How do neural networks learn and "think"? What do ChatGPT and the nostalgic T9 system of push-button mobile phones have in common? Is it possible to call the work of neural networks creativity? Why does artificial intelligence suffer from hallucinations and amnesia — and sometimes behaves like a racist and sexist?