I built a custom trading algorithm and gave it direct access to a broker WebSocket for real-time market data and order execution. This has been my most robust integration so far, and the real-time reasoning capability is what impressed me the most.
The system continuously scans the market for high-probability opportunities, filters and ranks the best candidates, and performs contextual analysis on each selected stock. This includes market regime detection, divergence analysis, and the evaluation of news and potential catalysts.
Once in a position, the algorithm manages risk dynamically around predefined levels of interest. It uses multiple indicators tailored to different market behaviors, automatically moves the stop to breakeven when conditions are met, and actively trails the stop loss while managing the trade until the second take-profit target is reached.