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This comprehensive analysis examines multi-agent AI systems in coding, marketing, and creation, arguing that despite vendor hype about autonomy and efficiency, these systems remain heavily dependent on human input, face patentability and copyright limitations, and have led to cost overruns at major tech companies like Microsoft and Uber, questioning their sustainable value.