This is the amazing story of an innocent looking mathematical puzzle turning into a serious research topic in graph theory, integer sequences, and algorithms. The Tower of Hanoi and The Reve's Puzzle of Lucas and Dudeney, respectively, induced a wealth of interesting mathematical and algorithmic challenges over more than a century. Although some part of the most intriguing question, the Frame-Stewart Conjecture , has recently been solved, several of the original tasks posed by Dudeney remained intractable. We present the history and theory of these questions and a computational approach which allowed us to solve a 104 years old problem of Dudeney, namely the proof of minimality of an algorithm producing paths between perfect states of the Tower of Hanoi with 5 pegs and 20 discs. Many questions about the metric properties of Hanoi graphs remain open, however, and have to be treated by analytical and computational methods in the future. [ABSTRACT FROM AUTHOR]