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This skill transforms Claude into a performance specialist capable of diagnosing and resolving latency, throughput, and resource consumption issues across multiple programming languages and environments. By following a rigorous measurement-first framework, it guides developers through identifying bottlenecks in CPU, I/O, memory, or concurrency, and provides specific, verifiable implementation strategies ranging from database query optimization to advanced caching patterns. It is particularly useful when refactoring legacy code for scale or troubleshooting production slowdowns.