Layer Framework: Cross-Layer Coupling Evidence from Atomic Clocks and GRACE Gravity Residuals.pdf

This paper reports empirical results from two independent datasets that validate a core prediction of the "Six Observations" framework regarding "stability-complexity unity." v2.0 - Added BIPM atomic clock data analysis (5 labs, 7x difference USNO vs NICT) **Key findings:**- Atomic clock analysis (BIPM, 5 labs, 10,350 records): Among the same clock type (H-maser), stability difference between USNO and NICT is 7-fold (4.49 ns vs 31.25 ns)- GRACE analysis: Global gravity residuals show latitudinal dependence (r=-0.317) and significant decreasing trend (-0.144 cm/year, p=0.000000) **Data and code:**- Analysis script included (atomic_analysis_bipm_real.py)- Visualization: bipm_real_analysis_corrected.png **Version 2.0 updates:**- Replaced simulated clock data with real BIPM API data- New finding: equipment quality dominates clock stability (7x difference)- Updated conclusions accordingly **Related papers:**- Six Observations on Cosmic Evolution (DOI: 10.17605/OSF.IO/P9Y46)- Trinity: A Meta-System for Understanding the Universe