DataFunTalk

Sep 25, 2026 · Artificial Intelligence

Amap's Text-to-SQL Accuracy Jump: 50% to 95% via Skill Architecture

Amap's intelligent query product raised accuracy from 50% to 95% by replacing RAG with a Skill-based Agent architecture that uses on-demand knowledge retrieval and self-reflection, backed by semantic layer modeling and a three-part evaluation flywheel.