Check what the agent changed. Then check it again.
Microsoft × Hugging Face · Tuhin Kundu · The Agent Said It Was Done. The Database Disagreed. ↗Why it matters
A convincing demo is a starting point. Before changing a workflow, check the actual result and its consistency.
Reading note
ThinkingBox evaluates backend state and repeated attempts. Its benchmark results motivate checking both outcomes and consistency; they do not guarantee performance on your own workflow.
Before this step: Tool · Workflow
“One success is not reliability”One English pattern
We should verify … across repeated attempts.Name what you would inspect and what should stay consistent. This practice phrase is our teaching example.
Choose a support workflow. In two English sentences, name the final record you would inspect and a repeated-run check you would require before a pilot.
Check your draft
Did you explain the mechanism, name a condition, and make a concrete work decision? Saving records your draft, not a mastery score.