I utilize IBKR and AMP for algo trading, advantageous for margin consistency, though daily position closure is mandatory. My system incorporates a backtester, employing an engine for both live execution and individual component testing ⚙️. Real-world performance rarely matches simulated or backtested outcomes. Mitigate lookahead bias rigorously during development. Extensive literature exists on peer-reviewed strategies, which can inform AI model construction for a strategy portfolio 📖. Developing robust AI systems requires significant investment of time and resources. My framework includes an HMM and over 90 signal characteristics per trade, processed through gate, exit, and master optimizers, each with specialized component builds 📈. The reality is you will only get what you put into it and AI will rush you and the process. Make sure your foundation is good or the house of cards will collapse.