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This five-phase approach has been refined through years of experience in cloud infrastructure and data engineering, working with cross-functional teams to deliver mission-critical systems. The systematic thinking and first-principles approach ensure that complexity is transformed into ordered action, with LLMs serving as accelerators rather than decision-makers.