Benchmark results reveal only 16% of LLM agent runs survived the full 132-month EnterpriseArena simulation, exposing a major capability gap.

Research paper introducing the EnterpriseArena benchmark for testing LLM agents on long-horizon enterprise resource allocation is published.

Study found LLM agents ignore abstract rules in self-improvement, relying solely on raw action histories