A new benchmark called Math Takes Two evaluates if AI agents can construct abstract mathematical concepts through communication. It moves beyond standard symbolic problems to distinguish true reasoning from statistical pattern matching. Researchers test whether agents without prior math knowledge can develop shared logic. This provides a stricter metric for assessing cognitive emergence in LLMs.