LoopArena: Benchmarking Models as Runtime Controllers for Loop Engineering

A benchmark for evaluating a Controller model that guides a separate fixed coding-agent Worker through long-running tasks: after each coding round it reads a structured run summary and decides what to do, verify, or stop next. Separates loop-guidance ability from the worker's raw coding ability across three execution-scope settings.