Causal AI and Algorithmic Accountability: From the Tyranny of Correlation to the Law of Causality

" Modern AI systems are genius at telling us 'what' an event is; however, accountability is only as strong as the system's ability to answer 'what if?' (counterfactuals)."

1. Introduction: The Epistemological Fracture of Predictive Power

The artificial intelligence world has spent the