You want to avoid needless deaths of innocent people? Use the death penalty a lot more frequently.
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And not only more frequently but much more rapidly, like within two weeks of apprehension of the perp following a verdict of guilty. No exceptions and no appeals.
Now that we have DNA proof, there should be no more lengthy appeals.