All Environments
finance medium

Dynamic Resource Market

A medium-complexity economic simulation where an agent manages a portfolio of 5 resources. The agent observes resource quantities, market prices, and demand levels to make buy/sell/hold decisions. Market conditions exhibit volatility cycles (20-50% fluctuation ranges) and random scarcity/abundance events. The agent must optimize portfolio value while minimizing transaction costs and drawdowns.

Observation Space

Box(shape=[17])

Action Space

Discrete(shape=[15])

Reward

shaped

Dynamic Resource Market | kualia.ai