Contents How DGM Works Can DGM Really Improve Itself? Comparison with AlphaEvolve Can we trust a self-improving AI? Most AI systems today are stuck in a “cage” designed by humans. They rely on fixed architectures crafted by engineers and lack the ability to evolve autonomously over time. This is the Achilles heel of modern AI — like a car, no matter how well the engine is tuned and how skilled the driver is, it cannot change its body structure or engine type to adapt to a new trac...