Problems can be categorized based on their solvability and verifiability. Some are easily solved and checked in polynomial time, while others, like matrix permanents, are challenging to compute and verify. The distinction between P and NP is crucial, as it highlights the complexity of certain mathematical operations and their implications in computational theory.