TTT-Discover enables large language models to adapt and improve performance during testing by leveraging reinforcement learning. The project has achieved state-of-the-art results in various domains, including mathematics, GPU kernels, algorithms, and biology. It is built on multiple existing projects and requires specific environment setups for execution.