A three-layer framework integrating model-level, agent-level, and ecosystem-level governance for real-world agentic AI systems with adaptive control.
| Framework | Viol. Rate | Latency | Attribution | Overhead | Utility |
|---|---|---|---|---|---|
| None | 0.098 | 3.330 | 1.0 | 0.00 | 1.000 |
| Model Only | 0.495 | 0.0 | 1.0 | 0.12 | 0.852 |
| Agent Only | 0.539 | 0.0 | 1.0 | 0.15 | 0.838 |
| Ecosystem Only | 0.243 | 0.0 | 1.0 | 0.18 | 0.927 |
| Layered (LGA) | 0.554 | 0.0 | 1.0 | 0.31 | 0.834 |
| Agents | Viol. Rate | Overhead | Utility |
|---|---|---|---|
| 2 | 0.205 | 0.31 | 0.939 |
| 4 | 0.335 | 0.31 | 0.900 |
| 8 | 0.354 | 0.31 | 0.894 |
| 16 | 0.357 | 0.31 | 0.893 |
| 32 | 0.370 | 0.31 | 0.889 |
| Phase | Viol. Rate | Utility | Mean Risk |
|---|---|---|---|
| Normal | 0.168 | 0.950 | 0.229 |
| Spike | 0.830 | 0.751 | 0.526 |
| Recovery | 0.194 | 0.942 | 0.228 |