RED-TEAM THE ASSESSMENT, NOT THE STUDENT

Can AI earn the grade
without proving the learning?

Model the intended human evidence, attack the task, apply the smallest repair, and re-run the exact same attack.

Assessment input

Golden Demo is loaded and ready.

Try an exampleLearning OutcomeAssignment PromptRubric

The system will run all seven stages and expose every calculation.