The article discusses the book 'How These Things Work' by Sandy Maguire, which aims to introduce computer science from first principles. The book covers topics such as machine diagrams, universal machines, and symbolic computations. The author's goal is to provide a comprehensive introduction to computer science, focusing on the underlying principles and patterns rather than just the technology itself. The book is intended for motivated readers who want to understand the fundamentals of computer science.