Performance optimization requires three sequential stages: hardware selection, software optimization, and system tuning. Hardware benchmarks that ignore software extensions and tuning configurations provide incomplete performance comparisons. Third-stage engineering focuses on tuning through trained personnel, proper tools, performance methodologies, and tunable system capabilities to achieve competitive production performance.
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