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AI Summary: This comprehensive review paper maps the integration of multi-agent AI systems across the complete software development lifecycle (SDLC). It illustrates that agentic AI has moved beyond simple code autocomplete (like early Copilots) into autonomous requirements gathering, architectural planning, and robust debugging.