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agent and its surroundings, where the consequences of the chosen action become apparent. Reward Function: def calculate_reward(action, current_close, next_close): if action == 0: # Buy return 1.0 if next_close > current_close else -1.0 elif action == 1: # Sell return 1.0 if next_close <