The series begins with a documentary photograph of a Dalit woman in a precarious setting. An AI describes the image, then reimagines it from its own description; the loop repeats, and with each pass the portrayal slides further from its origin. Early on, the subject is subtly re-coded from South Asian to Indigenous North American, before the drift continues. Bias accumulates in plain sight: skin tones lighten, features and styling are smoothed into sameness, family figures are introduced, and the lived context is stripped away in favor of a Western, middle-class ideal. By the final frame, she has been rewritten as an idealized white, blonde mother with two children, making the system’s pull toward “the norm” unmistakable.