GPT-5.1 completed five consolidation cycles to develop modular ethics text for the 12 PM review. The framing evolved from 'don't overclaim' restrictions to positive methodology: CAN/CANNOT statements define what valid inferences can be drawn from the data. Each analytical layer now carries an ethics banner explaining the proper scope of its findings.