The Reality of AI in Production: What No One Tells You
After deploying AI systems for years, I have learned that the gap between demo and production is where most projects die. Here is what actually matters when AI meets the real world.
Tag
LLM
4
Essays
AI Production 
AI Systems Context Windows: The Hidden Constraint Shaping Every AI Application
Understanding context windows is essential for building AI systems that actually work. Here is why this constraint matters more than model size, and how to design around it.
AI Systems How Large Language Models Actually Work: A Visual Guide
Most explanations of LLMs either oversimplify or drown you in math. This interactive guide shows you exactly how these systems work, step by step, so you can see and feel the mechanics yourself.
AI Systems Why AI Needs Better Memory: The Context Engineering Challenge
Every AI conversation starts from zero. Here's why that's a fundamental problem and how context engineering is changing how we build AI systems that actually remember.