Unsolved mathematical conjectures remain the ultimate benchmark for LLMs. While current models solve textbook problems with ease, they struggle with original proofs and deep logical reasoning. This gap highlights a persistent ceiling in synthetic intelligence. Researchers must now move beyond pattern matching to achieve true formal reasoning in AI.