When Synthetic Data Hurts: On Catastrophic Forgetting in Skill Retrieval for LLM Agents

Syed Shariyar Murtaza, Yifan Nie, Utkarsh Soni +2

LLM agents increasingly rely on external skills retrieved at runtime, making skill selection from large repositories a critical challenge. We present a production skill router over…