According to Timnit Gebru, the upcoming event will explore the human-centric mechanisms behind AI, emphasizing the role of people in data labeling critical for AI model development. This understanding is crucial for traders dealing with AI-driven trading platforms, as it highlights potential biases and areas for improvement in algorithmic trading models.