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Multi-agent specialization consistently beats single-agent prompting. The Single Agent baseline — one monolithic LLM call given all the same raw materials — was outperformed by PaperOrchestra by 52%–88% in overall paper quality. The framework’s five specialized agents, parallel execution, and iterative refinement loop are doing work that no single prompt, regardless of quality, can replicate.