The next wave of intelligent systems will autonomously refine their architectures, optimize prompts, dynamically tune model parameters, and generate code in response to continuous real-world feedback. We are building adaptive, self-improving agents and the environments in which they interact with humans, to help design the systems needed for a future with safe superintelligence.