Although good alignment research has been done that does not involve maths [e.g. here and here ] good math* remains the best high-level proxy of nontrivial, substantive, deep ideas that will actually add up to durable knowledge. *what distinguishes good math from bad math? that's a tricky question that requires a strong inside view.