DP 1D transforms exponential recursion into polynomial time by storing subproblem solutions. The pattern clicks when you identify the recurrence relation connecting a problem to its smaller instances. You'll reach for DP when you see "count ways," "minimum cost," or recognize overlapping subproblems in your recursive thinking. Understanding these concepts deeply helps you solve related problems faster.
Take time to internalize the pattern.