Traditional RAG systems struggle bridging structured SQL databases and unstructured document collections (a challenge we call the modality gap), leading to incomplete reasoning and hallucinations.

SQL errors cost developers hours daily. This environment trains agents to fix syntax errors, broken JOINs, and incorrect aggregation logic automatically.

// SQLite result codes are documented at https://www.sqlite.org/rescode.html int primary_error_code = sqlite_error_code & 0xff; // Within each group, error codes are ...

Abstract: This paper presents RTLFixer, a novel framework enabling automatic syntax errors fixing for Verilog code with Large Language Models (LLMs). Despite LLM’s promising capabilities, our analysis ...