reports:

  • The agent appends a structured [VIZ] JSON block to the stream.
  • The payload defines chart properties (e.g. types like bar, line, pie, labels, and datasets).
  • The frontend parses this payload and renders interactive charts in the notebook output cell dynamically.