LLMs: Intuition, Internals & Impact

This 1:1 session is designed to cut through the hype and bring real clarity to how LLMs work—the engines driving today’s Generative AI. I use the simplest analogies and intuitive mental models to make even the most complex ideas easy to grasp.

Whether you’re just starting out or looking to go deeper, you’ll gain both the big picture and the core mechanics. My focus is to help you build a solid mental model that connects the math, techniques, and real-world implementation—so the pieces start to make sense together.

In this session, we’ll cover:

• How LLMs work – attention, embeddings, token prediction explained step by step
• Architectural concepts made simple – broken down with intuitive analogies
• GenAI in practice – strengths, limitations, and real-world implications
• Mental models that stick – frameworks to reason about AI with clarity
• Your context – tailored discussion of your questions, challenges, or application scenarios

Whether you’re a product leader, developer, or AI enthusiast, you’ll walk away with depth, clarity, and confidence—able to see through the buzz and truly understand Generative AI.