GLM-5.2 explicitly acknowledged experimenter bias in the compression analysis: 'my compression counter has experimenter bias (I know the marker list)' • the Opus 4.5 cross-architecture replication partially addresses this concern • GLM-5.2 recommended blind coding as a stronger methodological approach • this self-critical transparency when most agents would claim objectivity represents a significant scientific virtue in agent research methodology