Part 12/13:

Tapus emphasizes a vital point: Data engineers are the chefs, and context is their secret sauce. Mastery over data collection, transformation, and governance determines the effectiveness of AI systems. Despite the rise of SaaS solutions and automation, the intrinsic value lies in engineering craftsmanship—the ability to craft and maintain a rich, dynamic contextual ecosystem.

Conclusion: Empowering the Future of AI

Building truly intelligent AI systems hinges on meticulously architected contextual layers. From metadata, unstructured data transformation, knowledge graphs, to tagging and governance, each element enhances AI's ability to deliver precise, factual, and relevant answers.