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Software development has evolved rapidly over the last decade, but documentation practices have struggled to keep pace. Agile delivery cycles, continuous integration, and distributed engineering teams have made traditional documentation models increasingly ineffective. Static documents, manually updated wikis, and fragmented knowledge repositories