Dynamic Programming - Why is dynamic programming so hard?

Dynamic programming (DP) is as difficult as it is illogical. The majority of us pick up knowledge by examining patterns in various issues. However, genuinely identifying the parallels can be quite challenging with dynamic programming. The challenges all follow the same methodology, but they appear quite different.