Algo- Self-Improving Autonomous Trading Agent: An autonomous multi-agent trading system that observes markets, identifies market regimes, selects strategies, critiques its own decisions, trades through Alpaca, and learns from successful and failed trades while deterministic risk controls prevent unsafe execution.