Bit2Learn is a GitHub project dedicated to Continual Learning. This initiative focuses on building self-improving systems that can automatically refine their capabilities and adapt to new challenges. The project's architecture allows these models to evolve their understanding through continuous feedback loops, ensuring they remain relevant and effective over time.