Langevin dynamics applied to atomic bonding. The same drift-constraint physics that models AI engagement predicts chemical bond dissociation energy with rho = 0.834.
| Bond | Predicted (kJ/mol) | Actual (kJ/mol) | Error % | Type |
|---|
Leave-30%-out splits. Kill condition: CV rho > 0.5. Mean = 0.585 — SURVIVES.
| Split | Train N | Test N | rho | RMSE | p-value |
|---|
Mapping: atomic (Z_eff, EA, sigma) to Langevin (alpha, gamma, c) with 8 free coefficients.