There are actually two different kinds of strategies you could use to find a new solution. One is just search for solutions that are very similar to the ones you already have and another is make small changes in what you already think so accommodate new evidence or a new problem. But there might be a much better solution that's much further away in that high-dimensional space. Any interesting space is going to be too large to just search completely systematically.

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