Self-evolution reduces redundant tool use on EnterpriseArena: average tool invocations per simulation month on the validation split drop from 17.23 in the Baseline to 3.08 in Round 2, stabilizing at 3.13 by Round 8, representing an 81.8% reduction in tool invocations per simulation month by guiding the agent through environment queries once per cycle rather than repeatedly querying within a single turn. · CiteArk
Self-evolution reduces redundant tool use on EnterpriseArena: average tool invocations per simulation month on the validation split drop from 17.23 in the Baseline to 3.08 in Round 2, stabilizing at 3.13 by Round 8, representing an 81.8% reduction in tool invocations per simulation month by guiding the agent through environment queries once per cycle rather than repeatedly querying within a single turn.
