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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
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