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shminux comments on Automatic programming, an example - Less Wrong
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That sounds like a terrible waste. Why not use a tree-based model of C that excludes as many invalid programs as practical?
Most random mutations are fatal, so it fits perfectly.
That depends on whether your purpose is to produce an analog with evolution, which we already have plenty of, or a new method for making working code.