The brute-force solution was easy to write. The problem was that it completely fell apart on large ranges due to Time Limit Exceeded. That's when I knew this was going to be a Digit DP problem. And ...

I found a data consistency bug in my RAG architecture before writing a single line of retrieval code. Here's how. I was planning the standard hybrid retrieval setup — BM25 for keyword matching + dense ...