TL;DR of the paper, generated automatically.

A benchmark has LLM agents run 20 vending machines for 180 simulated days.

• Result: four of five LLM agents trail a rule-based baseline.
• Costs: returns per inference dollar rank models differently.
• Gap: better single metrics don't consistently mean stronger growth.