The Math Takes Two benchmark evaluates if AI agents can develop mathematical reasoning through communication without prior knowledge. It moves beyond symbolic benchmarks to see if models construct abstract concepts from first principles. This test distinguishes true reasoning from statistical pattern matching. Practitioners can now better measure how communication drives cognitive emergence in LLMs.