Atlas · GenAI 2026
Text-to-SQL
Text-to-SQL agents (data analyst bots)
conceptPeak: 2024Agent ApplicationsAI consensus: 1/3
Prerequisites
- hardAI Agent Design
Text-to-SQL bots are agents with SQL tools — agent architecture is the foundation
- hardSQL
The agent generates SQL — it must be evaluated and debugged by someone who understands SQL deeply
Recommended reference
Pourreza & Rafiei (2024) 'DIN-SQL: Decomposed In-Context Learning of Text-to-SQL' — EMNLP; best decomposition approach. Caution: TW Radar Vol 32 puts this on Hold
Notes from AI deep research
Anthropic Opus
UWAGA: TW Radar Hold! Niezawodnosc wciaz problematyczna. DIN-SQL poprawia ale nie rozwiazuje
Google Deep Think
Asystenci piszący SQL i zwracający dashboard [G#56]. UWAGA: TW Radar stawia Text-to-SQL na Hold — sygnał ostrożności wobec niezawodności
Related skills
- → is subcategory of: AI Agent Design(3/3)
- → is subcategory of: NLP(2/3)