I want to strengthen my understanding of core computer science topics, including how computers work, systems, and system design. Rather than memorizing patterns or using abstractions without context, I'd like to understand how things work from the ground up, why particular designs were chosen, and how the pieces fit together. What learning approach, projects, books, or courses would help me develop that kind of first-principles understanding?
4 Answers
Start with the physical foundations: how registers, memory, CPU caches, and basic logic interact. Learning some computing history is useful too, because it explains why modern designs evolved the way they did. You don’t need to understand every layer at once—pick one component and reason through its purpose and trade-offs before moving upward.
Practice observing what systems actually do. Form a hypothesis about how a program or component works, test it, inspect the results, and revise your understanding. That cycle—combined with a clear learning goal—is more effective than trying to absorb every computer science topic from first principles at once.
A structured introduction can make the basics much easier to connect. Books such as *But How Do It Know?* and *Code: The Hidden Language of Computer Hardware and Software* explain how simple circuits and signals lead to increasingly complex computer systems. The NAND to Tetris course is another strong option because it guides you from logic gates through hardware, a simple machine, and software. Assembly language and networking are also worthwhile follow-ups. Projects are useful, but they work best when paired with explanations from people who already understand the subject.
Build things and pay attention to their behavior. Choose a specific problem or domain, then make a small implementation yourself—a database engine, message queue, rendering system, language runtime, or even a simple robotics project. It can also be valuable to intentionally use a clumsy design once, so you experience firsthand why better abstractions and architectures exist. Your goals should guide what you build, since different areas require different fundamentals.

A concrete goal helps prevent studying an enormous list of topics without knowing why they matter. Start with something small enough to finish, then investigate the concepts that appear along the way.