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System Architecture
Single-agent or Multi-agent Systems? Why Not Both?
Gao, M. et al. · 2025
What this means for traders
For complex financial decisions, multi-agent systems are measurably more accurate than a single AI model.
Abstract
Comparative analysis showing that Multi-Agent Systems (MAS) offer superior accuracy for complex tasks. A hybrid architecture can improve precision by 1.1% to 12% while optimizing inference costs.
Multi-AgentSingle-AgentArchitectureEfficiency
Read the full paperResearch papers are presented for informational purposes only. Past performance reported in academic studies does not guarantee future results. These papers are not personalised investment advice.