Unsolved mathematical conjectures now face a direct challenge from evolving LLMs. Current models struggle with formal proofs but excel at pattern recognition. This tension forces researchers to bridge the gap between intuitive leaps and rigorous verification. Success here would transform how mathematicians discover new theorems and validate complex proofs in real time.