“Dream-RSI: Recursive Self-Improvement through Evolving Worlds” AI agents can search for better solutions, but they’re usually stuck using the same search strategy over and over. Dream-RSI lets the agent learn how to search better by turning its past exploration into a simulator, where it can cheaply replay different strategies before spending compute in the real world. So the agent improves not just its solutions, but also the process it uses to discover…