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Soft Logic, Hard Results: When Neural Networks Learn to Reason Without Solvers

The spreadsheet rule that never quite reaches the model Rules are everywhere in business software. An invoice total must match its line items. A loan file must contain the right documents before underwriting. A production schedule cannot assign the same machine to two jobs at the same time. A compliance workflow may tolerate uncertainty in OCR, but not uncertainty about whether a prohibited combination of fields has appeared. ...

March 21, 2026 · 15 min · Zelina