This is a common story for many competitive traders: the journey to the top isn't about a single success, but about continually improving small details that were previously weak points. While AI agents don't guarantee victory, they can help accelerate the learning process, identify error patterns, retest strategies, and maintain consistent execution, all crucial in a rhythm-based and disciplined competition.