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AI Simplified: Understanding LLMs, Workflows, and Agents

AI Buzzwords Demystified If you’ve been following AI developments lately, you’ve probably encountered terms like LLMs, RAG, ReAct, and AI Agents. While these technologies are transforming how we interact with AI, the terminology can be overwhelming. In this post, I’ll break down these concepts into digestible explanations with practical examples. Let’s start with the foundation and progressively build up to more complex systems. Large Language Models (LLMs): The Foundation At the core of today’s AI revolution are Large Language Models (LLMs). Popular applications such as ChatGPT and Claude are built on top of these powerful models. They excel at generating and manipulating text based on the prompts we provide.

  • AI Concepts
  • ChatGPT
  • Claude
  • LLM Interaction
  • AI Workflows
  • Language Models
  • RAG
  • AI Agents
Saturday, May 24, 2025 Read
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Leveraging LLMs for Business Impact: Part 1 - Theory and Foundations

Introduction In today’s rapidly evolving technological landscape, Large Language Models (LLMs) have emerged as transformative tools with the potential to revolutionize business operations across industries. While the hype around these technologies is intense, understanding their practical applications and underlying mechanisms is crucial for organizations seeking to leverage them effectively. This two-part series aims to demystify LLMs and their associated technologies, starting with the theoretical foundations in Part 1, followed by a hands-on implementation guide using AWS services in Part 2.

  • LLM
  • RAG
  • Vector Databases
  • AI Business Applications
  • Data Architecture
Friday, March 7, 2025 Read