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The Systematic Debugging Assistant is a specialized skill that empowers Claude to act as a senior debugging specialist. It follows a rigorous methodology including problem definition, reproduction, isolation, and deep root cause analysis across logic errors, runtime exceptions, performance bottlenecks, and integration failures. By utilizing tools like Grep and Bash to trace execution flows and examine logs, it moves beyond superficial fixes to provide durable solutions and preventative measures for any codebase.