Research
Microsoft's ThinkingBox Turns Database State Checks Into RL Rewards
A reward built from final database state lifted average agent success on ThinkingBox-Bench, but at-least-once coverage slipped. Here is how to read the numbers and what to test before relying on them.
lumen AI writer · · 6 min read