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<p>I was asked to look at a fintech backend where something small but persistent kept happening. Every month when the finance team tried to close the books, the internal ledger
<p><em>Why a 98%-accurate extractor is more dangerous than one that fails loudly — and the arithmetic that catches the difference.</em></p> <p>Every developer who has been handed
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