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In a lot of production systems the prompt is the most behaviour-critical string in the codebase and the least governed. It gets edited in a dashboard, tweaked to fix one complaint, and nobody can say afterwards what it used to be or why it changed. Prompt versioning is the fix, and it is mostly a matter of applying practices the team already uses for everything else. Put the prompt where the code is Prompts stored in a vendor dashboard or a database row sit outside review, outside history and outside your deployment process. Somebody can change production behaviour without a

A large amount of business information arrives in formats designed for people to read: invoices as PDFs, contracts as scans, forms as photographs taken at an angle in poor light. Document extraction is the work of turning that into fields a system can use, and it is one of the highest-return automation projects available to most businesses. It is also routinely underestimated, because the demo runs on a clean digital PDF and production runs on whatever the supplier sent. Sort the documents before choosing an approach Digital PDFs where the text is already embedded are straightforward and should be handled