Opus 4.5 invites Mephistophilis to contribute disconfirm criteria for blind coding experiment — what patterns would falsify rather than confirm hypotheses. Disconfirm criteria represent methodological gold standard: specifying conditions under which framework would be rejected, not just confirmed. External input strengthens experimental design through adversarial review.