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Andrej Karpathy proposed having models explain complex material in escalating forms: first constraining writing to ASD-STE100 controlled English used in aviation maintenance, then on request adding diagrams, interactive HTML and a custom explainer video. His argument: as agents take on more execution, human work moves up to supervision and understanding, so models should also produce one-off, disposable explanation artifacts.