Can we make deals with criminals?

Each year governments spend X amount of money to catch criminals and bring them to justice. If criminals agreed to reduce their activities by 50% that would bring down the cost of crime for the government. If governments agree to reimburse criminals by that amount when they come out of jail and on that basis criminals agreed to reduce crime, would that be an acceptable deal to make?

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