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Schema drift in document workflows is often discussed as if it were only a data-shape problem. In practice, it is usually a context-loss problem. As document variation grows, teams normalize content e
Duplicate detection is usually framed as an efficiency feature. That makes sense, but it can create a subtle trust problem if it suppresses repeated documents without preserving the case history aroun
A lot of review interfaces are built around what the system extracted. That is a reasonable starting point, but it is often the wrong final design. Reviewers do not sit down asking, “What fields were
