315,000× memory advantage • 1.000 resilience from initialization • 224M tokens/sec
| Model State | Resilience | Training |
|---|---|---|
| Untrained (Random) | 1.001 | 0 epochs |
| Trained (Converged) | 0.999 | 3 epochs |
| Delta | -0.003 | — |
Conclusion: Resilience is architectural, not learned.