| """ | |
| Legacy Adaptive LoRA (Deprecated) | |
| ================================ | |
| Early gradient-based adaptive rank prototype. | |
| Replaced by: | |
| - NestedLoRA (shared orbital architecture) | |
| - OrbitalController (stress-based closed-loop control) | |
| This file is kept for reference only. | |
| Status: deprecated | |
| """ | |