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It depends entirely on the problem. There are specific solutions to specific problems.
By finding a pattern the first time you solve a problem, then applying this pattern (algorithm) to solve similar problems.
There are many different problems and different ways for solving them.
Mesopotamians solved large problems by working together.
None that I ever heard of. But there are people who solve problems.