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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

The education sector is undergoing a fundamental transformation as institutions seek smarter ways to improve teaching efficiency, learner engagement, and academic consistency. Artificial intelligence has emerged as a powerful enabler in this shift, but its success in education depends on relevance, structure, and alignment with curriculum goals. Te

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