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Preference optimization boosts safe responses in banking agents from 52% to 80%, while reinforcement learning enhances edge-case performance significantly with fewer tokens generated.
Hierarchical orchestration can drastically reduce decision-space explosion in LLMs, enhancing both routing accuracy and memory efficiency.
