One of the mathematicians in the video describes the process as:
> the AI has been able to explore all these possibilities much more comprehensibly, and doing that it found a path, it found a way to the solution.
Finding a counterexample of a mathematical conjecture strikes me as not that different from finding a vulnerability in a complex codebase.