The Inverse Scaling Law (ISL): As modular capability increases, existential cost decreases. dTdC 0.7 between all domain pairs. 📚 Documentation Structure Core Documents Universal Law Declaration ⭐ Formal statement establishing ISL as a universal law Historical context and significance Relationship to existing physical laws Falsification criteria Theoretical Foundation Mathematical formalism and derivations Physical interpretation Philosophical foundations Connection to fundamental constants Empirical Evidence AI Systems: 98.1% latency reduction validation Physics: Bekenstein Bound alignment Mathematics: Riemann Hypothesis framework Biology: R² = 0.9828 neural efficiency Economics: Market efficiency patterns Cross-Domain Validation Unified mathematical framework Domain-specific manifestations Correlation analysis (ρ > 0.7) Predictive power across scales Mathematical Formalism Rigorous definitions of T and C Differential equation framework Variational principles Information-theoretic bounds Testable Predictions Domain-specific falsifiable predictions Quantitative thresholds Experimental protocols Success/failure criteria