"Data Bugs - AI is a Mirror" by Dotdotdot reflects our responsibilities in providing data, reducing biases, and training technologies that revolutionize our lives to ensure equity. The project is an immersive installation that makes the working mechanism of a neural network tangible and experiential, demystifying the omnipotence often attributed to AI. Set in an imaginary universe populated by insects, visitors engage with two scenarios that show how representation and simplification are interconnected. The installation addresses AI transparency and bias by using two AI models trained on two datasets: one with a Western-biased perspective on insects and another incorporating diverse insect images from an entomology archive. The installation features a real-time interactive model where visitors can observe how neural-networks make decisions. The two AI models, each trained on different datasets, generate unique insect images based on user interaction. The homogeneous dataset produces stereotypical images, while the diverse dataset creates varied, almost alien representations, highlighting the influence of data biases on AI outputs. The interactive design allows visitors to manipulate variables and observe real-time results. Data Bugs visualizes how AI processes data and demonstrates the impact of data quality on AI outputs, making complex technology understandable to the general public.