Researchers at ByteDance, the Chinese parent company of TikTok, said AI agents can double their learning speed every three months by interacting with real-world environments over time. This offers a potential path to improve AI as gains from simply adding more data and computing power begin to slow. Researchers logged 38,000 hours of environment interaction to evaluate five frontier models.