Reverse Prompting

Reverse Prompting: Work Backward from the Output, Then Prove the Prompt

Reverse prompting is useful when it turns a desired output into a candidate instruction contract and validates that contract forward. Here is the research, the workflow, the failure modes, and the security boundary.