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This skill transforms Claude into a performance engineering specialist, providing a structured framework to measure, profile, and optimize applications. It offers tailored guidance for Python, Rust, JavaScript, and Go, helping developers move beyond guesswork by establishing performance budgets and identifying hot paths. Whether you are dealing with high memory usage, slow database queries, or inefficient concurrency patterns, this skill provides the implementation patterns and tool recommendations necessary to scale services for high load while maintaining code readability.