SHAP Is Not Production-Ready — And We Need to Stop Pretending It Is

The article argues that SHAP is not production-ready due to issues like slowness, inconsistency, and being disconnected from the main model. The author criticizes the separate explainer architecture and proposes an approach where explanations are generated alongside the model's inference.