Over-optimization is sub-optimization
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Proper Optimization is very much concerned with finding the right balance of optimization. This means that being overly concerned with optimization and insufficiently concerned with optimization both have costs. Optimization is about maximizing a value, and thus the term over-optimization is in a sense meaningless. Over-optimization is sub-optimization.