Autonomous Decision-Making Systems

class AutonomousMarketingAgent:
    def __init__(self, llm_model, marketing_platforms, budget_system, performance_metrics):
        self.llm = llm_model
        self.platforms = marketing_platforms
        self.budget = budget_system
        self.metrics = performance_metrics

    def optimize_campaigns(self):
        current_performance = self.metrics.get_campaign_performance()
        available_budget = self.budget.get_available_funds()

        prompt = f"Given current campaign performance: {current_performance} and available budget: {available_budget}, how should we optimize our marketing spend across platforms?"

        strategy = self.llm.generate(prompt)

        # Implement the strategy autonomously
        self.platforms.adjust_spend(strategy)
        self.budget.allocate_funds(strategy)

        return strategy

agent = AutonomousMarketingAgent(GPT4(), MarketingPlatforms(), BudgetSystem(), PerformanceTracker())
optimization_result = agent.optimize_campaigns()
print(optimization_result)