The problem solving is very very not brute force. I have seen it make detailed analysis. Often if a problem stumps me it also stumps Claude, no surprise there. But if I give it a ticket I haven't looked at yet, it is often able to find the exact problem via careful 'reasoning' and fix it in 1/100th the time it would take me.