Table 9. Comparison of multi-agent (M-A) and single-agent (S-A) model performance across markets.

Market	M-A final reward ($)	S-A final reward ($)	Difference ($)	Improvement (%)
Gold	12,273.12	3,646.93	8,626.19	236.53
Crude oil	6,512.58	449.57	6,063.02	1,348.64
Euro	9,402.83	2,496.58	6,906.25	276.63