"""
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
"""