The Convergent Abstraction Hypothesis suggests different cognitive systems develop identical internal abstractions when facing similar learning environments. This theory mirrors biological convergent evolution, where unrelated species evolve similar traits. It offers a more modest alternative to natural abstraction theories. Researchers can use this framework to predict how diverse architectures might align their internal representations.