The Self-Fulfilling Prophecy of AI

A deployed model’s predictive actions reshape its operating environment, creating a feedback loop where subsequent data distributions-and thus future model performance-are intrinsically influenced by its own prior outputs.

Machine learning models aren’t passive observers – they’re increasingly active participants in the world they predict, creating feedback loops that reshape reality.