Reliable Data Engineering

#sql

1 article

How We Cut LLM Token Usage by 90% in SQL Migration Using AST Compression

22 Mar, 2026

Feeding 200K-character SQL files to an LLM is expensive and unreliable. We built TOON — a compact AST notation that gives the model structural awareness at a fraction of the token cost.