The Math Takes Two benchmark evaluates if AI agents can construct abstract mathematical concepts through communication. Researchers designed this test to distinguish true reasoning from statistical pattern matching of formal syntax. It forces agents to collaborate without prior mathematical knowledge. This approach helps practitioners determine if LLMs actually understand logic or simply mimic training data.