Frontier AI Analysis

Thinking Machines

Model-building research and analysis covering Thinking Machines.

Analysis

Official artwork accompanying the Thinking Machines and UIUC research on SQL reinforcement learning.

Thinking Machines and UIUC: Better tests can teach AI what more examples cannot

ReViSQL targets SQL queries that return the expected answer for the wrong reason. Its lesson for specialist models is to improve the definition of success, not simply expand the dataset.

Post-trainingThinking Machines University of Illinois Urbana-Champaign

4 min read · 11 Oct 2026Read analysis ↗