SBTB 2023: Wangda Tan and & Yingjun Wu, Revolutionizing Text Transformation.

ai.bythebay.io Nov 2025, Oakland, full-stack AI conference Revolutionizing Text Transformation: Going Beyond Standard SQL with LLM. This talk presents an innovative approach that leverages Large Language Models (LLMs) to transform text into SQL and its extensions, addressing the challenges of different SQL dialects and specialized domains such as stream processing and graph processing. While existing LLM-based solutions excel at converting text to standard SQL, our novel mechanism takes it a step further by directly transforming text to streaming SQL, thereby lowering the barrier for stream processing. We explore the intricacies of various SQL dialects and highlight the limitations of traditional LLM-based approaches. By harnessing the power of LLMs, we showcase the advantages of our solution, including reduced development time, improved query performance, and enhanced flexibility in handling real-time data. Join us to discover how this transformative approach revolutionizes stream processing workflows, opening up new possibilities for innovation in this rapidly evolving field. More details available here: https://www.scale.bythebay.io/post/wangda-tan