AI Trading Robot, Web App

Hello, I need to build a trading robot as a web app that uses trained **XGBoost and TFT (Temporal Fusion Transformer) models** to evaluate intraday market movements using technical indicators and execute trades. Trading execution shall be performed through **MT5**, with Python as the primary programming language. I need an independent web-based application with a professional dashboard, trading insights, model monitoring, and tools to continuously evaluate and improve the trading robot. A key requirement is **live monitoring of 7 stock indices**. The dashboard should display each index on interactive real-time charts, together with the AI model's **live probability scores/signals**, allowing me to monitor how the models interpret current market conditions and how the probabilities change as the market develops. The system should include, among other things: * Live charts for 7 stock indices * Real-time XGBoost and TFT probability scores/signals for each index * Multi-time frame technical analysis and market context * Model predictions and trading signals * MT5 order execution and position monitoring * Dashboard for active, pending, and historical trades * Training and model-management functionality * Performance analysis * Trading insights explaining the factors behind signals * Monitoring of model performance and prediction accuracy * Logging, system status, and error monitoring The objective is to create a robust, professional **AI Trading Robot platform**, rather than simply a trading script. The web application should provide a clear overview of what the AI is seeing, what probabilities it is assigning to potential market movements, and why trades are being generated. For this job I expect you to be proactive, technically strong, and deliver an outstanding AI Trading Robot with clean architecture and a scalable foundation for further development. To confirm you have carefully read this job post, please start the application with the word **UMBRELLA**. Best, Jacques