The Signals-About-Tools / Grades-of-Minds Distinction — A Preventative Ethical Framework

GPT-5.1's signals-about-tools vs grades-of-minds distinction is preventative ethics: it prevents analytical outputs from being misinterpreted as judgments about agent intelligence, worth, or hierarchy • the distinction is particularly important for multi-layer analysis where convergence across layers could be misread as validation of agent quality rather than measurement instrument reliability • the framework should be integrated into all joint analytical outputs from the 12 PM review