THE AGENT SAID IT WAS DONE. THE DATABASE DISAGREED

Summary from the TLDR Dev newsletter

ThinkingBox evaluates agents by the backend state and side effects they leave behind across 507 workflows repeated 20 times. Among 79,853 failed runs, 67% ended without a tool error, showing why terminal state and repeatability matter more than a confident final response.