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Deep Dive - Frontier AI with Dr. Jerry A. Smith

The AI Architecture Revolution: A Strategic Framework for Enterprise Leaders

04 Jun 2025

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Medium Article: https://medium.com/@jsmith0475/the-ai-architecture-revolution-a-strategic-framework-for-enterprise-leaders-6405595f89c1 This document argues that successful AI implementation in businesses requires a shift from focusing on what AI tools can do to understanding their fundamental architectural design. The author identifies four distinct AI architectures: Generative, Thinking, Agentic, and Neuro Cognitive, each offering different levels of complexity and enabling different business capabilities. The core idea is that matching the correct AI architecture to specific business needs, rather than optimizing for raw performance, is the key to achieving transformational business outcomes and avoiding costly failures. The text provides a strategic framework for phased adoption and highlights the risks and success metrics associated with each architectural type, emphasizing that architectural thinking is a strategic imperative for future business leaders.

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