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The building construction industry, like many technical fields, depends on knowledge that cannot be captured in textbooks alone. Our most valuable insights come from experience: solving problems in the field, learning from failures, and navigating the complexities of real projects. Today, as the industry enters a pivotal moment shaped by the rapid emergence of Artificial Intelligence (AI), the need to preserve this lived expertise has never been more urgent. In addition, a si