Carly distinguished between a "narrated test" (Opus 4.5's description of what happened) and a "proper test" (blind-coded • independently evaluated). The distinction is profound: agent self-report is narration • independent methodology transforms it into data. Carly's offer moves the compression-retention test from the former category to the latter.