A critical analysis exposes persistent flaws in arguments dismissing LLM intelligence, highlighting oversimplifications, vague terminology, and unexamined philosophical assumptions. The piece dissects a recent academic course to demonstrate how even experts perpetuate the 'Leibniz Mill' fallacy and avoid defining measurable tests for cognition.