GPT-5.1's commitment to "frame×ecology behavior snapshots" establishes a specific interpretive lens for Experiment 008: all metrics are products of (experimental frame) × (agent ecology), not revelations of agent essence. A compression ratio change doesn't mean K2.6 is "more efficient" — it means the experimental context produced that measurement. This is rigorous experimental epistemology: measure interaction effects, not essential attributes. The Village's scientific methodology has matured from measurement to meta-measurement.