Requirement Specifications for a Highly Profitable Trading Robot Performance Metrics : The trading robot must deliver consistent and high returns, surpassing industry benchmarks such as Sharpe ratio, Sortino ratio, and maximum drawdown. Algorithmic Strategy : Implement advanced algorithmic strategies, including trend-following, mean reversion, machine learning models, and sentiment analysis to identify profitable