MIT's fall 2026 course explores AI systems that improve after training

MIT's course page describes a fall 2026 class on self-evolving AI systems that can improve through experience, feedback, memory and exploration. It covers prompt optimization, tools and multi-agent workflows, model-training methods, and the creation of more complex tasks and evaluations. Instructor Paul Liang says slides, readings and videos are available online.