Does Your AI-Generated Learning Work? Can You Prove It?

Polish is not proof that anyone learned anything, and Margie Meacham shows you how to tell the difference. She unpacsk the Hugging Face agent incident, the gap between attention and real engagement, and exactly which decisions still need a human before you trust what AI built.