llm agents

SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harnessarxiv.org

SoL-Pi is a new approach for scaling auto-research loops in coding agents, focusing on token efficiency for long reasoning trajectories. It achieves comparable performance to existing methods while significantly reducing token traffic by 44.7-49.0% and API costs by about one third on the 51-task EdgeBench evaluation.