The Verification Paradox
The act of checking changes the physics. Commitment Shape jumps from ~0.37 to ~0.90 at the moment of verification.
Read Paper 1 →benthos
The dynamics of commitment.
Empirical analysis of how commitments evolve, degrade, and recover — across institutions, biology, and beyond.
267,000+
observations
9
substrates
R² up to 0.994
fit quality
The same equation fits all of these.
Weibull survival analysis and Lindblad dynamics applied to nine qualitatively distinct commitment substrates. Drift Rate (γ_dec) is strictly positive in cooperative systems, exactly zero in non-cooperative ones.
| Substrate | N | Commitment Shapek | Drift Rateγ_dec | Fit QualityR² |
|---|---|---|---|---|
| Freedom House | 1,514 | 1.010 | 0.231 | 0.994 |
| Mycelium | 2,440 | 1.060 | 0.026 | 0.985 |
| WGI | 3,333 | 1.004 | 0.279 | 0.984 |
| MONA (IMF) | 69,847 | 0.667 | 0.195 | 0.919 |
| NYC Taxi | 14,800 | 1.394 | 0.000 | 0.904 |
| Oregon CCO | 903 | 2.019 | 0.000 | 0.854 |
| IEG (World Bank) | 62,255 | 2.283 | 0.000 | 0.787 |
| ECHO (EPA) | 155 | 1.196 | 6.611 | 0.721 |
Drift Rate highlighted green when > 0 (cooperative maintenance detected). What do these column names mean? →
Key findings
The Cooperation Diagnostic
Drift Rate = 0 in every non-cooperative system. Zero in every one. The math detects theater.
Read Paper 2 →Substrate Independence
A fungal mycelial network and the International Monetary Fund produce statistically indistinguishable dynamics.
See Promise Physarum →