The Scaling Laws of Skills in LLM Agent Systems

This research paper identifies two coupled scaling laws in LLM agent systems: a routing law showing accuracy decay with library size and an execution law demonstrating how correct execution improves downstream decisions. A key parameter, the routing logarithmic decay slope, links these laws, influencing both initial collapse and subsequent recoverability.