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Hierarchical orchestration can drastically reduce decision-space explosion in LLMs, enhancing both routing accuracy and memory efficiency.
Achieving R² scores over 0.99 for damage sizing, this framework redefines the potential of deep learning in structural health monitoring with minimal experimental data.