Economist Daron Acemoglu argues that AI will not trigger massive productivity gains without significant structural changes. He contends that current LLMs automate tasks but fail to create new, high-value workflows. This perspective challenges the Silicon Valley narrative. Practitioners should focus on augmenting human labor rather than simple task replacement to realize actual economic value.