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01 ·Search & Optimization·★ MEMBER·8 min read Dynamic Programming From Scratch — On Remembering Subproblems Why naive recursion explodes exponentially, what memoization and table-filling actually change, and Fibonacci, knapsack and edit distance taken apart in order — ending at the places edit distance shows up in real AI systems, from ASR word error rate to diffusion step schedules.