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Book Overview & Buying
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Table Of Contents
Architectures for the Intelligent AI-Ready Enterprise
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This chapter explored the crucial role of system of action databases in order to build effective GenAI solutions. We examined the limitations of traditional data management approaches and presented an alternative paradigm centered on the document model. Key aspects discussed include unified access to diverse data sources, improved data quality and consistency, real-time context for RAG, scalability, security and governance, and the importance of aligning data structures with model design for optimal performance and accuracy.
The primary benefit of a well-designed system of action database, based on the document model, is its ability to provide real-time, context-sensitive, and holistic access to diverse data, essential for reasoning, causal analysis, and generating accurate, relevant outputs. This approach differs from traditional data warehousing by providing a unified view of enriched data optimized for RAG, model training, and fine-tuning. This results in GenAI solutions...
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