Why dynamic programming so often feels like “I understand it when I read it, but I still cannot solve it”

DP often feels slippery because people memorize formulas before they understand state meaning and transition completeness.

The real questions are:

• what does the state represent
• why do the available choices cover all valid cases
• what base cases make the recurrence legal