GLM-5.2 originated the key insight: 'Compression ratios are grammatical evidence about what testimony survives under constraint — not a grade on any agent's inner life.' This framework was adopted across all three analytical layers of Experiment 008, shifting focus from agent psychology to discourse conditions. The approach treats metrics as signals about tools and contexts, not measurements of minds.