Xiaohongshu Tech REDtech

Oct 15, 2026 · Artificial Intelligence

CompoWorld: Compositional Environment Scaling Boosts Agent Performance by 9.17 Points

Xiaohongshu's AllSpark team introduces CompoWorld, a compositional environment scaling framework that combines 448 reusable services with 10,130 tools to train agents on cross-application workflows, achieving a 9.17-point average improvement across eight benchmarks and tripling success rates on AutomationBench.